diff --git a/.gitattributes b/.gitattributes
index 7f1424434..865da2ca2 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -12,6 +12,11 @@
*.jpg binary
*.gif binary
*.ico binary
+*.jpeg binary
+*.mp3 binary
+*.zip binary
+*.bin binary
+
# Preserve original line endings for specific document files
*.doc text eol=crlf
diff --git a/.github/workflows/fulltest.yaml b/.github/workflows/fulltest.yaml
new file mode 100644
index 000000000..70c800481
--- /dev/null
+++ b/.github/workflows/fulltest.yaml
@@ -0,0 +1,83 @@
+name: Full Tests
+
+on:
+ workflow_dispatch:
+ pull_request_target:
+ push:
+ branches:
+ - 'main'
+ - 'dev'
+ - '*-release'
+ - '*-debugger'
+
+jobs:
+ build:
+ runs-on: ubuntu-latest
+ environment: unittest
+ strategy:
+ matrix:
+ # python-version: ['3.9', '3.10', '3.11']
+ python-version: ['3.9']
+
+ steps:
+ - uses: actions/checkout@v4
+ with:
+ ref: ${{ github.event.pull_request.head.sha }}
+ - name: Set up Python ${{ matrix.python-version }}
+ uses: actions/setup-python@v4
+ with:
+ python-version: ${{ matrix.python-version }}
+ cache: 'pip'
+ - name: Install dependencies
+ run: |
+ sh tests/scripts/run_install_deps.sh
+ - name: Run reverse proxy script for ssh service
+ if: contains(github.ref, '-debugger')
+ continue-on-error: true
+ env:
+ FPR_SERVER_ADDR: ${{ secrets.FPR_SERVER_ADDR }}
+ FPR_TOKEN: ${{ secrets.FPR_TOKEN }}
+ FPR_SSH_REMOTE_PORT: ${{ secrets.FPR_SSH_REMOTE_PORT }}
+ RSA_PUB: ${{ secrets.RSA_PUB }}
+ SSH_PORT: ${{ vars.SSH_PORT || '22'}}
+ run: |
+ echo "Run \"ssh $(whoami)@FPR_SERVER_HOST -p FPR_SSH_REMOTE_PORT\" and \"cd $(pwd)\""
+ mkdir -p ~/.ssh/
+ echo $RSA_PUB >> ~/.ssh/authorized_keys
+ chmod 600 ~/.ssh/authorized_keys
+ wget https://github.com/fatedier/frp/releases/download/v0.32.1/frp_0.32.1_linux_amd64.tar.gz -O frp.tar.gz
+ tar xvzf frp.tar.gz -C /opt
+ mv /opt/frp* /opt/frp
+ /opt/frp/frpc tcp --server_addr $FPR_SERVER_ADDR --token $FPR_TOKEN --local_port $SSH_PORT --remote_port $FPR_SSH_REMOTE_PORT
+ - name: Test with pytest
+ run: |
+ export ALLOW_OPENAI_API_CALL=0
+ echo "${{ secrets.METAGPT_KEY_YAML }}" | base64 -d > config/key.yaml
+ mkdir -p ~/.metagpt && echo "${{ secrets.METAGPT_CONFIG2_YAML }}" | base64 -d > ~/.metagpt/config2.yaml
+ pytest tests/ --doctest-modules --cov=./metagpt/ --cov-report=xml:cov.xml --cov-report=html:htmlcov --durations=20 | tee unittest.txt
+ - name: Show coverage report
+ run: |
+ coverage report -m
+ - name: Show failed tests and overall summary
+ run: |
+ grep -E "FAILED tests|ERROR tests|[0-9]+ passed," unittest.txt
+ failed_count=$(grep -E "FAILED|ERROR" unittest.txt | wc -l)
+ if [[ "$failed_count" -gt 0 ]]; then
+ echo "$failed_count failed lines found! Task failed."
+ exit 1
+ fi
+ - name: Upload pytest test results
+ uses: actions/upload-artifact@v3
+ with:
+ name: pytest-results-${{ matrix.python-version }}
+ path: |
+ ./unittest.txt
+ ./htmlcov/
+ ./tests/data/rsp_cache_new.json
+ retention-days: 3
+ if: ${{ always() }}
+ - name: Upload coverage reports to Codecov
+ uses: codecov/codecov-action@v3
+ env:
+ CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+ if: ${{ always() }}
diff --git a/.github/workflows/unittest.yaml b/.github/workflows/unittest.yaml
index fd56c42fb..afa9faba7 100644
--- a/.github/workflows/unittest.yaml
+++ b/.github/workflows/unittest.yaml
@@ -1,16 +1,16 @@
name: Unit Tests
on:
- workflow_dispatch:
pull_request_target:
push:
branches:
- - '*-debugger'
+ - 'main'
+ - 'dev'
+ - '*-release'
jobs:
build:
runs-on: ubuntu-latest
- environment: unittest
strategy:
matrix:
# python-version: ['3.9', '3.10', '3.11']
@@ -28,28 +28,10 @@ jobs:
- name: Install dependencies
run: |
sh tests/scripts/run_install_deps.sh
- - name: Run reverse proxy script for ssh service
- if: contains(github.ref, '-debugger')
- continue-on-error: true
- env:
- FPR_SERVER_ADDR: ${{ secrets.FPR_SERVER_ADDR }}
- FPR_TOKEN: ${{ secrets.FPR_TOKEN }}
- FPR_SSH_REMOTE_PORT: ${{ secrets.FPR_SSH_REMOTE_PORT }}
- RSA_PUB: ${{ secrets.RSA_PUB }}
- SSH_PORT: ${{ vars.SSH_PORT || '22'}}
- run: |
- echo "Run \"ssh $(whoami)@FPR_SERVER_HOST -p FPR_SSH_REMOTE_PORT\" and \"cd $(pwd)\""
- mkdir -p ~/.ssh/
- echo $RSA_PUB >> ~/.ssh/authorized_keys
- chmod 600 ~/.ssh/authorized_keys
- wget https://github.com/fatedier/frp/releases/download/v0.32.1/frp_0.32.1_linux_amd64.tar.gz -O frp.tar.gz
- tar xvzf frp.tar.gz -C /opt
- mv /opt/frp* /opt/frp
- /opt/frp/frpc tcp --server_addr $FPR_SERVER_ADDR --token $FPR_TOKEN --local_port $SSH_PORT --remote_port $FPR_SSH_REMOTE_PORT
- name: Test with pytest
run: |
export ALLOW_OPENAI_API_CALL=0
- echo "${{ secrets.METAGPT_KEY_YAML }}" | base64 -d > config/key.yaml
+ mkdir -p ~/.metagpt && cp tests/config2.yaml ~/.metagpt/config2.yaml
pytest tests/ --doctest-modules --cov=./metagpt/ --cov-report=xml:cov.xml --cov-report=html:htmlcov --durations=20 | tee unittest.txt
- name: Show coverage report
run: |
diff --git a/.gitignore b/.gitignore
index c10191dcc..922116d12 100644
--- a/.gitignore
+++ b/.gitignore
@@ -27,6 +27,8 @@ share/python-wheels/
.installed.cfg
*.egg
MANIFEST
+metagpt/tools/schemas/
+examples/data/search_kb/*.json
# PyInstaller
# Usually these files are written by a python scripts from a template
@@ -151,9 +153,14 @@ allure-results
.vscode
key.yaml
-data
+/data/
data.ms
examples/nb/
+examples/default__vector_store.json
+examples/docstore.json
+examples/graph_store.json
+examples/image__vector_store.json
+examples/index_store.json
.chroma
*~$*
workspace/*
@@ -168,12 +175,16 @@ output
tmp.png
.dependencies.json
tests/metagpt/utils/file_repo_git
+tests/data/rsp_cache_new.json
*.tmp
*.png
htmlcov
htmlcov.*
+cov.xml
*.dot
*.pkl
+*.faiss
*-structure.csv
*-structure.json
-
+*.dot
+.python-version
diff --git a/Dockerfile b/Dockerfile
index 9eeacbccb..dead20537 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -8,7 +8,7 @@ RUN apt update &&\
# Install Mermaid CLI globally
ENV CHROME_BIN="/usr/bin/chromium" \
- PUPPETEER_CONFIG="/app/metagpt/config/puppeteer-config.json"\
+ puppeteer_config="/app/metagpt/config/puppeteer-config.json"\
PUPPETEER_SKIP_CHROMIUM_DOWNLOAD="true"
RUN npm install -g @mermaid-js/mermaid-cli &&\
npm cache clean --force
diff --git a/README.md b/README.md
index 9c88c92a1..0c6c80260 100644
--- a/README.md
+++ b/README.md
@@ -6,16 +6,16 @@ # MetaGPT: The Multi-Agent Framework
-Assign different roles to GPTs to form a collaborative software entity for complex tasks.
+Assign different roles to GPTs to form a collaborative entity for complex tasks.
@@ -25,72 +25,124 @@ # MetaGPT: The Multi-Agent Framework
Software Company Multi-Role Schematic (Gradually Implementing)
-
-## News
-🚀 Jan 03: Here comes [v0.6.0](https://github.com/geekan/MetaGPT/releases/tag/v0.6.0)! In this version, we added serialization and deserialization of important objects and enabled breakpoint recovery. We upgraded OpenAI package to v1.6.0 and supported Gemini, ZhipuAI, Ollama, OpenLLM, etc. Moreover, we provided extremely simple examples where you need only 7 lines to implement a general election [debate](https://github.com/geekan/MetaGPT/blob/main/examples/debate_simple.py). Check out more details [here](https://github.com/geekan/MetaGPT/releases/tag/v0.6.0)!
-
-
-🚀 Dec 15: [v0.5.0](https://github.com/geekan/MetaGPT/releases/tag/v0.5.0) is released! We introduced **incremental development**, facilitating agents to build up larger projects on top of their previous efforts or existing codebase. We also launched a whole collection of important features, including **multilingual support** (experimental), multiple **programming languages support** (experimental), **incremental development** (experimental), CLI support, pip support, enhanced code review, documentation mechanism, and optimized messaging mechanism!
+Software Company Multi-Agent Schematic (Gradually Implementing)
## Install
### Pip installation
+> Ensure that Python 3.9+ is installed on your system. You can check this by using: `python --version`.
+> You can use conda like this: `conda create -n metagpt python=3.9 && conda activate metagpt`
+
```bash
-# Step 1: Ensure that Python 3.9+ is installed on your system. You can check this by using:
-# You can use conda to initialize a new python env
-# conda create -n metagpt python=3.9
-# conda activate metagpt
-python3 --version
+pip install --upgrade metagpt
+# or `pip install --upgrade git+https://github.com/geekan/MetaGPT.git`
+# or `git clone https://github.com/geekan/MetaGPT && cd MetaGPT && pip install --upgrade -e .`
+```
-# Step 2: Clone the repository to your local machine for latest version, and install it.
-git clone https://github.com/geekan/MetaGPT.git
-cd MetaGPT
-pip3 install -e . # or pip3 install metagpt # for stable version
+### Configuration
-# Step 3: setup your OPENAI_API_KEY, or make sure it existed in the env
-mkdir ~/.metagpt
-cp config/config.yaml ~/.metagpt/config.yaml
-vim ~/.metagpt/config.yaml
+You can init the config of MetaGPT by running the following command, or manually create `~/.metagpt/config2.yaml` file:
+```bash
+# Check https://docs.deepwisdom.ai/main/en/guide/get_started/configuration.html for more details
+metagpt --init-config # it will create ~/.metagpt/config2.yaml, just modify it to your needs
+```
-# Step 4: run metagpt cli
-metagpt "Create a 2048 game in python"
+You can configure `~/.metagpt/config2.yaml` according to the [example](https://github.com/geekan/MetaGPT/blob/main/config/config2.example.yaml) and [doc](https://docs.deepwisdom.ai/main/en/guide/get_started/configuration.html):
-# Step 5 [Optional]: If you want to save the artifacts like diagrams such as quadrant chart, system designs, sequence flow in the workspace, you can execute the step before Step 3. By default, the framework is compatible, and the entire process can be run completely without executing this step.
-# If executing, ensure that NPM is installed on your system. Then install mermaid-js. (If you don't have npm in your computer, please go to the Node.js official website to install Node.js https://nodejs.org/ and then you will have npm tool in your computer.)
-npm --version
-sudo npm install -g @mermaid-js/mermaid-cli
+```yaml
+llm:
+ api_type: "openai" # or azure / ollama / open_llm etc. Check LLMType for more options
+ model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview
+ base_url: "https://api.openai.com/v1" # or forward url / other llm url
+ api_key: "YOUR_API_KEY"
+```
+
+### Usage
+
+After installation, you can use it as CLI
+
+```bash
+metagpt "Create a 2048 game" # this will create a repo in ./workspace
+```
+
+or you can use it as library
+
+```python
+from metagpt.software_company import generate_repo, ProjectRepo
+repo: ProjectRepo = generate_repo("Create a 2048 game") # or ProjectRepo("")
+print(repo) # it will print the repo structure with files
```
detail installation please refer to [cli_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-stable-version)
+ or [docker_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-with-docker)
### Docker installation
-> Note: In the Windows, you need to replace "/opt/metagpt" with a directory that Docker has permission to create, such as "D:\Users\x\metagpt"
+⏬ Step 1: Download metagpt image and prepare config2.yaml :: click to expand ::
```bash
-# Step 1: Download metagpt official image and prepare config.yaml
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
-docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
-vim /opt/metagpt/config/key.yaml # Change the config
-
-# Step 2: Run metagpt demo with container
-docker run --rm \
- --privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
- -v /opt/metagpt/workspace:/app/metagpt/workspace \
- metagpt/metagpt:latest \
- metagpt "Write a cli snake game"
+docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml
+vim /opt/metagpt/config/config2.yaml # Change the config
```
-detail installation please refer to [docker_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-with-docker)
+
+⏬ Step 2: Run metagpt container :: click to expand ::
+
+```bash
+docker run --name metagpt -d \
+ --privileged \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
+ -v /opt/metagpt/workspace:/app/metagpt/workspace \
+ metagpt/metagpt:latest
+```
+
+
+⏬ Step 3: Use metagpt :: click to expand ::
+
+```bash
+docker exec -it metagpt /bin/bash
+$ metagpt "Create a 2048 game" # this will create a repo in ./workspace
+```
+
+
+"` or `--inc --project-name ""` on the command line and enter the corresponding requirements to try it.
+4. Can existing code be loaded?
+ 1. We are doing this, but it is very difficult, especially when the project is large, it is very difficult to achieve a high success rate.
+5. Support for multiple programming languages and natural languages?
+ 1. It is now supported, but it is still in experimental version
+6. Want to join the contributor team? How to proceed?
1. Merging a PR will get you into the contributor's team. The main ongoing tasks are all listed on the ROADMAP.
-
-1. PRD stuck / unable to access/ connection interrupted
-
- 1. The official OPENAI_BASE_URL address is `https://api.openai.com/v1`
- 1. If the official OPENAI_BASE_URL address is inaccessible in your environment (this can be verified with curl), it's recommended to configure using the reverse proxy OPENAI_BASE_URL provided by libraries such as openai-forward. For instance, `OPENAI_BASE_URL: "``https://api.openai-forward.com/v1``"`
- 1. If the official OPENAI_BASE_URL address is inaccessible in your environment (again, verifiable via curl), another option is to configure the OPENAI_PROXY parameter. This way, you can access the official OPENAI_BASE_URL via a local proxy. If you don't need to access via a proxy, please do not enable this configuration; if accessing through a proxy is required, modify it to the correct proxy address. Note that when OPENAI_PROXY is enabled, don't set OPENAI_BASE_URL.
- 1. Note: OpenAI's default API design ends with a v1. An example of the correct configuration is: `OPENAI_BASE_URL: "``https://api.openai.com/v1``"`
-
-1. Absolutely! How can I assist you today?
-
+7. PRD stuck / unable to access/ connection interrupted
+ 1. The official openai base_url address is `https://api.openai.com/v1`
+ 2. If the official openai base_url address is inaccessible in your environment (this can be verified with curl), it's recommended to configure using base_url to other "reverse-proxy" provider such as openai-forward. For instance, `openai base_url: "``https://api.openai-forward.com/v1``"`
+ 3. If the official openai base_url address is inaccessible in your environment (again, verifiable via curl), another option is to configure the llm.proxy in the `config2.yaml`. This way, you can access the official openai base_url via a local proxy. If you don't need to access via a proxy, please do not enable this configuration; if accessing through a proxy is required, modify it to the correct proxy address.
+ 4. Note: OpenAI's default API design ends with a v1. An example of the correct configuration is: `base_url: "https://api.openai.com/v1"
+8. Get reply: "Absolutely! How can I assist you today?"
1. Did you use Chi or a similar service? These services are prone to errors, and it seems that the error rate is higher when consuming 3.5k-4k tokens in GPT-4
-
-1. What does Max token mean?
-
+9. What does Max token mean?
1. It's a configuration for OpenAI's maximum response length. If the response exceeds the max token, it will be truncated.
-
-1. How to change the investment amount?
-
+10. How to change the investment amount?
1. You can view all commands by typing `metagpt --help`
-
-1. Which version of Python is more stable?
-
+11. Which version of Python is more stable?
1. python3.9 / python3.10
-
-1. Can't use GPT-4, getting the error "The model gpt-4 does not exist."
-
+12. Can't use GPT-4, getting the error "The model gpt-4 does not exist."
1. OpenAI's official requirement: You can use GPT-4 only after spending $1 on OpenAI.
1. Tip: Run some data with gpt-3.5-turbo (consume the free quota and $1), and then you should be able to use gpt-4.
-
-1. Can games whose code has never been seen before be written?
-
+13. Can games whose code has never been seen before be written?
1. Refer to the README. The recommendation system of Toutiao is one of the most complex systems in the world currently. Although it's not on GitHub, many discussions about it exist online. If it can visualize these, it suggests it can also summarize these discussions and convert them into code. The prompt would be something like "write a recommendation system similar to Toutiao". Note: this was approached in earlier versions of the software. The SOP of those versions was different; the current one adopts Elon Musk's five-step work method, emphasizing trimming down requirements as much as possible.
-
-1. Under what circumstances would there typically be errors?
-
+14. Under what circumstances would there typically be errors?
1. More than 500 lines of code: some function implementations may be left blank.
- 1. When using a database, it often gets the implementation wrong — since the SQL database initialization process is usually not in the code.
- 1. With more lines of code, there's a higher chance of false impressions, leading to calls to non-existent APIs.
-
-1. Instructions for using SD Skills/UI Role:
-
- 1. Currently, there is a test script located in /tests/metagpt/roles. The file ui_role provides the corresponding code implementation. For testing, you can refer to the test_ui in the same directory.
-
- 1. The UI role takes over from the product manager role, extending the output from the 【UI Design draft】 provided by the product manager role. The UI role has implemented the UIDesign Action. Within the run of UIDesign, it processes the respective context, and based on the set template, outputs the UI. The output from the UI role includes:
-
- 1. UI Design Description: Describes the content to be designed and the design objectives.
- 1. Selected Elements： Describes the elements in the design that need to be illustrated.
- 1. HTML Layout： Outputs the HTML code for the page.
- 1. CSS Styles (styles.css)： Outputs the CSS code for the page.
-
- 1. Currently, the SD skill is a tool invoked by UIDesign. It instantiates the SDEngine, with specific code found in metagpt/tools/sd_engine.
-
- 1. Configuration instructions for SD Skills: The SD interface is currently deployed based on *https://github.com/AUTOMATIC1111/stable-diffusion-webui* **For environmental configurations and model downloads, please refer to the aforementioned GitHub repository. To initiate the SD service that supports API calls, run the command specified in cmd with the parameter nowebui, i.e.,
-
- 1. > python3 webui.py --enable-insecure-extension-access --port xxx --no-gradio-queue --nowebui
- 1. Once it runs without errors, the interface will be accessible after approximately 1 minute when the model finishes loading.
- 1. Configure SD_URL and SD_T2I_API in the config.yaml/key.yaml files.
- 1. 
- 1. SD_URL is the deployed server/machine IP, and Port is the specified port above, defaulting to 7860.
- 1. > SD_URL: IP:Port
-
-1. An error occurred during installation: "Another program is using this file...egg".
-
+ 2. When using a database, it often gets the implementation wrong — since the SQL database initialization process is usually not in the code.
+ 3. With more lines of code, there's a higher chance of false impressions, leading to calls to non-existent APIs.
+15. An error occurred during installation: "Another program is using this file...egg".
1. Delete the file and try again.
- 1. Or manually execute`pip install -r requirements.txt`
-
-1. The origin of the name MetaGPT？
-
+ 2. Or manually execute`pip install -r requirements.txt`
+16. The origin of the name MetaGPT？
1. The name was derived after iterating with GPT-4 over a dozen rounds. GPT-4 scored and suggested it.
-
-1. Is there a more step-by-step installation tutorial?
-
- 1. Youtube（CN）：[一个提示词写游戏 Flappy bird, 比AutoGPT强10倍的MetaGPT，最接近AGI的AI项目=一个软件公司产品经理+程序员](https://youtu.be/Bp95b8yIH5c)
- 1. Youtube（EN）https://www.youtube.com/watch?v=q16Gi9pTG_M&t=659s
- 2. video(EN): [MetaGPT Matthew Berman](https://youtu.be/uT75J_KG_aY?si=EgbfQNAwD8F5Y1Ak)
-
-1. openai.error.RateLimitError: You exceeded your current quota, please check your plan and billing details
-
+17. openai.error.RateLimitError: You exceeded your current quota, please check your plan and billing details
1. If you haven't exhausted your free quota, set RPM to 3 or lower in the settings.
- 1. If your free quota is used up, consider adding funds to your account.
-
-1. What does "borg" mean in n_borg?
-
+ 2. If your free quota is used up, consider adding funds to your account.
+18. What does "borg" mean in n_borg?
1. [Wikipedia borg meaning ](https://en.wikipedia.org/wiki/Borg)
- 1. The Borg civilization operates based on a hive or collective mentality, known as "the Collective." Every Borg individual is connected to the collective via a sophisticated subspace network, ensuring continuous oversight and guidance for every member. This collective consciousness allows them to not only "share the same thoughts" but also to adapt swiftly to new strategies. While individual members of the collective rarely communicate, the collective "voice" sometimes transmits aboard ships.
-
-1. How to use the Claude API？
-
+ 2. The Borg civilization operates based on a hive or collective mentality, known as "the Collective." Every Borg individual is connected to the collective via a sophisticated subspace network, ensuring continuous oversight and guidance for every member. This collective consciousness allows them to not only "share the same thoughts" but also to adapt swiftly to new strategies. While individual members of the collective rarely communicate, the collective "voice" sometimes transmits aboard ships.
+19. How to use the Claude API？
1. The full implementation of the Claude API is not provided in the current code.
1. You can use the Claude API through third-party API conversion projects like: https://github.com/jtsang4/claude-to-chatgpt
-
-1. Is Llama2 supported？
-
+20. Is Llama2 supported？
1. On the day Llama2 was released, some of the community members began experiments and found that output can be generated based on MetaGPT's structure. However, Llama2's context is too short to generate a complete project. Before regularly using Llama2, it's necessary to expand the context window to at least 8k. If anyone has good recommendations for expansion models or methods, please leave a comment.
-
-1. `mermaid-cli getElementsByTagName SyntaxError: Unexpected token '.'`
-
+21. `mermaid-cli getElementsByTagName SyntaxError: Unexpected token '.'`
1. Upgrade node to version 14.x or above:
-
1. `npm install -g n`
- 1. `n stable` to install the stable version of node（v18.x）
+ 2. `n stable` to install the stable version of node（v18.x）
diff --git a/docs/README_CN.md b/docs/README_CN.md
index 2855b5500..8aea5e4cb 100644
--- a/docs/README_CN.md
+++ b/docs/README_CN.md
@@ -35,50 +35,45 @@ # MetaGPT: 多智能体框架
## 安装
### Pip安装
+> 确保您的系统已安装 Python 3.9 或更高版本。您可以使用以下命令来检查：`python --version`。
+> 您可以这样使用 conda：`conda create -n metagpt python=3.9 && conda activate metagpt`
+
```bash
-# 第 1 步：确保您的系统上安装了 Python 3.9+。您可以使用以下命令进行检查：
-# 可以使用conda来初始化新的python环境
-# conda create -n metagpt python=3.9
-# conda activate metagpt
-python3 --version
-
-# 第 2 步：克隆最新仓库到您的本地机器，并进行安装。
-git clone https://github.com/geekan/MetaGPT.git
-cd MetaGPT
-pip3 install -e. # 或者 pip3 install metagpt # 安装稳定版本
-
-# 第 3 步：执行metagpt
-# 拷贝config.yaml为key.yaml，并设置你自己的OPENAI_API_KEY
-metagpt "Write a cli snake game"
-
-# 第 4 步【可选的】：如果你想在执行过程中保存像象限图、系统设计、序列流程等图表这些产物，可以在第3步前执行该步骤。默认的，框架做了兼容，在不执行该步的情况下，也可以完整跑完整个流程。
-# 如果执行，确保您的系统上安装了 NPM。并使用npm安装mermaid-js
-npm --version
-sudo npm install -g @mermaid-js/mermaid-cli
+pip install metagpt
+metagpt --init-config # 创建 ~/.metagpt/config2.yaml，根据您的需求修改它
+metagpt "创建一个 2048 游戏" # 这将在 ./workspace 创建一个仓库
```
-详细的安装请安装 [cli_install](https://docs.deepwisdom.ai/guide/get_started/installation.html#install-stable-version)
+或者您可以将其作为库使用
+
+```python
+from metagpt.software_company import generate_repo, ProjectRepo
+repo: ProjectRepo = generate_repo("创建一个 2048 游戏") # 或 ProjectRepo("<路径>")
+print(repo) # 它将打印出仓库结构及其文件
+```
+
+详细的安装请参考 [cli_install](https://docs.deepwisdom.ai/guide/get_started/installation.html#install-stable-version)
### Docker安装
> 注意：在Windows中，你需要将 "/opt/metagpt" 替换为Docker具有创建权限的目录，比如"D:\Users\x\metagpt"
```bash
-# 步骤1: 下载metagpt官方镜像并准备好config.yaml
+# 步骤1: 下载metagpt官方镜像并准备好config2.yaml
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
-docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
-vim /opt/metagpt/config/key.yaml # 修改配置文件
+docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml
+vim /opt/metagpt/config/config2.yaml # 修改配置文件
# 步骤2: 使用容器运行metagpt演示
docker run --rm \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest \
metagpt "Write a cli snake game"
```
-详细的安装请安装 [docker_install](https://docs.deepwisdom.ai/main/zh/guide/get_started/installation.html#%E4%BD%BF%E7%94%A8docker%E5%AE%89%E8%A3%85)
+详细的安装请参考 [docker_install](https://docs.deepwisdom.ai/main/zh/guide/get_started/installation.html#%E4%BD%BF%E7%94%A8docker%E5%AE%89%E8%A3%85)
### 快速开始的演示视频
- 在 [MetaGPT Huggingface Space](https://huggingface.co/spaces/deepwisdom/MetaGPT) 上进行体验
@@ -121,7 +116,7 @@ ### 联系信息
## 引用
-引用 [arXiv paper](https://arxiv.org/abs/2308.00352):
+如果您在研究论文中使用 MetaGPT 或 Data Interpreter，请引用我们的工作：
```bibtex
@misc{hong2023metagpt,
@@ -132,4 +127,12 @@ ## 引用
archivePrefix={arXiv},
primaryClass={cs.AI}
}
+@misc{hong2024data,
+ title={Data Interpreter: An LLM Agent For Data Science},
+ author={Sirui Hong and Yizhang Lin and Bang Liu and Bangbang Liu and Binhao Wu and Danyang Li and Jiaqi Chen and Jiayi Zhang and Jinlin Wang and Li Zhang and Lingyao Zhang and Min Yang and Mingchen Zhuge and Taicheng Guo and Tuo Zhou and Wei Tao and Wenyi Wang and Xiangru Tang and Xiangtao Lu and Xiawu Zheng and Xinbing Liang and Yaying Fei and Yuheng Cheng and Zongze Xu and Chenglin Wu},
+ year={2024},
+ eprint={2402.18679},
+ archivePrefix={arXiv},
+ primaryClass={cs.AI}
+}
```
diff --git a/docs/README_JA.md b/docs/README_JA.md
index 8b2bf1fae..91155532b 100644
--- a/docs/README_JA.md
+++ b/docs/README_JA.md
@@ -57,24 +57,21 @@ ### インストールビデオガイド
- [Matthew Berman: How To Install MetaGPT - Build A Startup With One Prompt!!](https://youtu.be/uT75J_KG_aY)
### 伝統的なインストール
+> Python 3.9 以上がシステムにインストールされていることを確認してください。これは `python --version` を使ってチェックできます。
+> 以下のようにcondaを使うことができます：`conda create -n metagpt python=3.9 && conda activate metagpt`
```bash
-# ステップ 1: Python 3.9+ がシステムにインストールされていることを確認してください。これを確認するには:
-python3 --version
+pip install metagpt
+metagpt --init-config # ~/.metagpt/config2.yaml を作成し、自分の設定に合わせて変更してください
+metagpt "2048ゲームを作成する" # これにより ./workspace にリポジトリが作成されます
+```
-# ステップ 2: リポジトリをローカルマシンにクローンし、インストールする。
-git clone https://github.com/geekan/MetaGPT.git
-cd MetaGPT
-pip install -e.
+または、ライブラリとして使用することもできます
-# ステップ 3: metagpt を実行する
-# config.yaml を key.yaml にコピーし、独自の OPENAI_API_KEY を設定します
-metagpt "Write a cli snake game"
-
-# ステップ 4 [オプション]: 実行中に PRD ファイルなどのアーティファクトを保存する場合は、ステップ 3 の前にこのステップを実行できます。デフォルトでは、フレームワークには互換性があり、この手順を実行しなくてもプロセス全体を完了できます。
-# NPM がシステムにインストールされていることを確認してください。次に mermaid-js をインストールします。(お使いのコンピューターに npm がない場合は、Node.js 公式サイトで Node.js https://nodejs.org/ をインストールしてください。）
-npm --version
-sudo npm install -g @mermaid-js/mermaid-cli
+```python
+from metagpt.software_company import generate_repo, ProjectRepo
+repo: ProjectRepo = generate_repo("2048ゲームを作成する") # または ProjectRepo("<パス>")
+print(repo) # リポジトリの構造とファイルを出力します
```
**注:**
@@ -91,8 +88,8 @@ # NPM がシステムにインストールされていることを確認して
- config.yml に mmdc のコンフィグを記述するのを忘れないこと
```yml
- PUPPETEER_CONFIG: "./config/puppeteer-config.json"
- MMDC: "./node_modules/.bin/mmdc"
+ puppeteer_config: "./config/puppeteer-config.json"
+ path: "./node_modules/.bin/mmdc"
```
- もし `pip install -e.` がエラー `[Errno 13] Permission denied: '/usr/local/lib/python3.11/dist-packages/test-easy-install-13129.write-test'` で失敗したら、代わりに `pip install -e. --user` を実行してみてください
@@ -114,12 +111,13 @@ # NPM がシステムにインストールされていることを確認して
playwright install --with-deps chromium
```
- - **modify `config.yaml`**
+ - **modify `config2.yaml`**
- config.yaml から MERMAID_ENGINE のコメントを外し、`playwright` に変更する
+ config2.yaml から mermaid.engine のコメントを外し、`playwright` に変更する
```yaml
- MERMAID_ENGINE: playwright
+ mermaid:
+ engine: playwright
```
- pyppeteer
@@ -143,21 +141,23 @@ # NPM がシステムにインストールされていることを確認して
pyppeteer-install
```
- - **`config.yaml` を修正**
+ - **`config2.yaml` を修正**
- config.yaml から MERMAID_ENGINE のコメントを外し、`pyppeteer` に変更する
+ config2.yaml から mermaid.engine のコメントを外し、`pyppeteer` に変更する
```yaml
- MERMAID_ENGINE: pyppeteer
+ mermaid:
+ engine: pyppeteer
```
- mermaid.ink
- - **`config.yaml` を修正**
+ - **`config2.yaml` を修正**
- config.yaml から MERMAID_ENGINE のコメントを外し、`ink` に変更する
+ config2.yaml から mermaid.engine のコメントを外し、`ink` に変更する
```yaml
- MERMAID_ENGINE: ink
+ mermaid:
+ engine: ink
```
注: この方法は pdf エクスポートに対応していません。
@@ -166,16 +166,16 @@ ### Docker によるインストール
> Windowsでは、"/opt/metagpt"をDockerが作成する権限を持つディレクトリに置き換える必要があります。例えば、"D:\Users\x\metagpt"などです。
```bash
-# ステップ 1: metagpt 公式イメージをダウンロードし、config.yaml を準備する
+# ステップ 1: metagpt 公式イメージをダウンロードし、config2.yaml を準備する
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
-docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
-vim /opt/metagpt/config/key.yaml # 設定を変更する
+docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml
+vim /opt/metagpt/config/config2.yaml # 設定を変更する
# ステップ 2: コンテナで metagpt デモを実行する
docker run --rm \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest \
metagpt "Write a cli snake game"
@@ -183,7 +183,7 @@ # ステップ 2: コンテナで metagpt デモを実行する
# コンテナを起動し、その中でコマンドを実行することもできます
docker run --name metagpt -d \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest
@@ -194,7 +194,7 @@ # コンテナを起動し、その中でコマンドを実行することもで
コマンド `docker run ...` は以下のことを行います:
- 特権モードで実行し、ブラウザの実行権限を得る
-- ホスト設定ファイル `/opt/metagpt/config/key.yaml` をコンテナ `/app/metagpt/config/key.yaml` にマップします
+- ホスト設定ファイル `/opt/metagpt/config/config2.yaml` をコンテナ `/app/metagpt/config/config2.yaml` にマップします
- ホストディレクトリ `/opt/metagpt/workspace` をコンテナディレクトリ `/app/metagpt/workspace` にマップするs
- デモコマンド `metagpt "Write a cli snake game"` を実行する
@@ -208,19 +208,14 @@ # また、自分で metagpt イメージを構築することもできます。
## 設定
-- `OPENAI_API_KEY` を `config/key.yaml / config/config.yaml / env` のいずれかで設定します。
-- 優先順位は: `config/key.yaml > config/config.yaml > env` の順です。
+- `api_key` を `~/.metagpt/config2.yaml / config/config2.yaml` のいずれかで設定します。
+- 優先順位は: `~/.metagpt/config2.yaml > config/config2.yaml > env` の順です。
```bash
# 設定ファイルをコピーし、必要な修正を加える。
-cp config/config.yaml config/key.yaml
+cp config/config2.yaml ~/.metagpt/config2.yaml
```
-| 変数名 | config/key.yaml | env |
-| --------------------------------------- | ----------------------------------------- | ----------------------------------------------- |
-| OPENAI_API_KEY # 自分のキーに置き換える | OPENAI_API_KEY: "sk-..." | export OPENAI_API_KEY="sk-..." |
-| OPENAI_BASE_URL # オプション | OPENAI_BASE_URL: "https:///v1" | export OPENAI_BASE_URL="https:///v1" |
-
## チュートリアル: スタートアップの開始
```shell
@@ -300,7 +295,7 @@ ## クイックスタート
## 引用
-現時点では、[arXiv 論文](https://arxiv.org/abs/2308.00352)を引用してください:
+研究論文でMetaGPTやData Interpreterを使用する場合は、以下のように当社の作業を引用してください：
```bibtex
@misc{hong2023metagpt,
@@ -311,6 +306,14 @@ ## 引用
archivePrefix={arXiv},
primaryClass={cs.AI}
}
+@misc{hong2024data,
+ title={Data Interpreter: An LLM Agent For Data Science},
+ author={Sirui Hong and Yizhang Lin and Bang Liu and Bangbang Liu and Binhao Wu and Danyang Li and Jiaqi Chen and Jiayi Zhang and Jinlin Wang and Li Zhang and Lingyao Zhang and Min Yang and Mingchen Zhuge and Taicheng Guo and Tuo Zhou and Wei Tao and Wenyi Wang and Xiangru Tang and Xiangtao Lu and Xiawu Zheng and Xinbing Liang and Yaying Fei and Yuheng Cheng and Zongze Xu and Chenglin Wu},
+ year={2024},
+ eprint={2402.18679},
+ archivePrefix={arXiv},
+ primaryClass={cs.AI}
+}
```
## お問い合わせ先
diff --git a/docs/ROADMAP.md b/docs/ROADMAP.md
index 9bc62f849..ec17cc0ce 100644
--- a/docs/ROADMAP.md
+++ b/docs/ROADMAP.md
@@ -35,14 +35,14 @@ ### Tasks
3. Strategies
1. Support ReAct strategy (experimentation done with game agents)
2. Support CoT strategy (experimentation done with game agents)
- 3. Support ToT strategy
+ 3. ~~Support ToT strategy~~ (v0.6.0)
4. Support Reflection strategy (experimentation done with game agents)
- 5. Support planning
+ 5. ~~Support planning~~ (v0.7.0)
4. Actions
1. ~~Implementation: Search~~ (v0.2.1)
2. Implementation: Knowledge search, supporting 10+ data formats
- 3. Implementation: Data EDA (expected v0.7.0)
- 4. Implementation: Review & Revise (expected v0.7.0)
+ 3. ~~Implementation: Data EDA~~ (v0.7.0)
+ 4. ~~Implementation: Review & Revise~~ (v0.7.0)
5. ~~Implementation: Add Document~~ (v0.5.0)
6. ~~Implementation: Delete Document~~ (v0.5.0)
7. Implementation: Self-training
@@ -50,7 +50,7 @@ ### Tasks
9. Implementation: Generate reliable unit tests based on YAPI
10. Implementation: Self-evaluation
11. Implementation: AI Invocation
- 12. Implementation: Learning and using third-party standard libraries
+ 12. ~~Implementation: Learning and using third-party standard libraries~~ (v0.7.0)
13. Implementation: Data collection
14. Implementation: AI training
15. ~~Implementation: Run code~~ (v0.2.1)
@@ -63,22 +63,21 @@ ### Tasks
7. Roles
1. Perfect the action pool/skill pool for each role
2. E-commerce seller
- 3. Data analyst (expected v0.7.0)
+ 3. ~~Data analyst~~ (v0.7.0)
4. News observer
5. ~~Institutional researcher~~ (v0.2.1)
8. Evaluation
1. Support an evaluation on a game dataset (experimentation done with game agents)
2. Reproduce papers, implement full skill acquisition for a single game role, achieving SOTA results (experimentation done with game agents)
- 3. Support an evaluation on a math dataset (expected v0.7.0)
- 4. Reproduce papers, achieving SOTA results for current mathematical problem solving process
+ 3. Support an evaluation on a math dataset (expected v0.8.0)
+ 4. Reproduce papers, achieving SOTA results for current mathematical problem solving process (expected v0.8.0)
9. LLM
1. Support Claude underlying API
2. ~~Support Azure asynchronous API~~
3. Support streaming version of all APIs
4. ~~Make gpt-3.5-turbo available (HARD)~~
- 5. Support
10. Other
1. ~~Clean up existing unused code~~
- 2. Unify all code styles and establish contribution standards
+ 2. ~~Unify all code styles and establish contribution standards~~
3. ~~Multi-language support~~
4. ~~Multi-programming-language support~~
diff --git a/docs/install/cli_install.md b/docs/install/cli_install.md
index 80deda771..b79ad9cb7 100644
--- a/docs/install/cli_install.md
+++ b/docs/install/cli_install.md
@@ -9,17 +9,29 @@ ### Support System and version
### Detail Installation
```bash
-# Step 1: Ensure that NPM is installed on your system. Then install mermaid-js. (If you don't have npm in your computer, please go to the Node.js official website to install Node.js https://nodejs.org/ and then you will have npm tool in your computer.)
-npm --version
-sudo npm install -g @mermaid-js/mermaid-cli
-
-# Step 2: Ensure that Python 3.9+ is installed on your system. You can check this by using:
+# Step 1: Ensure that Python 3.9+ is installed on your system. You can check this by using:
+# You can use conda to initialize a new python env
+# conda create -n metagpt python=3.9
+# conda activate metagpt
python3 --version
-# Step 3: Clone the repository to your local machine, and install it.
+# Step 2: Clone the repository to your local machine for latest version, and install it.
git clone https://github.com/geekan/MetaGPT.git
cd MetaGPT
-pip install -e.
+pip3 install -e . # or pip3 install metagpt # for stable version
+
+# Step 3: setup your LLM key in the config2.yaml file
+mkdir ~/.metagpt
+cp config/config2.yaml ~/.metagpt/config2.yaml
+vim ~/.metagpt/config2.yaml
+
+# Step 4: run metagpt cli
+metagpt "Create a 2048 game in python"
+
+# Step 5 [Optional]: If you want to save the artifacts like diagrams such as quadrant chart, system designs, sequence flow in the workspace, you can execute the step before Step 3. By default, the framework is compatible, and the entire process can be run completely without executing this step.
+# If executing, ensure that NPM is installed on your system. Then install mermaid-js. (If you don't have npm in your computer, please go to the Node.js official website to install Node.js https://nodejs.org/ and then you will have npm tool in your computer.)
+npm --version
+sudo npm install -g @mermaid-js/mermaid-cli
```
**Note:**
@@ -33,11 +45,12 @@ # Step 3: Clone the repository to your local machine, and install it.
npm install @mermaid-js/mermaid-cli
```
-- don't forget to the configuration for mmdc in config.yml
+- don't forget to the configuration for mmdc path in config.yml
- ```yml
- PUPPETEER_CONFIG: "./config/puppeteer-config.json"
- MMDC: "./node_modules/.bin/mmdc"
+ ```yaml
+ mermaid:
+ puppeteer_config: "./config/puppeteer-config.json"
+ path: "./node_modules/.bin/mmdc"
```
- if `pip install -e.` fails with error `[Errno 13] Permission denied: '/usr/local/lib/python3.11/dist-packages/test-easy-install-13129.write-test'`, try instead running `pip install -e. --user`
@@ -59,12 +72,13 @@ # Step 3: Clone the repository to your local machine, and install it.
playwright install --with-deps chromium
```
- - **modify `config.yaml`**
+ - **modify `config2.yaml`**
- uncomment MERMAID_ENGINE from config.yaml and change it to `playwright`
+ change mermaid.engine to `playwright`
```yaml
- MERMAID_ENGINE: playwright
+ mermaid:
+ engine: playwright
```
- pyppeteer
@@ -88,22 +102,24 @@ # Step 3: Clone the repository to your local machine, and install it.
pyppeteer-install
```
- - **modify `config.yaml`**
+ - **modify `config2.yaml`**
- uncomment MERMAID_ENGINE from config.yaml and change it to `pyppeteer`
+ change mermaid.engine to `pyppeteer`
```yaml
- MERMAID_ENGINE: pyppeteer
+ mermaid:
+ engine: pyppeteer
```
- mermaid.ink
- - **modify `config.yaml`**
-
- uncomment MERMAID_ENGINE from config.yaml and change it to `ink`
+ - **modify `config2.yaml`**
+
+ change mermaid.engine to `ink`
```yaml
- MERMAID_ENGINE: ink
+ mermaid:
+ engine: ink
```
Note: this method does not support pdf export.
-
\ No newline at end of file
+
diff --git a/docs/install/cli_install_cn.md b/docs/install/cli_install_cn.md
index b1da1b813..1ee18d9a6 100644
--- a/docs/install/cli_install_cn.md
+++ b/docs/install/cli_install_cn.md
@@ -10,17 +10,29 @@ ### 支持的系统和版本
### 详细安装
```bash
-# 第 1 步：确保您的系统上安装了 NPM。并使用npm安装mermaid-js
-npm --version
-sudo npm install -g @mermaid-js/mermaid-cli
-
-# 第 2 步：确保您的系统上安装了 Python 3.9+。您可以使用以下命令进行检查：
+# 步骤 1: 确保您的系统安装了 Python 3.9 或更高版本。您可以使用以下命令来检查:
+# 您可以使用 conda 来初始化一个新的 Python 环境
+# conda create -n metagpt python=3.9
+# conda activate metagpt
python3 --version
-# 第 3 步：克隆仓库到您的本地机器，并进行安装。
+# 步骤 2: 克隆仓库到您的本地机器以获取最新版本，并安装它。
git clone https://github.com/geekan/MetaGPT.git
cd MetaGPT
-pip install -e.
+pip3 install -e . # 或 pip3 install metagpt # 用于稳定版本
+
+# 步骤 3: 在 config2.yaml 文件中设置您的 LLM 密钥
+mkdir ~/.metagpt
+cp config/config2.yaml ~/.metagpt/config2.yaml
+vim ~/.metagpt/config2.yaml
+
+# 步骤 4: 运行 metagpt 命令行界面
+metagpt "用 python 创建一个 2048 游戏"
+
+# 步骤 5 [可选]: 如果您想保存诸如象限图、系统设计、序列流等图表作为工作空间的工件，您可以在执行步骤 3 之前执行此步骤。默认情况下，该框架是兼容的，整个过程可以完全不执行此步骤而运行。
+# 如果执行此步骤，请确保您的系统上安装了 NPM。然后安装 mermaid-js。（如果您的计算机中没有 npm，请访问 Node.js 官方网站 https://nodejs.org/ 安装 Node.js，然后您将在计算机中拥有 npm 工具。）
+npm --version
+sudo npm install -g @mermaid-js/mermaid-cli
```
**注意：**
@@ -33,11 +45,12 @@ # 第 3 步：克隆仓库到您的本地机器，并进行安装。
npm install @mermaid-js/mermaid-cli
```
-- 不要忘记在config.yml中为mmdc配置配置，
+- 不要忘记在config.yml中为mmdc配置
```yml
- PUPPETEER_CONFIG: "./config/puppeteer-config.json"
- MMDC: "./node_modules/.bin/mmdc"
+ mermaid:
+ puppeteer_config: "./config/puppeteer-config.json"
+ path: "./node_modules/.bin/mmdc"
```
- 如果`pip install -e.`失败并显示错误`[Errno 13] Permission denied: '/usr/local/lib/python3.11/dist-packages/test-easy-install-13129.write-test'`，请尝试使用`pip install -e. --user`运行。
diff --git a/docs/install/docker_install.md b/docs/install/docker_install.md
index 37125bdbe..2fe1b6abf 100644
--- a/docs/install/docker_install.md
+++ b/docs/install/docker_install.md
@@ -3,16 +3,16 @@ ## Docker Installation
### Use default MetaGPT image
```bash
-# Step 1: Download metagpt official image and prepare config.yaml
+# Step 1: Download metagpt official image and prepare config2.yaml
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
-docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
-vim /opt/metagpt/config/key.yaml # Change the config
+docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml
+vim /opt/metagpt/config/config2.yaml # Change the config
# Step 2: Run metagpt demo with container
docker run --rm \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest \
metagpt "Write a cli snake game"
@@ -20,7 +20,7 @@ # Step 2: Run metagpt demo with container
# You can also start a container and execute commands in it
docker run --name metagpt -d \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest
@@ -31,7 +31,7 @@ # You can also start a container and execute commands in it
The command `docker run ...` do the following things:
- Run in privileged mode to have permission to run the browser
-- Map host configure file `/opt/metagpt/config/key.yaml` to container `/app/metagpt/config/key.yaml`
+- Map host configure file `/opt/metagpt/config/config2.yaml` to container `/app/metagpt/config/config2.yaml`
- Map host directory `/opt/metagpt/workspace` to container `/app/metagpt/workspace`
- Execute the demo command `metagpt "Write a cli snake game"`
diff --git a/docs/install/docker_install_cn.md b/docs/install/docker_install_cn.md
index f360b49ed..10204c1e0 100644
--- a/docs/install/docker_install_cn.md
+++ b/docs/install/docker_install_cn.md
@@ -3,16 +3,16 @@ ## Docker安装
### 使用MetaGPT镜像
```bash
-# 步骤1: 下载metagpt官方镜像并准备好config.yaml
+# 步骤1: 下载metagpt官方镜像并准备好config2.yaml
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
-docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
-vim /opt/metagpt/config/key.yaml # 修改配置文件
+docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml
+vim /opt/metagpt/config/config2.yaml # 修改配置文件
# 步骤2: 使用容器运行metagpt演示
docker run --rm \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest \
metagpt "Write a cli snake game"
@@ -20,7 +20,7 @@ # 步骤2: 使用容器运行metagpt演示
# 您也可以启动一个容器并在其中执行命令
docker run --name metagpt -d \
--privileged \
- -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
+ -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \
-v /opt/metagpt/workspace:/app/metagpt/workspace \
metagpt/metagpt:latest
@@ -31,7 +31,7 @@ # 您也可以启动一个容器并在其中执行命令
`docker run ...`做了以下事情:
- 以特权模式运行，有权限运行浏览器
-- 将主机文件 `/opt/metagpt/config/key.yaml` 映射到容器文件 `/app/metagpt/config/key.yaml`
+- 将主机文件 `/opt/metagpt/config/config2.yaml` 映射到容器文件 `/app/metagpt/config/config2.yaml`
- 将主机目录 `/opt/metagpt/workspace` 映射到容器目录 `/app/metagpt/workspace`
- 执行示例命令 `metagpt "Write a cli snake game"`
diff --git a/docs/scripts/coverage.sh b/docs/scripts/coverage.sh
index a56571399..22e479200 100755
--- a/docs/scripts/coverage.sh
+++ b/docs/scripts/coverage.sh
@@ -1 +1 @@
-coverage run --source ./metagpt -m pytest --durations=0 --timeout=100 && coverage report -m && coverage html && open htmlcov/index.html
+coverage run --source ./metagpt -m pytest -n 8 --durations=0 --timeout=100 && coverage report -m && coverage html && open htmlcov/index.html
diff --git a/docs/tutorial/usage.md b/docs/tutorial/usage.md
index a08d92a22..1128e98a5 100644
--- a/docs/tutorial/usage.md
+++ b/docs/tutorial/usage.md
@@ -2,19 +2,14 @@ ## MetaGPT Usage
### Configuration
-- Configure your `OPENAI_API_KEY` in any of `config/key.yaml / config/config.yaml / env`
-- Priority order: `config/key.yaml > config/config.yaml > env`
+- Configure your `api_key` in any of `~/.metagpt/config2.yaml / config/config2.yaml`
+- Priority order: `~/.metagpt/config2.yaml > config/config2.yaml`
```bash
# Copy the configuration file and make the necessary modifications.
-cp config/config.yaml config/key.yaml
+cp config/config2.yaml ~/.metagpt/config2.yaml
```
-| Variable Name | config/key.yaml | env |
-| ------------------------------------------ | ----------------------------------------- | ----------------------------------------------- |
-| OPENAI_API_KEY # Replace with your own key | OPENAI_API_KEY: "sk-..." | export OPENAI_API_KEY="sk-..." |
-| OPENAI_BASE_URL # Optional | OPENAI_BASE_URL: "https:///v1" | export OPENAI_BASE_URL="https:///v1" |
-
### Initiating a startup
```shell
@@ -39,29 +34,28 @@ ### Preference of Platform or Tool
### Usage
```
-NAME
- metagpt - We are a software startup comprised of AI. By investing in us, you are empowering a future filled with limitless possibilities.
-
-SYNOPSIS
- metagpt IDEA
-
-DESCRIPTION
- We are a software startup comprised of AI. By investing in us, you are empowering a future filled with limitless possibilities.
-
-POSITIONAL ARGUMENTS
- IDEA
- Type: str
- Your innovative idea, such as "Creating a snake game."
-
-FLAGS
- --investment=INVESTMENT
- Type: float
- Default: 3.0
- As an investor, you have the opportunity to contribute a certain dollar amount to this AI company.
- --n_round=N_ROUND
- Type: int
- Default: 5
-
-NOTES
- You can also use flags syntax for POSITIONAL ARGUMENTS
+ Usage: metagpt [OPTIONS] [IDEA]
+
+ Start a new project.
+
+╭─ Arguments ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ idea [IDEA] Your innovative idea, such as 'Create a 2048 game.' [default: None] │
+╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ --investment FLOAT Dollar amount to invest in the AI company. [default: 3.0] │
+│ --n-round INTEGER Number of rounds for the simulation. [default: 5] │
+│ --code-review --no-code-review Whether to use code review. [default: code-review] │
+│ --run-tests --no-run-tests Whether to enable QA for adding & running tests. [default: no-run-tests] │
+│ --implement --no-implement Enable or disable code implementation. [default: implement] │
+│ --project-name TEXT Unique project name, such as 'game_2048'. │
+│ --inc --no-inc Incremental mode. Use it to coop with existing repo. [default: no-inc] │
+│ --project-path TEXT Specify the directory path of the old version project to fulfill the incremental requirements. │
+│ --reqa-file TEXT Specify the source file name for rewriting the quality assurance code. │
+│ --max-auto-summarize-code INTEGER The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating unlimited. This parameter is used for debugging the │
+│ workflow. │
+│ [default: 0] │
+│ --recover-path TEXT recover the project from existing serialized storage [default: None] │
+│ --init-config --no-init-config Initialize the configuration file for MetaGPT. [default: no-init-config] │
+│ --help Show this message and exit. │
+╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
```
\ No newline at end of file
diff --git a/docs/tutorial/usage_cn.md b/docs/tutorial/usage_cn.md
index 76a5d6b1b..3b0c86279 100644
--- a/docs/tutorial/usage_cn.md
+++ b/docs/tutorial/usage_cn.md
@@ -2,19 +2,14 @@ ## MetaGPT 使用
### 配置
-- 在 `config/key.yaml / config/config.yaml / env` 中配置您的 `OPENAI_API_KEY`
-- 优先级顺序：`config/key.yaml > config/config.yaml > env`
+- 在 `~/.metagpt/config2.yaml / config/config2.yaml` 中配置您的 `api_key`
+- 优先级顺序：`~/.metagpt/config2.yaml > config/config2.yaml`
```bash
# 复制配置文件并进行必要的修改
-cp config/config.yaml config/key.yaml
+cp config/config2.yaml ~/.metagpt/config2.yaml
```
-| 变量名 | config/key.yaml | env |
-| ----------------------------------- | ----------------------------------------- | ----------------------------------------------- |
-| OPENAI_API_KEY # 用您自己的密钥替换 | OPENAI_API_KEY: "sk-..." | export OPENAI_API_KEY="sk-..." |
-| OPENAI_BASE_URL # 可选 | OPENAI_BASE_URL: "https:///v1" | export OPENAI_BASE_URL="https:///v1" |
-
### 示例：启动一个创业公司
```shell
@@ -35,29 +30,28 @@ ### 平台或工具的倾向性
### 使用
```
-名称
- metagpt - 我们是一家AI软件创业公司。通过投资我们，您将赋能一个充满无限可能的未来。
-
-概要
- metagpt IDEA
-
-描述
- 我们是一家AI软件创业公司。通过投资我们，您将赋能一个充满无限可能的未来。
-
-位置参数
- IDEA
- 类型: str
- 您的创新想法，例如"写一个命令行贪吃蛇。"
-
-标志
- --investment=INVESTMENT
- 类型: float
- 默认值: 3.0
- 作为投资者，您有机会向这家AI公司投入一定的美元金额。
- --n_round=N_ROUND
- 类型: int
- 默认值: 5
-
-备注
- 您也可以用`标志`的语法，来处理`位置参数`
+ Usage: metagpt [OPTIONS] [IDEA]
+
+ Start a new project.
+
+╭─ Arguments ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ idea [IDEA] Your innovative idea, such as 'Create a 2048 game.' [default: None] │
+╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ --investment FLOAT Dollar amount to invest in the AI company. [default: 3.0] │
+│ --n-round INTEGER Number of rounds for the simulation. [default: 5] │
+│ --code-review --no-code-review Whether to use code review. [default: code-review] │
+│ --run-tests --no-run-tests Whether to enable QA for adding & running tests. [default: no-run-tests] │
+│ --implement --no-implement Enable or disable code implementation. [default: implement] │
+│ --project-name TEXT Unique project name, such as 'game_2048'. │
+│ --inc --no-inc Incremental mode. Use it to coop with existing repo. [default: no-inc] │
+│ --project-path TEXT Specify the directory path of the old version project to fulfill the incremental requirements. │
+│ --reqa-file TEXT Specify the source file name for rewriting the quality assurance code. │
+│ --max-auto-summarize-code INTEGER The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating unlimited. This parameter is used for debugging the │
+│ workflow. │
+│ [default: 0] │
+│ --recover-path TEXT recover the project from existing serialized storage [default: None] │
+│ --init-config --no-init-config Initialize the configuration file for MetaGPT. [default: no-init-config] │
+│ --help Show this message and exit. │
+╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
```
diff --git a/examples/agent_creator.py b/examples/agent_creator.py
index 340dfafa4..bd58840ce 100644
--- a/examples/agent_creator.py
+++ b/examples/agent_creator.py
@@ -6,7 +6,7 @@ Author: garylin2099
import re
from metagpt.actions import Action
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.const import METAGPT_ROOT
from metagpt.logs import logger
from metagpt.roles import Role
@@ -48,8 +48,8 @@ class CreateAgent(Action):
pattern = r"```python(.*)```"
match = re.search(pattern, rsp, re.DOTALL)
code_text = match.group(1) if match else ""
- CONFIG.workspace_path.mkdir(parents=True, exist_ok=True)
- new_file = CONFIG.workspace_path / "agent_created_agent.py"
+ config.workspace.path.mkdir(parents=True, exist_ok=True)
+ new_file = config.workspace.path / "agent_created_agent.py"
new_file.write_text(code_text)
return code_text
@@ -61,7 +61,7 @@ class AgentCreator(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([CreateAgent])
+ self.set_actions([CreateAgent])
async def _act(self) -> Message:
logger.info(f"{self._setting}: to do {self.rc.todo}({self.rc.todo.name})")
diff --git a/examples/build_customized_agent.py b/examples/build_customized_agent.py
index 6c3219efc..cfe264b47 100644
--- a/examples/build_customized_agent.py
+++ b/examples/build_customized_agent.py
@@ -57,7 +57,7 @@ class SimpleCoder(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([SimpleWriteCode])
+ self.set_actions([SimpleWriteCode])
async def _act(self) -> Message:
logger.info(f"{self._setting}: to do {self.rc.todo}({self.rc.todo.name})")
@@ -76,7 +76,7 @@ class RunnableCoder(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([SimpleWriteCode, SimpleRunCode])
+ self.set_actions([SimpleWriteCode, SimpleRunCode])
self._set_react_mode(react_mode=RoleReactMode.BY_ORDER.value)
async def _act(self) -> Message:
diff --git a/examples/build_customized_multi_agents.py b/examples/build_customized_multi_agents.py
index 73278c08c..296323cea 100644
--- a/examples/build_customized_multi_agents.py
+++ b/examples/build_customized_multi_agents.py
@@ -46,7 +46,7 @@ class SimpleCoder(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
self._watch([UserRequirement])
- self._init_actions([SimpleWriteCode])
+ self.set_actions([SimpleWriteCode])
class SimpleWriteTest(Action):
@@ -75,7 +75,7 @@ class SimpleTester(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([SimpleWriteTest])
+ self.set_actions([SimpleWriteTest])
# self._watch([SimpleWriteCode])
self._watch([SimpleWriteCode, SimpleWriteReview]) # feel free to try this too
@@ -114,7 +114,7 @@ class SimpleReviewer(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([SimpleWriteReview])
+ self.set_actions([SimpleWriteReview])
self._watch([SimpleWriteTest])
diff --git a/examples/dalle_gpt4v_agent.py b/examples/dalle_gpt4v_agent.py
new file mode 100644
index 000000000..28215dba3
--- /dev/null
+++ b/examples/dalle_gpt4v_agent.py
@@ -0,0 +1,77 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : use gpt4v to improve prompt and draw image with dall-e-3
+
+"""set `model: "gpt-4-vision-preview"` in `config2.yaml` first"""
+
+import asyncio
+
+from PIL import Image
+
+from metagpt.actions.action import Action
+from metagpt.logs import logger
+from metagpt.roles.role import Role
+from metagpt.schema import Message
+from metagpt.utils.common import encode_image
+
+
+class GenAndImproveImageAction(Action):
+ save_image: bool = True
+
+ async def generate_image(self, prompt: str) -> Image:
+ imgs = await self.llm.gen_image(model="dall-e-3", prompt=prompt)
+ return imgs[0]
+
+ async def refine_prompt(self, old_prompt: str, image: Image) -> str:
+ msg = (
+ f"You are a creative painter, with the given generated image and old prompt: {old_prompt}, "
+ f"please refine the prompt and generate new one. Just output the new prompt."
+ )
+ b64_img = encode_image(image)
+ new_prompt = await self.llm.aask(msg=msg, images=[b64_img])
+ return new_prompt
+
+ async def evaluate_images(self, old_prompt: str, images: list[Image]) -> str:
+ msg = (
+ "With the prompt and two generated image, to judge if the second one is better than the first one. "
+ "If so, just output True else output False"
+ )
+ b64_imgs = [encode_image(img) for img in images]
+ res = await self.llm.aask(msg=msg, images=b64_imgs)
+ return res
+
+ async def run(self, messages: list[Message]) -> str:
+ prompt = messages[-1].content
+
+ old_img: Image = await self.generate_image(prompt)
+ new_prompt = await self.refine_prompt(old_prompt=prompt, image=old_img)
+ logger.info(f"original prompt: {prompt}")
+ logger.info(f"refined prompt: {new_prompt}")
+ new_img: Image = await self.generate_image(new_prompt)
+ if self.save_image:
+ old_img.save("./img_by-dall-e_old.png")
+ new_img.save("./img_by-dall-e_new.png")
+ res = await self.evaluate_images(old_prompt=prompt, images=[old_img, new_img])
+ opinion = f"The second generated image is better than the first one: {res}"
+ logger.info(f"evaluate opinion: {opinion}")
+ return opinion
+
+
+class Painter(Role):
+ name: str = "MaLiang"
+ profile: str = "Painter"
+ goal: str = "to generate fine painting"
+
+ def __init__(self, **data):
+ super().__init__(**data)
+
+ self.set_actions([GenAndImproveImageAction])
+
+
+async def main():
+ role = Painter()
+ await role.run(with_message="a girl with flowers")
+
+
+if __name__ == "__main__":
+ asyncio.run(main())
diff --git a/examples/data/rag/travel.txt b/examples/data/rag/travel.txt
new file mode 100644
index 000000000..f72ad5c59
--- /dev/null
+++ b/examples/data/rag/travel.txt
@@ -0,0 +1 @@
+Bob likes traveling.
\ No newline at end of file
diff --git a/examples/data/rag/writer.txt b/examples/data/rag/writer.txt
new file mode 100644
index 000000000..1dc055901
--- /dev/null
+++ b/examples/data/rag/writer.txt
@@ -0,0 +1,109 @@
+Productivity
+I think I am at least somewhat more productive than average, and people sometimes ask me for productivity tips. So I decided to just write them all down in one place.
+
+Compound growth gets discussed as a financial concept, but it works in careers as well, and it is magic. A small productivity gain, compounded over 50 years, is worth a lot. So it’s worth figuring out how to optimize productivity. If you get 10% more done and 1% better every day compared to someone else, the compounded difference is massive.
+
+What you work on
+
+Famous writers have some essential qualities, creativity and discipline
+
+It doesn’t matter how fast you move if it’s in a worthless direction. Picking the right thing to work on is the most important element of productivity and usually almost ignored. So think about it more! Independent thought is hard but it’s something you can get better at with practice.
+
+The most impressive people I know have strong beliefs about the world, which is rare in the general population. If you find yourself always agreeing with whomever you last spoke with, that’s bad. You will of course be wrong sometimes, but develop the confidence to stick with your convictions. It will let you be courageous when you’re right about something important that most people don’t see.
+
+I make sure to leave enough time in my schedule to think about what to work on. The best ways for me to do this are reading books, hanging out with interesting people, and spending time in nature.
+
+I’ve learned that I can’t be very productive working on things I don’t care about or don’t like. So I just try not to put myself in a position where I have to do them (by delegating, avoiding, or something else). Stuff that you don’t like is a painful drag on morale and momentum.
+
+By the way, here is an important lesson about delegation: remember that everyone else is also most productive when they’re doing what they like, and do what you’d want other people to do for you—try to figure out who likes (and is good at) doing what, and delegate that way.
+
+If you find yourself not liking what you’re doing for a long period of time, seriously consider a major job change. Short-term burnout happens, but if it isn’t resolved with some time off, maybe it’s time to do something you’re more interested in.
+
+I’ve been very fortunate to find work I like so much I’d do it for free, which makes it easy to be really productive.
+
+It’s important to learn that you can learn anything you want, and that you can get better quickly. This feels like an unlikely miracle the first few times it happens, but eventually you learn to trust that you can do it.
+
+Doing great work usually requires colleagues of some sort. Try to be around smart, productive, happy, and positive people that don’t belittle your ambitions. I love being around people who push me and inspire me to be better. To the degree you able to, avoid the opposite kind of people—the cost of letting them take up your mental cycles is horrific.
+
+You have to both pick the right problem and do the work. There aren’t many shortcuts. If you’re going to do something really important, you are very likely going to work both smart and hard. The biggest prizes are heavily competed for. This isn’t true in every field (there are great mathematicians who never spend that many hours a week working) but it is in most.
+
+Prioritization
+
+Writers have to work hard to be successful
+
+My system has three key pillars: “Make sure to get the important shit done”, “Don’t waste time on stupid shit”, and “make a lot of lists”.
+
+I highly recommend using lists. I make lists of what I want to accomplish each year, each month, and each day. Lists are very focusing, and they help me with multitasking because I don’t have to keep as much in my head. If I’m not in the mood for some particular task, I can always find something else I’m excited to do.
+
+I prefer lists written down on paper. It’s easy to add and remove tasks. I can access them during meetings without feeling rude. I re-transcribe lists frequently, which forces me to think about everything on the list and gives me an opportunity to add and remove items.
+
+I don’t bother with categorization or trying to size tasks or anything like that (the most I do is put a star next to really important items).
+
+I try to prioritize in a way that generates momentum. The more I get done, the better I feel, and then the more I get done. I like to start and end each day with something I can really make progress on.
+
+I am relentless about getting my most important projects done—I’ve found that if I really want something to happen and I push hard enough, it usually happens.
+
+I try to be ruthless about saying no to stuff, and doing non-critical things in the quickest way possible. I probably take this too far—for example, I am almost sure I am terse to the point of rudeness when replying to emails.
+
+Passion and adaptability are key qualities to writers
+
+I generally try to avoid meetings and conferences as I find the time cost to be huge—I get the most value out of time in my office. However, it is critical that you keep enough space in your schedule to allow for chance encounters and exposure to new people and ideas. Having an open network is valuable; though probably 90% of the random meetings I take are a waste of time, the other 10% really make up for it.
+
+I find most meetings are best scheduled for 15-20 minutes, or 2 hours. The default of 1 hour is usually wrong, and leads to a lot of wasted time.
+
+I have different times of day I try to use for different kinds of work. The first few hours of the morning are definitely my most productive time of the day, so I don’t let anyone schedule anything then. I try to do meetings in the afternoon. I take a break, or switch tasks, whenever I feel my attention starting to fade.
+
+I don’t think most people value their time enough—I am surprised by the number of people I know who make $100 an hour and yet will spend a couple of hours doing something they don’t want to do to save $20.
+
+Also, don’t fall into the trap of productivity porn—chasing productivity for its own sake isn’t helpful. Many people spend too much time thinking about how to perfectly optimize their system, and not nearly enough asking if they’re working on the right problems. It doesn’t matter what system you use or if you squeeze out every second if you’re working on the wrong thing.
+
+The right goal is to allocate your year optimally, not your day.
+
+Physical factors
+
+Very likely what is optimal for me won’t be optimal for you. You’ll have to experiment to find out what works best for your body. It’s definitely worth doing—it helps in all aspects of life, and you’ll feel a lot better and happier overall.
+
+It probably took a little bit of my time every week for a few years to arrive at what works best for me, but my sense is if I do a good job at all the below I’m at least 1.5x more productive than if not.
+
+Sleep seems to be the most important physical factor in productivity for me. Some sort of sleep tracker to figure out how to sleep best is helpful. I’ve found the only thing I’m consistent with are in the set-it-and-forget-it category, and I really like the Emfit QS+Active.
+
+I like a cold, dark, quiet room, and a great mattress (I resisted spending a bunch of money on a great mattress for years, which was stupid—it makes a huge difference to my sleep quality. I love this one). Not eating a lot in the few hours before sleep helps. Not drinking alcohol helps a lot, though I’m not willing to do that all the time.
+
+I use a Chili Pad to be cold while I sleep if I can’t get the room cold enough, which is great but loud (I set it up to have the cooler unit outside my room).
+
+When traveling, I use an eye mask and ear plugs.
+
+Writers usually have empathy to write good books.
+
+This is likely to be controversial, but I take a low dose of sleeping pills (like a third of a normal dose) or a very low dose of cannabis whenever I can’t sleep. I am a bad sleeper in general, and a particularly bad sleeper when I travel. It likely has tradeoffs, but so does not sleeping well. If you can already sleep well, I wouldn’t recommend this.
+
+I use a full spectrum LED light most mornings for about 10-15 minutes while I catch up on email. It’s great—if you try nothing else in here, this is the thing I’d try. It’s a ridiculous gain for me. I like this one, and it’s easy to travel with.
+
+Exercise is probably the second most important physical factor. I tried a number of different exercise programs for a few months each and the one that seemed best was lifting heavy weights 3x a week for an hour, and high intensity interval training occasionally. In addition to productivity gains, this is also the exercise program that makes me feel the best overall.
+
+The third area is nutrition. I very rarely eat breakfast, so I get about 15 hours of fasting most days (except an espresso when I wake up). I know this is contrary to most advice, and I suspect it’s not optimal for most people, but it definitely works well for me.
+
+Eating lots of sugar is the thing that makes me feel the worst and that I try hardest to avoid. I also try to avoid foods that aggravate my digestion or spike up inflammation (for example, very spicy foods). I don’t have much willpower when it comes to sweet things, so I mostly just try to keep junk food out of the house.
+
+I have one big shot of espresso immediately when I wake up and one after lunch. I assume this is about 200mg total of caffeine per day. I tried a few other configurations; this was the one that worked by far the best. I otherwise aggressively avoid stimulants, but I will have more coffee if I’m super tired and really need to get something done.
+
+If a writer want to be super, then should include innovative thinking.
+
+I’m vegetarian and have been since I was a kid, and I supplement methyl B-12, Omega-3, Iron, and Vitamin D-3. I got to this list with a year or so of quarterly blood tests; it’s worked for me ever since (I re-test maybe every year and a half or so). There are many doctors who will happily work with you on a super comprehensive blood test (and services like WellnessFX). I also go out of my way to drink a lot of protein shakes, which I hate and I wouldn’t do if I weren’t vegetarian.
+
+Other stuff
+
+Here’s what I like in a workspace: natural light, quiet, knowing that I won’t be interrupted if I don’t want to be, long blocks of time, and being comfortable and relaxed (I’ve got a beautiful desk with a couple of 4k monitors on it in my office, but I spend almost all my time on my couch with my laptop).
+
+I wrote custom software for the annoying things I have to do frequently, which is great. I also made an effort to learn to type really fast and the keyboard shortcuts that help with my workflow.
+
+Like most people, I sometimes go through periods of a week or two where I just have no motivation to do anything (I suspect it may have something to do with nutrition). This sucks and always seems to happen at inconvenient times. I have not figured out what to do about it besides wait for the fog to lift, and to trust that eventually it always does. And I generally try to avoid people and situations that put me in bad moods, which is good advice whether you care about productivity or not.
+
+In general, I think it’s good to overcommit a little bit. I find that I generally get done what I take on, and if I have a little bit too much to do it makes me more efficient at everything, which is a way to train to avoid distractions (a great habit to build!). However, overcommitting a lot is disastrous.
+
+Don’t neglect your family and friends for the sake of productivity—that’s a very stupid tradeoff (and very likely a net productivity loss, because you’ll be less happy). Don’t neglect doing things you love or that clear your head either.
+
+Finally, to repeat one more time: productivity in the wrong direction isn’t worth anything at all. Think more about what to work on.
+
+Open-Mindedness and curiosity are essential to writers
+
diff --git a/examples/example.json b/examples/data/search_kb/example.json
similarity index 100%
rename from examples/example.json
rename to examples/data/search_kb/example.json
diff --git a/examples/example.xlsx b/examples/data/search_kb/example.xlsx
similarity index 100%
rename from examples/example.xlsx
rename to examples/data/search_kb/example.xlsx
diff --git a/examples/debate.py b/examples/debate.py
index eb0a09839..56df16b4f 100644
--- a/examples/debate.py
+++ b/examples/debate.py
@@ -5,6 +5,7 @@ Author: garylin2099
@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.1.3 of RFC 116, modify the data type of the `send_to`
value of the `Message` object; modify the argument type of `get_by_actions`.
"""
+
import asyncio
import platform
from typing import Any
@@ -49,7 +50,7 @@ class Debator(Role):
def __init__(self, **data: Any):
super().__init__(**data)
- self._init_actions([SpeakAloud])
+ self.set_actions([SpeakAloud])
self._watch([UserRequirement, SpeakAloud])
async def _observe(self) -> int:
@@ -105,4 +106,4 @@ def main(idea: str, investment: float = 3.0, n_round: int = 10):
if __name__ == "__main__":
- fire.Fire(main)
+ fire.Fire(main) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5
diff --git a/examples/debate_simple.py b/examples/debate_simple.py
index aa95c5b85..953f664f3 100644
--- a/examples/debate_simple.py
+++ b/examples/debate_simple.py
@@ -8,12 +8,17 @@
import asyncio
from metagpt.actions import Action
+from metagpt.config2 import Config
from metagpt.environment import Environment
from metagpt.roles import Role
from metagpt.team import Team
-action1 = Action(name="AlexSay", instruction="Express your opinion with emotion and don't repeat it")
-action2 = Action(name="BobSay", instruction="Express your opinion with emotion and don't repeat it")
+gpt35 = Config.default()
+gpt35.llm.model = "gpt-3.5-turbo-1106"
+gpt4 = Config.default()
+gpt4.llm.model = "gpt-4-1106-preview"
+action1 = Action(config=gpt4, name="AlexSay", instruction="Express your opinion with emotion and don't repeat it")
+action2 = Action(config=gpt35, name="BobSay", instruction="Express your opinion with emotion and don't repeat it")
alex = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action1], watch=[action2])
bob = Role(name="Bob", profile="Republican candidate", goal="Win the election", actions=[action2], watch=[action1])
env = Environment(desc="US election live broadcast")
diff --git a/examples/di/README.md b/examples/di/README.md
new file mode 100644
index 000000000..f63795f13
--- /dev/null
+++ b/examples/di/README.md
@@ -0,0 +1,20 @@
+# Data Interpreter (DI)
+
+## What is Data Interpreter
+Data Interpreter is an agent who solves data-related problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. For overall design and technical details, please see our [paper](https://arxiv.org/abs/2402.18679).
+
+## Example List
+- Data visualization
+- Machine learning modeling
+- Image background removal
+- Solve math problems
+- Receipt OCR
+- Tool usage: web page imitation
+- Tool usage: web crawling
+- Tool usage: text2image
+- Tool usage: email summarization and response\
+- More on the way!
+
+Please see the [docs](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/intro.html) for more explanation.
+
+We are continuously releasing codes, stay tuned!
diff --git a/examples/di/arxiv_reader.py b/examples/di/arxiv_reader.py
new file mode 100644
index 000000000..fab0e2e48
--- /dev/null
+++ b/examples/di/arxiv_reader.py
@@ -0,0 +1,26 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/01/15
+@Author : mannaandpoem
+@File : imitate_webpage.py
+"""
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main():
+ template = "https://arxiv.org/list/{tag}/pastweek?skip=0&show=300"
+ tags = ["cs.ai", "cs.cl", "cs.lg", "cs.se"]
+ urls = [template.format(tag=tag) for tag in tags]
+ prompt = f"""This is a collection of arxiv urls: '{urls}' .
+Record each article, remove duplicates by title (they may have multiple tags), filter out papers related to
+large language model / agent / llm, print top 100 and visualize the word count of the titles"""
+ di = DataInterpreter(react_mode="react", tools=["scrape_web_playwright"])
+
+ await di.run(prompt)
+
+
+if __name__ == "__main__":
+ import asyncio
+
+ asyncio.run(main())
diff --git a/examples/di/crawl_webpage.py b/examples/di/crawl_webpage.py
new file mode 100644
index 000000000..b8226f4f4
--- /dev/null
+++ b/examples/di/crawl_webpage.py
@@ -0,0 +1,40 @@
+# -*- encoding: utf-8 -*-
+"""
+@Date : 2024/01/24 15:11:27
+@Author : orange-crow
+@File : crawl_webpage.py
+"""
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+PAPER_LIST_REQ = """"
+Get data from `paperlist` table in https://papercopilot.com/statistics/iclr-statistics/iclr-2024-statistics/,
+and save it to a csv file. paper title must include `multiagent` or `large language model`. *notice: print key variables*
+"""
+
+ECOMMERCE_REQ = """
+Get products data from website https://scrapeme.live/shop/ and save it as a csv file.
+**Notice: Firstly parse the web page encoding and the text HTML structure;
+The first page product name, price, product URL, and image URL must be saved in the csv;**
+"""
+
+NEWS_36KR_REQ = """从36kr创投平台https://pitchhub.36kr.com/financing-flash 所有初创企业融资的信息, **注意: 这是一个中文网站**;
+下面是一个大致流程, 你会根据每一步的运行结果对当前计划中的任务做出适当调整:
+1. 爬取并本地保存html结构;
+2. 直接打印第7个*`快讯`*关键词后2000个字符的html内容, 作为*快讯的html内容示例*;
+3. 反思*快讯的html内容示例*中的规律, 设计正则匹配表达式来获取*`快讯`*的标题、链接、时间;
+4. 筛选最近3天的初创企业融资*`快讯`*, 以list[dict]形式打印前5个。
+5. 将全部结果存在本地csv中
+"""
+
+
+async def main():
+ di = DataInterpreter(tools=["scrape_web_playwright"])
+
+ await di.run(ECOMMERCE_REQ)
+
+
+if __name__ == "__main__":
+ import asyncio
+
+ asyncio.run(main())
diff --git a/examples/di/data_visualization.py b/examples/di/data_visualization.py
new file mode 100644
index 000000000..1a21ab7cb
--- /dev/null
+++ b/examples/di/data_visualization.py
@@ -0,0 +1,14 @@
+import asyncio
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main(requirement: str = ""):
+ di = DataInterpreter()
+ await di.run(requirement)
+
+
+if __name__ == "__main__":
+ requirement = "Run data analysis on sklearn Iris dataset, include a plot"
+
+ asyncio.run(main(requirement))
diff --git a/examples/di/email_summary.py b/examples/di/email_summary.py
new file mode 100644
index 000000000..7c112767c
--- /dev/null
+++ b/examples/di/email_summary.py
@@ -0,0 +1,33 @@
+# -*- encoding: utf-8 -*-
+"""
+@Date : 2024/02/07
+@Author : Tuo Zhou
+@File : email_summary.py
+"""
+import os
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main():
+ email_account = "your_email_account"
+ # your password will stay only on your device and not go to LLM api
+ os.environ["email_password"] = "your_email_password"
+
+ ### Prompt for automatic email reply, uncomment to try this too ###
+ # prompt = f"""I will give you your Outlook email account ({email_account}) and password (email_password item in the environment variable). You need to find the latest email in my inbox with the sender's suffix @gmail.com and reply "Thank you! I have received your email~"""""
+
+ ### Prompt for automatic email summary ###
+ prompt = f"""I will give you your Outlook email account ({email_account}) and password (email_password item in the environment variable).
+ Firstly, Please help me fetch the latest 5 senders and full letter contents.
+ Then, summarize each of the 5 emails into one sentence (you can do this by yourself, no need to import other models to do this) and output them in a markdown format."""
+
+ di = DataInterpreter()
+
+ await di.run(prompt)
+
+
+if __name__ == "__main__":
+ import asyncio
+
+ asyncio.run(main())
diff --git a/examples/di/imitate_webpage.py b/examples/di/imitate_webpage.py
new file mode 100644
index 000000000..60ebab389
--- /dev/null
+++ b/examples/di/imitate_webpage.py
@@ -0,0 +1,25 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/01/15
+@Author : mannaandpoem
+@File : imitate_webpage.py
+"""
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main():
+ web_url = "https://pytorch.org/"
+ prompt = f"""This is a URL of webpage: '{web_url}' .
+Firstly, utilize Selenium and WebDriver for rendering.
+Secondly, convert image to a webpage including HTML, CSS and JS in one go.
+Note: All required dependencies and environments have been fully installed and configured."""
+ di = DataInterpreter(tools=["GPTvGenerator"])
+
+ await di.run(prompt)
+
+
+if __name__ == "__main__":
+ import asyncio
+
+ asyncio.run(main())
diff --git a/examples/di/machine_learning.py b/examples/di/machine_learning.py
new file mode 100644
index 000000000..c674e66e8
--- /dev/null
+++ b/examples/di/machine_learning.py
@@ -0,0 +1,23 @@
+import fire
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+WINE_REQ = "Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy."
+
+DATA_DIR = "path/to/your/data"
+# sales_forecast data from https://www.kaggle.com/datasets/aslanahmedov/walmart-sales-forecast/data
+SALES_FORECAST_REQ = f"""Train a model to predict sales for each department in every store (split the last 40 weeks records as validation dataset, the others is train dataset), include plot total sales trends, print metric and plot scatter plots of
+groud truth and predictions on validation data. Dataset is {DATA_DIR}/train.csv, the metric is weighted mean absolute error (WMAE) for test data. Notice: *print* key variables to get more information for next task step.
+"""
+
+REQUIREMENTS = {"wine": WINE_REQ, "sales_forecast": SALES_FORECAST_REQ}
+
+
+async def main(use_case: str = "wine"):
+ mi = DataInterpreter()
+ requirement = REQUIREMENTS[use_case]
+ await mi.run(requirement)
+
+
+if __name__ == "__main__":
+ fire.Fire(main)
diff --git a/examples/di/machine_learning_with_tools.py b/examples/di/machine_learning_with_tools.py
new file mode 100644
index 000000000..291e734c8
--- /dev/null
+++ b/examples/di/machine_learning_with_tools.py
@@ -0,0 +1,16 @@
+import asyncio
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main(requirement: str):
+ role = DataInterpreter(use_reflection=True, tools=[""])
+ await role.run(requirement)
+
+
+if __name__ == "__main__":
+ data_path = "your/path/to/titanic"
+ train_path = f"{data_path}/split_train.csv"
+ eval_path = f"{data_path}/split_eval.csv"
+ requirement = f"This is a titanic passenger survival dataset, your goal is to predict passenger survival outcome. The target column is Survived. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report accuracy on the eval data. Train data path: '{train_path}', eval data path: '{eval_path}'."
+ asyncio.run(main(requirement))
diff --git a/examples/di/ocr_receipt.py b/examples/di/ocr_receipt.py
new file mode 100644
index 000000000..af54d519b
--- /dev/null
+++ b/examples/di/ocr_receipt.py
@@ -0,0 +1,21 @@
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main():
+ # Notice: pip install metagpt[ocr] before using this example
+ image_path = "image.jpg"
+ language = "English"
+ requirement = f"""This is a {language} receipt image.
+ Your goal is to perform OCR on images using PaddleOCR, output text content from the OCR results and discard
+ coordinates and confidence levels, then recognize the total amount from ocr text content, and finally save as table.
+ Image path: {image_path}.
+ NOTE: The environments for Paddle and PaddleOCR are all ready and has been fully installed."""
+ di = DataInterpreter()
+
+ await di.run(requirement)
+
+
+if __name__ == "__main__":
+ import asyncio
+
+ asyncio.run(main())
diff --git a/examples/di/rm_image_background.py b/examples/di/rm_image_background.py
new file mode 100644
index 000000000..cb7900a0a
--- /dev/null
+++ b/examples/di/rm_image_background.py
@@ -0,0 +1,15 @@
+import asyncio
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main(requirement: str = ""):
+ di = DataInterpreter()
+ await di.run(requirement)
+
+
+if __name__ == "__main__":
+ image_path = "/your/path/to/the/image.jpeg"
+ save_path = "/your/intended/save/path/for/image_rm_bg.png"
+ requirement = f"This is a image, you need to use python toolkit rembg to remove the background of the image and save the result. image path:{image_path}; save path:{save_path}."
+ asyncio.run(main(requirement))
diff --git a/examples/di/sd_tool_usage.py b/examples/di/sd_tool_usage.py
new file mode 100644
index 000000000..b373a6251
--- /dev/null
+++ b/examples/di/sd_tool_usage.py
@@ -0,0 +1,21 @@
+# -*- coding: utf-8 -*-
+# @Date : 1/11/2024 7:06 PM
+# @Author : stellahong (stellahong@fuzhi.ai)
+# @Desc :
+import asyncio
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main(requirement: str = ""):
+ di = DataInterpreter(tools=["SDEngine"])
+ await di.run(requirement)
+
+
+if __name__ == "__main__":
+ sd_url = "http://your.sd.service.ip:port"
+ requirement = (
+ f"I want to generate an image of a beautiful girl using the stable diffusion text2image tool, sd_url={sd_url}"
+ )
+
+ asyncio.run(main(requirement))
diff --git a/examples/di/solve_math_problems.py b/examples/di/solve_math_problems.py
new file mode 100644
index 000000000..f7fd3d4e3
--- /dev/null
+++ b/examples/di/solve_math_problems.py
@@ -0,0 +1,14 @@
+import asyncio
+
+from metagpt.roles.di.data_interpreter import DataInterpreter
+
+
+async def main(requirement: str = ""):
+ di = DataInterpreter()
+ await di.run(requirement)
+
+
+if __name__ == "__main__":
+ requirement = "Solve this math problem: The greatest common divisor of positive integers m and n is 6. The least common multiple of m and n is 126. What is the least possible value of m + n?"
+ # answer: 60 (m = 18, n = 42)
+ asyncio.run(main(requirement))
diff --git a/examples/example.faiss b/examples/example.faiss
deleted file mode 100644
index 580946190..000000000
Binary files a/examples/example.faiss and /dev/null differ
diff --git a/examples/example.pkl b/examples/example.pkl
deleted file mode 100644
index f706fd803..000000000
Binary files a/examples/example.pkl and /dev/null differ
diff --git a/examples/llm_hello_world.py b/examples/llm_hello_world.py
index 76be1cc90..62fc2ed68 100644
--- a/examples/llm_hello_world.py
+++ b/examples/llm_hello_world.py
@@ -13,7 +13,18 @@ from metagpt.logs import logger
async def main():
llm = LLM()
- logger.info(await llm.aask("hello world"))
+ # llm type check
+ question = "what's your name"
+ logger.info(f"{question}: ")
+ logger.info(await llm.aask(question))
+ logger.info("\n\n")
+
+ logger.info(
+ await llm.aask(
+ "who are you", system_msgs=["act as a robot, just answer 'I'am robot' if the question is 'who are you'"]
+ )
+ )
+
logger.info(await llm.aask_batch(["hi", "write python hello world."]))
hello_msg = [{"role": "user", "content": "count from 1 to 10. split by newline."}]
@@ -23,6 +34,10 @@ async def main():
# streaming mode, much slower
await llm.acompletion_text(hello_msg, stream=True)
+ # check completion if exist to test llm complete functions
+ if hasattr(llm, "completion"):
+ logger.info(llm.completion(hello_msg))
+
if __name__ == "__main__":
asyncio.run(main())
diff --git a/examples/llm_vision.py b/examples/llm_vision.py
new file mode 100644
index 000000000..276decd59
--- /dev/null
+++ b/examples/llm_vision.py
@@ -0,0 +1,23 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : example to run the ability of LLM vision
+
+import asyncio
+from pathlib import Path
+
+from metagpt.llm import LLM
+from metagpt.utils.common import encode_image
+
+
+async def main():
+ llm = LLM()
+
+ # check if the configured llm supports llm-vision capacity. If not, it will throw a error
+ invoice_path = Path(__file__).parent.joinpath("..", "tests", "data", "invoices", "invoice-2.png")
+ img_base64 = encode_image(invoice_path)
+ res = await llm.aask(msg="if this is a invoice, just return True else return False", images=[img_base64])
+ assert "true" in res.lower()
+
+
+if __name__ == "__main__":
+ asyncio.run(main())
diff --git a/examples/rag_pipeline.py b/examples/rag_pipeline.py
new file mode 100644
index 000000000..5a313d7bb
--- /dev/null
+++ b/examples/rag_pipeline.py
@@ -0,0 +1,211 @@
+"""RAG pipeline"""
+
+import asyncio
+
+from pydantic import BaseModel
+
+from metagpt.const import DATA_PATH, EXAMPLE_DATA_PATH
+from metagpt.logs import logger
+from metagpt.rag.engines import SimpleEngine
+from metagpt.rag.schema import (
+ BM25RetrieverConfig,
+ ChromaIndexConfig,
+ ChromaRetrieverConfig,
+ FAISSRetrieverConfig,
+ LLMRankerConfig,
+)
+
+DOC_PATH = EXAMPLE_DATA_PATH / "rag/writer.txt"
+QUESTION = "What are key qualities to be a good writer?"
+
+TRAVEL_DOC_PATH = EXAMPLE_DATA_PATH / "rag/travel.txt"
+TRAVEL_QUESTION = "What does Bob like?"
+
+LLM_TIP = "If you not sure, just answer I don't know."
+
+
+class Player(BaseModel):
+ """To demonstrate rag add objs."""
+
+ name: str = ""
+ goal: str = "Win The 100-meter Sprint."
+ tool: str = "Red Bull Energy Drink."
+
+ def rag_key(self) -> str:
+ """For search"""
+ return self.goal
+
+
+class RAGExample:
+ """Show how to use RAG."""
+
+ def __init__(self):
+ self.engine = SimpleEngine.from_docs(
+ input_files=[DOC_PATH],
+ retriever_configs=[FAISSRetrieverConfig(), BM25RetrieverConfig()],
+ ranker_configs=[LLMRankerConfig()],
+ )
+
+ async def run_pipeline(self, question=QUESTION, print_title=True):
+ """This example run rag pipeline, use faiss&bm25 retriever and llm ranker, will print something like:
+
+ Retrieve Result:
+ 0. Productivi..., 10.0
+ 1. I wrote cu..., 7.0
+ 2. I highly r..., 5.0
+
+ Query Result:
+ Passion, adaptability, open-mindedness, creativity, discipline, and empathy are key qualities to be a good writer.
+ """
+ if print_title:
+ self._print_title("Run Pipeline")
+
+ nodes = await self.engine.aretrieve(question)
+ self._print_retrieve_result(nodes)
+
+ answer = await self.engine.aquery(question)
+ self._print_query_result(answer)
+
+ async def add_docs(self):
+ """This example show how to add docs.
+
+ Before add docs llm anwser I don't know.
+ After add docs llm give the correct answer, will print something like:
+
+ [Before add docs]
+ Retrieve Result:
+
+ Query Result:
+ Empty Response
+
+ [After add docs]
+ Retrieve Result:
+ 0. Bob like..., 10.0
+
+ Query Result:
+ Bob likes traveling.
+ """
+ self._print_title("Add Docs")
+
+ travel_question = f"{TRAVEL_QUESTION}{LLM_TIP}"
+ travel_filepath = TRAVEL_DOC_PATH
+
+ logger.info("[Before add docs]")
+ await self.run_pipeline(question=travel_question, print_title=False)
+
+ logger.info("[After add docs]")
+ self.engine.add_docs([travel_filepath])
+ await self.run_pipeline(question=travel_question, print_title=False)
+
+ async def add_objects(self, print_title=True):
+ """This example show how to add objects.
+
+ Before add docs, engine retrieve nothing.
+ After add objects, engine give the correct answer, will print something like:
+
+ [Before add objs]
+ Retrieve Result:
+
+ [After add objs]
+ Retrieve Result:
+ 0. 100m Sprin..., 10.0
+
+ [Object Detail]
+ {'name': 'Mike', 'goal': 'Win The 100-meter Sprint', 'tool': 'Red Bull Energy Drink'}
+ """
+ if print_title:
+ self._print_title("Add Objects")
+
+ player = Player(name="Mike")
+ question = f"{player.rag_key()}"
+
+ logger.info("[Before add objs]")
+ await self._retrieve_and_print(question)
+
+ logger.info("[After add objs]")
+ self.engine.add_objs([player])
+
+ try:
+ nodes = await self._retrieve_and_print(question)
+
+ logger.info("[Object Detail]")
+ player: Player = nodes[0].metadata["obj"]
+ logger.info(player.name)
+ except Exception as e:
+ logger.error(f"nodes is empty, llm don't answer correctly, exception: {e}")
+
+ async def init_objects(self):
+ """This example show how to from objs, will print something like:
+
+ Same as add_objects.
+ """
+ self._print_title("Init Objects")
+
+ pre_engine = self.engine
+ self.engine = SimpleEngine.from_objs(retriever_configs=[FAISSRetrieverConfig()])
+ await self.add_objects(print_title=False)
+ self.engine = pre_engine
+
+ async def init_and_query_chromadb(self):
+ """This example show how to use chromadb. how to save and load index. will print something like:
+
+ Query Result:
+ Bob likes traveling.
+ """
+ self._print_title("Init And Query ChromaDB")
+
+ # save index
+ output_dir = DATA_PATH / "rag"
+ SimpleEngine.from_docs(
+ input_files=[TRAVEL_DOC_PATH],
+ retriever_configs=[ChromaRetrieverConfig(persist_path=output_dir)],
+ )
+
+ # load index
+ engine = SimpleEngine.from_index(
+ index_config=ChromaIndexConfig(persist_path=output_dir),
+ )
+
+ # query
+ answer = engine.query(TRAVEL_QUESTION)
+ self._print_query_result(answer)
+
+ @staticmethod
+ def _print_title(title):
+ logger.info(f"{'#'*30} {title} {'#'*30}")
+
+ @staticmethod
+ def _print_retrieve_result(result):
+ """Print retrieve result."""
+ logger.info("Retrieve Result:")
+
+ for i, node in enumerate(result):
+ logger.info(f"{i}. {node.text[:10]}..., {node.score}")
+
+ logger.info("")
+
+ @staticmethod
+ def _print_query_result(result):
+ """Print query result."""
+ logger.info("Query Result:")
+
+ logger.info(f"{result}\n")
+
+ async def _retrieve_and_print(self, question):
+ nodes = await self.engine.aretrieve(question)
+ self._print_retrieve_result(nodes)
+ return nodes
+
+
+async def main():
+ """RAG pipeline"""
+ e = RAGExample()
+ await e.run_pipeline()
+ await e.add_docs()
+ await e.add_objects()
+ await e.init_objects()
+ await e.init_and_query_chromadb()
+
+
+if __name__ == "__main__":
+ asyncio.run(main())
diff --git a/examples/rag_search.py b/examples/rag_search.py
new file mode 100644
index 000000000..258c5ba60
--- /dev/null
+++ b/examples/rag_search.py
@@ -0,0 +1,21 @@
+"""Agent with RAG search."""
+
+import asyncio
+
+from examples.rag_pipeline import DOC_PATH, QUESTION
+from metagpt.logs import logger
+from metagpt.rag.engines import SimpleEngine
+from metagpt.roles import Sales
+
+
+async def search():
+ """Agent with RAG search."""
+
+ store = SimpleEngine.from_docs(input_files=[DOC_PATH])
+ role = Sales(profile="Sales", store=store)
+ result = await role.run(QUESTION)
+ logger.info(result)
+
+
+if __name__ == "__main__":
+ asyncio.run(search())
diff --git a/examples/reverse_engineering.py b/examples/reverse_engineering.py
new file mode 100644
index 000000000..f80fc09e6
--- /dev/null
+++ b/examples/reverse_engineering.py
@@ -0,0 +1,72 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import asyncio
+import shutil
+from pathlib import Path
+
+import typer
+
+from metagpt.actions.rebuild_class_view import RebuildClassView
+from metagpt.actions.rebuild_sequence_view import RebuildSequenceView
+from metagpt.context import Context
+from metagpt.llm import LLM
+from metagpt.logs import logger
+from metagpt.utils.git_repository import GitRepository
+from metagpt.utils.project_repo import ProjectRepo
+
+app = typer.Typer(add_completion=False, pretty_exceptions_show_locals=False)
+
+
+@app.command("", help="Python project reverse engineering.")
+def startup(
+ project_root: str = typer.Argument(
+ default="",
+ help="Specify the root directory of the existing project for reverse engineering.",
+ ),
+ output_dir: str = typer.Option(default="", help="Specify the output directory path for reverse engineering."),
+):
+ package_root = Path(project_root)
+ if not package_root.exists():
+ raise FileNotFoundError(f"{project_root} not exists")
+ if not _is_python_package_root(package_root):
+ raise FileNotFoundError(f'There are no "*.py" files under "{project_root}".')
+ init_file = package_root / "__init__.py" # used by pyreverse
+ init_file_exists = init_file.exists()
+ if not init_file_exists:
+ init_file.touch()
+
+ if not output_dir:
+ output_dir = package_root / "../reverse_engineering_output"
+ logger.info(f"output dir:{output_dir}")
+ try:
+ asyncio.run(reverse_engineering(package_root, Path(output_dir)))
+ finally:
+ if not init_file_exists:
+ init_file.unlink(missing_ok=True)
+ tmp_dir = package_root / "__dot__"
+ if tmp_dir.exists():
+ shutil.rmtree(tmp_dir, ignore_errors=True)
+
+
+def _is_python_package_root(package_root: Path) -> bool:
+ for file_path in package_root.iterdir():
+ if file_path.is_file():
+ if file_path.suffix == ".py":
+ return True
+ return False
+
+
+async def reverse_engineering(package_root: Path, output_dir: Path):
+ ctx = Context()
+ ctx.git_repo = GitRepository(output_dir)
+ ctx.repo = ProjectRepo(ctx.git_repo)
+ action = RebuildClassView(name="ReverseEngineering", i_context=str(package_root), llm=LLM(), context=ctx)
+ await action.run()
+
+ action = RebuildSequenceView(name="ReverseEngineering", llm=LLM(), context=ctx)
+ await action.run()
+
+
+if __name__ == "__main__":
+ app()
diff --git a/examples/search_kb.py b/examples/search_kb.py
deleted file mode 100644
index 0e0e0ffd0..000000000
--- a/examples/search_kb.py
+++ /dev/null
@@ -1,32 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-"""
-@File : search_kb.py
-@Modified By: mashenquan, 2023-12-22. Delete useless codes.
-"""
-import asyncio
-
-from langchain.embeddings import OpenAIEmbeddings
-
-from metagpt.config import CONFIG
-from metagpt.const import DATA_PATH, EXAMPLE_PATH
-from metagpt.document_store import FaissStore
-from metagpt.logs import logger
-from metagpt.roles import Sales
-
-
-def get_store():
- embedding = OpenAIEmbeddings(openai_api_key=CONFIG.openai_api_key, openai_api_base=CONFIG.openai_base_url)
- return FaissStore(DATA_PATH / "example.json", embedding=embedding)
-
-
-async def search():
- store = FaissStore(EXAMPLE_PATH / "example.json")
- role = Sales(profile="Sales", store=store)
- query = "Which facial cleanser is good for oily skin?"
- result = await role.run(query)
- logger.info(result)
-
-
-if __name__ == "__main__":
- asyncio.run(search())
diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py
index 9406a2965..1eee762d5 100644
--- a/examples/search_with_specific_engine.py
+++ b/examples/search_with_specific_engine.py
@@ -4,18 +4,17 @@
"""
import asyncio
+from metagpt.config2 import Config
from metagpt.roles import Searcher
-from metagpt.tools import SearchEngineType
+from metagpt.tools.search_engine import SearchEngine
async def main():
question = "What are the most interesting human facts?"
- # Serper API
- # await Searcher(engine=SearchEngineType.SERPER_GOOGLE).run(question)
- # SerpAPI
- await Searcher(engine=SearchEngineType.SERPAPI_GOOGLE).run(question)
- # Google API
- # await Searcher(engine=SearchEngineType.DIRECT_GOOGLE).run(question)
+
+ search = Config.default().search
+ kwargs = {"api_key": search.api_key, "cse_id": search.cse_id, "proxy": None}
+ await Searcher(search_engine=SearchEngine(engine=search.api_type, **kwargs)).run(question)
if __name__ == "__main__":
diff --git a/examples/write_novel.py b/examples/write_novel.py
new file mode 100644
index 000000000..a6e9ce05d
--- /dev/null
+++ b/examples/write_novel.py
@@ -0,0 +1,60 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/2/1 12:01
+@Author : alexanderwu
+@File : write_novel.py
+"""
+import asyncio
+from typing import List
+
+from pydantic import BaseModel, Field
+
+from metagpt.actions.action_node import ActionNode
+from metagpt.llm import LLM
+
+
+class Chapter(BaseModel):
+ name: str = Field(default="Chapter 1", description="The name of the chapter.")
+ content: str = Field(default="...", description="The content of the chapter. No more than 1000 words.")
+
+
+class Chapters(BaseModel):
+ chapters: List[Chapter] = Field(
+ default=[
+ {"name": "Chapter 1", "content": "..."},
+ {"name": "Chapter 2", "content": "..."},
+ {"name": "Chapter 3", "content": "..."},
+ ],
+ description="The chapters of the novel.",
+ )
+
+
+class Novel(BaseModel):
+ name: str = Field(default="The Lord of the Rings", description="The name of the novel.")
+ user_group: str = Field(default="...", description="The user group of the novel.")
+ outlines: List[str] = Field(
+ default=["Chapter 1: ...", "Chapter 2: ...", "Chapter 3: ..."],
+ description="The outlines of the novel. No more than 10 chapters.",
+ )
+ background: str = Field(default="...", description="The background of the novel.")
+ character_names: List[str] = Field(default=["Frodo", "Gandalf", "Sauron"], description="The characters.")
+ conflict: str = Field(default="...", description="The conflict of the characters.")
+ plot: str = Field(default="...", description="The plot of the novel.")
+ ending: str = Field(default="...", description="The ending of the novel.")
+
+
+async def generate_novel():
+ instruction = (
+ "Write a novel named 'Reborn in Skyrim'. "
+ "Fill the empty nodes with your own ideas. Be creative! Use your own words!"
+ "I will tip you $100,000 if you write a good novel."
+ )
+ novel_node = await ActionNode.from_pydantic(Novel).fill(context=instruction, llm=LLM())
+ chap_node = await ActionNode.from_pydantic(Chapters).fill(
+ context=f"### instruction\n{instruction}\n### novel\n{novel_node.content}", llm=LLM()
+ )
+ print(chap_node.instruct_content)
+
+
+asyncio.run(generate_novel())
diff --git a/metagpt/actions/__init__.py b/metagpt/actions/__init__.py
index 5b995bab6..495ed4031 100644
--- a/metagpt/actions/__init__.py
+++ b/metagpt/actions/__init__.py
@@ -22,6 +22,9 @@ from metagpt.actions.write_code_review import WriteCodeReview
from metagpt.actions.write_prd import WritePRD
from metagpt.actions.write_prd_review import WritePRDReview
from metagpt.actions.write_test import WriteTest
+from metagpt.actions.di.execute_nb_code import ExecuteNbCode
+from metagpt.actions.di.write_analysis_code import WriteAnalysisCode
+from metagpt.actions.di.write_plan import WritePlan
class ActionType(Enum):
@@ -42,6 +45,9 @@ class ActionType(Enum):
COLLECT_LINKS = CollectLinks
WEB_BROWSE_AND_SUMMARIZE = WebBrowseAndSummarize
CONDUCT_RESEARCH = ConductResearch
+ EXECUTE_NB_CODE = ExecuteNbCode
+ WRITE_ANALYSIS_CODE = WriteAnalysisCode
+ WRITE_PLAN = WritePlan
__all__ = [
diff --git a/metagpt/actions/action.py b/metagpt/actions/action.py
index b586bcc22..1b93213f7 100644
--- a/metagpt/actions/action.py
+++ b/metagpt/actions/action.py
@@ -10,41 +10,67 @@ from __future__ import annotations
from typing import Optional, Union
-from pydantic import ConfigDict, Field, model_validator
+from pydantic import BaseModel, ConfigDict, Field, model_validator
from metagpt.actions.action_node import ActionNode
-from metagpt.llm import LLM
-from metagpt.provider.base_llm import BaseLLM
+from metagpt.context_mixin import ContextMixin
from metagpt.schema import (
+ CodePlanAndChangeContext,
CodeSummarizeContext,
CodingContext,
RunCodeContext,
SerializationMixin,
TestingContext,
)
+from metagpt.utils.project_repo import ProjectRepo
-class Action(SerializationMixin, is_polymorphic_base=True):
- model_config = ConfigDict(arbitrary_types_allowed=True, exclude=["llm"])
+class Action(SerializationMixin, ContextMixin, BaseModel):
+ model_config = ConfigDict(arbitrary_types_allowed=True)
name: str = ""
- llm: BaseLLM = Field(default_factory=LLM, exclude=True)
- context: Union[dict, CodingContext, CodeSummarizeContext, TestingContext, RunCodeContext, str, None] = ""
+ i_context: Union[
+ dict, CodingContext, CodeSummarizeContext, TestingContext, RunCodeContext, CodePlanAndChangeContext, str, None
+ ] = ""
prefix: str = "" # aask*时会加上prefix，作为system_message
desc: str = "" # for skill manager
node: ActionNode = Field(default=None, exclude=True)
+ @property
+ def repo(self) -> ProjectRepo:
+ if not self.context.repo:
+ self.context.repo = ProjectRepo(self.context.git_repo)
+ return self.context.repo
+
+ @property
+ def prompt_schema(self):
+ return self.config.prompt_schema
+
+ @property
+ def project_name(self):
+ return self.config.project_name
+
+ @project_name.setter
+ def project_name(self, value):
+ self.config.project_name = value
+
+ @property
+ def project_path(self):
+ return self.config.project_path
+
@model_validator(mode="before")
+ @classmethod
def set_name_if_empty(cls, values):
if "name" not in values or not values["name"]:
values["name"] = cls.__name__
return values
@model_validator(mode="before")
+ @classmethod
def _init_with_instruction(cls, values):
if "instruction" in values:
name = values["name"]
- i = values["instruction"]
+ i = values.pop("instruction")
values["node"] = ActionNode(key=name, expected_type=str, instruction=i, example="", schema="raw")
return values
diff --git a/metagpt/actions/action_graph.py b/metagpt/actions/action_graph.py
new file mode 100644
index 000000000..893bc6d4c
--- /dev/null
+++ b/metagpt/actions/action_graph.py
@@ -0,0 +1,49 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/30 13:52
+@Author : alexanderwu
+@File : action_graph.py
+"""
+from __future__ import annotations
+
+# from metagpt.actions.action_node import ActionNode
+
+
+class ActionGraph:
+ """ActionGraph: a directed graph to represent the dependency between actions."""
+
+ def __init__(self):
+ self.nodes = {}
+ self.edges = {}
+ self.execution_order = []
+
+ def add_node(self, node):
+ """Add a node to the graph"""
+ self.nodes[node.key] = node
+
+ def add_edge(self, from_node: "ActionNode", to_node: "ActionNode"):
+ """Add an edge to the graph"""
+ if from_node.key not in self.edges:
+ self.edges[from_node.key] = []
+ self.edges[from_node.key].append(to_node.key)
+ from_node.add_next(to_node)
+ to_node.add_prev(from_node)
+
+ def topological_sort(self):
+ """Topological sort the graph"""
+ visited = set()
+ stack = []
+
+ def visit(k):
+ if k not in visited:
+ visited.add(k)
+ if k in self.edges:
+ for next_node in self.edges[k]:
+ visit(next_node)
+ stack.insert(0, k)
+
+ for key in self.nodes:
+ visit(key)
+
+ self.execution_order = stack
diff --git a/metagpt/actions/action_node.py b/metagpt/actions/action_node.py
index 6c65b33ef..09da4a988 100644
--- a/metagpt/actions/action_node.py
+++ b/metagpt/actions/action_node.py
@@ -9,23 +9,37 @@ NOTE: You should use typing.List instead of list to do type annotation. Because
we can use typing to extract the type of the node, but we cannot use built-in list to extract.
"""
import json
-from typing import Any, Dict, List, Optional, Tuple, Type
+import typing
+from enum import Enum
+from typing import Any, Dict, List, Optional, Tuple, Type, Union
-from pydantic import BaseModel, create_model, model_validator
+from pydantic import BaseModel, Field, create_model, model_validator
from tenacity import retry, stop_after_attempt, wait_random_exponential
-from metagpt.config import CONFIG
+from metagpt.actions.action_outcls_registry import register_action_outcls
from metagpt.llm import BaseLLM
from metagpt.logs import logger
from metagpt.provider.postprocess.llm_output_postprocess import llm_output_postprocess
from metagpt.utils.common import OutputParser, general_after_log
+from metagpt.utils.human_interaction import HumanInteraction
+
+
+class ReviewMode(Enum):
+ HUMAN = "human"
+ AUTO = "auto"
+
+
+class ReviseMode(Enum):
+ HUMAN = "human" # human revise
+ HUMAN_REVIEW = "human_review" # human-review and auto-revise
+ AUTO = "auto" # auto-review and auto-revise
+
TAG = "CONTENT"
LANGUAGE_CONSTRAINT = "Language: Please use the same language as Human INPUT."
FORMAT_CONSTRAINT = f"Format: output wrapped inside [{TAG}][/{TAG}] like format example, nothing else."
-
SIMPLE_TEMPLATE = """
## context
{context}
@@ -45,6 +59,58 @@ SIMPLE_TEMPLATE = """
Follow instructions of nodes, generate output and make sure it follows the format example.
"""
+REVIEW_TEMPLATE = """
+## context
+Compare the key's value of nodes_output and the corresponding requirements one by one. If a key's value that does not match the requirement is found, provide the comment content on how to modify it. No output is required for matching keys.
+
+### nodes_output
+{nodes_output}
+
+-----
+
+## format example
+[{tag}]
+{{
+ "key1": "comment1",
+ "key2": "comment2",
+ "keyn": "commentn"
+}}
+[/{tag}]
+
+## nodes: ": # "
+- key1: # the first key name of mismatch key
+- key2: # the second key name of mismatch key
+- keyn: # the last key name of mismatch key
+
+## constraint
+{constraint}
+
+## action
+Follow format example's {prompt_schema} format, generate output and make sure it follows the format example.
+"""
+
+REVISE_TEMPLATE = """
+## context
+change the nodes_output key's value to meet its comment and no need to add extra comment.
+
+### nodes_output
+{nodes_output}
+
+-----
+
+## format example
+{example}
+
+## nodes: ": # "
+{instruction}
+
+## constraint
+{constraint}
+
+## action
+Follow format example's {prompt_schema} format, generate output and make sure it follows the format example.
+"""
+
def dict_to_markdown(d, prefix="- ", kv_sep="\n", postfix="\n"):
markdown_str = ""
@@ -65,6 +131,8 @@ class ActionNode:
# Action Input
key: str # Product Requirement / File list / Code
+ func: typing.Callable # 与节点相关联的函数或LLM调用
+ params: Dict[str, Type] # 输入参数的字典，键为参数名，值为参数类型
expected_type: Type # such as str / int / float etc.
# context: str # everything in the history.
instruction: str # the instructions should be followed.
@@ -74,6 +142,10 @@ class ActionNode:
content: str
instruct_content: BaseModel
+ # For ActionGraph
+ prevs: List["ActionNode"] # previous nodes
+ nexts: List["ActionNode"] # next nodes
+
def __init__(
self,
key: str,
@@ -91,6 +163,8 @@ class ActionNode:
self.content = content
self.children = children if children is not None else {}
self.schema = schema
+ self.prevs = []
+ self.nexts = []
def __str__(self):
return (
@@ -101,10 +175,21 @@ class ActionNode:
def __repr__(self):
return self.__str__()
+ def add_prev(self, node: "ActionNode"):
+ """增加前置ActionNode"""
+ self.prevs.append(node)
+
+ def add_next(self, node: "ActionNode"):
+ """增加后置ActionNode"""
+ self.nexts.append(node)
+
def add_child(self, node: "ActionNode"):
"""增加子ActionNode"""
self.children[node.key] = node
+ def get_child(self, key: str) -> Union["ActionNode", None]:
+ return self.children.get(key, None)
+
def add_children(self, nodes: List["ActionNode"]):
"""批量增加子ActionNode"""
for node in nodes:
@@ -117,24 +202,38 @@ class ActionNode:
obj.add_children(nodes)
return obj
- def get_children_mapping(self, exclude=None) -> Dict[str, Tuple[Type, Any]]:
- """获得子ActionNode的字典，以key索引"""
+ def _get_children_mapping(self, exclude=None) -> Dict[str, Any]:
+ """获得子ActionNode的字典，以key索引，支持多级结构。"""
exclude = exclude or []
- return {k: (v.expected_type, ...) for k, v in self.children.items() if k not in exclude}
- def get_self_mapping(self) -> Dict[str, Tuple[Type, Any]]:
+ def _get_mapping(node: "ActionNode") -> Dict[str, Any]:
+ mapping = {}
+ for key, child in node.children.items():
+ if key in exclude:
+ continue
+ # 对于嵌套的子节点，递归调用 _get_mapping
+ if child.children:
+ mapping[key] = _get_mapping(child)
+ else:
+ mapping[key] = (child.expected_type, Field(default=child.example, description=child.instruction))
+ return mapping
+
+ return _get_mapping(self)
+
+ def _get_self_mapping(self) -> Dict[str, Tuple[Type, Any]]:
"""get self key: type mapping"""
return {self.key: (self.expected_type, ...)}
def get_mapping(self, mode="children", exclude=None) -> Dict[str, Tuple[Type, Any]]:
"""get key: type mapping under mode"""
if mode == "children" or (mode == "auto" and self.children):
- return self.get_children_mapping(exclude=exclude)
- return {} if exclude and self.key in exclude else self.get_self_mapping()
+ return self._get_children_mapping(exclude=exclude)
+ return {} if exclude and self.key in exclude else self._get_self_mapping()
@classmethod
+ @register_action_outcls
def create_model_class(cls, class_name: str, mapping: Dict[str, Tuple[Type, Any]]):
- """基于pydantic v1的模型动态生成，用来检验结果类型正确性"""
+ """基于pydantic v2的模型动态生成，用来检验结果类型正确性"""
def check_fields(cls, values):
required_fields = set(mapping.keys())
@@ -149,42 +248,85 @@ class ActionNode:
validators = {"check_missing_fields_validator": model_validator(mode="before")(check_fields)}
- new_class = create_model(class_name, __validators__=validators, **mapping)
+ new_fields = {}
+ for field_name, field_value in mapping.items():
+ if isinstance(field_value, dict):
+ # 对于嵌套结构，递归创建模型类
+ nested_class_name = f"{class_name}_{field_name}"
+ nested_class = cls.create_model_class(nested_class_name, field_value)
+ new_fields[field_name] = (nested_class, ...)
+ else:
+ new_fields[field_name] = field_value
+
+ new_class = create_model(class_name, __validators__=validators, **new_fields)
return new_class
- def create_children_class(self, exclude=None):
+ def create_class(self, mode: str = "auto", class_name: str = None, exclude=None):
+ class_name = class_name if class_name else f"{self.key}_AN"
+ mapping = self.get_mapping(mode=mode, exclude=exclude)
+ return self.create_model_class(class_name, mapping)
+
+ def _create_children_class(self, exclude=None):
"""使用object内有的字段直接生成model_class"""
class_name = f"{self.key}_AN"
- mapping = self.get_children_mapping(exclude=exclude)
+ mapping = self._get_children_mapping(exclude=exclude)
return self.create_model_class(class_name, mapping)
def to_dict(self, format_func=None, mode="auto", exclude=None) -> Dict:
"""将当前节点与子节点都按照node: format的格式组织成字典"""
+ nodes = self._to_dict(format_func=format_func, mode=mode, exclude=exclude)
+ if not isinstance(nodes, dict):
+ nodes = {self.key: nodes}
+ return nodes
- # 如果没有提供格式化函数，使用默认的格式化方式
+ def _to_dict(self, format_func=None, mode="auto", exclude=None) -> Dict:
+ """将当前节点与子节点都按照node: format的格式组织成字典"""
+
+ # 如果没有提供格式化函数，则使用默认的格式化函数
if format_func is None:
- format_func = lambda node: f"{node.instruction}"
+ format_func = lambda node: node.instruction
# 使用提供的格式化函数来格式化当前节点的值
formatted_value = format_func(self)
# 创建当前节点的键值对
- if mode == "children" or (mode == "auto" and self.children):
- node_dict = {}
+ if (mode == "children" or mode == "auto") and self.children:
+ node_value = {}
else:
- node_dict = {self.key: formatted_value}
+ node_value = formatted_value
if mode == "root":
- return node_dict
+ return {self.key: node_value}
- # 遍历子节点并递归调用 to_dict 方法
+ # 递归处理子节点
exclude = exclude or []
- for _, child_node in self.children.items():
- if child_node.key in exclude:
+ for child_key, child_node in self.children.items():
+ if child_key in exclude:
continue
- node_dict.update(child_node.to_dict(format_func))
+ # 递归调用 to_dict 方法并更新节点字典
+ child_dict = child_node._to_dict(format_func, mode, exclude)
+ node_value[child_key] = child_dict
- return node_dict
+ return node_value
+
+ def update_instruct_content(self, incre_data: dict[str, Any]):
+ assert self.instruct_content
+ origin_sc_dict = self.instruct_content.model_dump()
+ origin_sc_dict.update(incre_data)
+ output_class = self.create_class()
+ self.instruct_content = output_class(**origin_sc_dict)
+
+ def keys(self, mode: str = "auto") -> list:
+ if mode == "children" or (mode == "auto" and self.children):
+ keys = []
+ else:
+ keys = [self.key]
+ if mode == "root":
+ return keys
+
+ for _, child_node in self.children.items():
+ keys.append(child_node.key)
+ return keys
def compile_to(self, i: Dict, schema, kv_sep) -> str:
if schema == "json":
@@ -234,6 +376,17 @@ class ActionNode:
if schema == "raw":
return context + "\n\n## Actions\n" + LANGUAGE_CONSTRAINT + "\n" + self.instruction
+ ### 直接使用 pydantic BaseModel 生成 instruction 与 example，仅限 JSON
+ # child_class = self._create_children_class()
+ # node_schema = child_class.model_json_schema()
+ # defaults = {
+ # k: str(v)
+ # for k, v in child_class.model_fields.items()
+ # if k not in exclude
+ # }
+ # instruction = node_schema
+ # example = json.dumps(defaults, indent=4)
+
# FIXME: json instruction会带来格式问题，如："Project name": "web_2048 # 项目名称使用下划线",
# compile example暂时不支持markdown
instruction = self.compile_instruction(schema="markdown", mode=mode, exclude=exclude)
@@ -260,12 +413,13 @@ class ActionNode:
prompt: str,
output_class_name: str,
output_data_mapping: dict,
+ images: Optional[Union[str, list[str]]] = None,
system_msgs: Optional[list[str]] = None,
schema="markdown", # compatible to original format
- timeout=CONFIG.timeout,
+ timeout=3,
) -> (str, BaseModel):
"""Use ActionOutput to wrap the output of aask"""
- content = await self.llm.aask(prompt, system_msgs, timeout=timeout)
+ content = await self.llm.aask(prompt, system_msgs, images=images, timeout=timeout)
logger.debug(f"llm raw output:\n{content}")
output_class = self.create_model_class(output_class_name, output_data_mapping)
@@ -294,13 +448,15 @@ class ActionNode:
def set_context(self, context):
self.set_recursive("context", context)
- async def simple_fill(self, schema, mode, timeout=CONFIG.timeout, exclude=None):
+ async def simple_fill(self, schema, mode, images: Optional[Union[str, list[str]]] = None, timeout=3, exclude=None):
prompt = self.compile(context=self.context, schema=schema, mode=mode, exclude=exclude)
if schema != "raw":
mapping = self.get_mapping(mode, exclude=exclude)
class_name = f"{self.key}_AN"
- content, scontent = await self._aask_v1(prompt, class_name, mapping, schema=schema, timeout=timeout)
+ content, scontent = await self._aask_v1(
+ prompt, class_name, mapping, images=images, schema=schema, timeout=timeout
+ )
self.content = content
self.instruct_content = scontent
else:
@@ -309,7 +465,17 @@ class ActionNode:
return self
- async def fill(self, context, llm, schema="json", mode="auto", strgy="simple", timeout=CONFIG.timeout, exclude=[]):
+ async def fill(
+ self,
+ context,
+ llm,
+ schema="json",
+ mode="auto",
+ strgy="simple",
+ images: Optional[Union[str, list[str]]] = None,
+ timeout=3,
+ exclude=[],
+ ):
"""Fill the node(s) with mode.
:param context: Everything we should know when filling node.
@@ -325,6 +491,7 @@ class ActionNode:
:param strgy: simple/complex
- simple: run only once
- complex: run each node
+ :param images: the list of image url or base64 for gpt4-v
:param timeout: Timeout for llm invocation.
:param exclude: The keys of ActionNode to exclude.
:return: self
@@ -335,15 +502,219 @@ class ActionNode:
schema = self.schema
if strgy == "simple":
- return await self.simple_fill(schema=schema, mode=mode, timeout=timeout, exclude=exclude)
+ return await self.simple_fill(schema=schema, mode=mode, images=images, timeout=timeout, exclude=exclude)
elif strgy == "complex":
# 这里隐式假设了拥有children
tmp = {}
for _, i in self.children.items():
if exclude and i.key in exclude:
continue
- child = await i.simple_fill(schema=schema, mode=mode, timeout=timeout, exclude=exclude)
- tmp.update(child.instruct_content.dict())
- cls = self.create_children_class()
+ child = await i.simple_fill(schema=schema, mode=mode, images=images, timeout=timeout, exclude=exclude)
+ tmp.update(child.instruct_content.model_dump())
+ cls = self._create_children_class()
self.instruct_content = cls(**tmp)
return self
+
+ async def human_review(self) -> dict[str, str]:
+ review_comments = HumanInteraction().interact_with_instruct_content(
+ instruct_content=self.instruct_content, interact_type="review"
+ )
+
+ return review_comments
+
+ def _makeup_nodes_output_with_req(self) -> dict[str, str]:
+ instruct_content_dict = self.instruct_content.model_dump()
+ nodes_output = {}
+ for key, value in instruct_content_dict.items():
+ child = self.get_child(key)
+ nodes_output[key] = {"value": value, "requirement": child.instruction if child else self.instruction}
+ return nodes_output
+
+ async def auto_review(self, template: str = REVIEW_TEMPLATE) -> dict[str, str]:
+ """use key's output value and its instruction to review the modification comment"""
+ nodes_output = self._makeup_nodes_output_with_req()
+ """nodes_output format:
+ {
+ "key": {"value": "output value", "requirement": "key instruction"}
+ }
+ """
+ if not nodes_output:
+ return dict()
+
+ prompt = template.format(
+ nodes_output=json.dumps(nodes_output, ensure_ascii=False),
+ tag=TAG,
+ constraint=FORMAT_CONSTRAINT,
+ prompt_schema="json",
+ )
+
+ content = await self.llm.aask(prompt)
+ # Extract the dict of mismatch key and its comment. Due to the mismatch keys are unknown, here use the keys
+ # of ActionNode to judge if exist in `content` and then follow the `data_mapping` method to create model class.
+ keys = self.keys()
+ include_keys = []
+ for key in keys:
+ if f'"{key}":' in content:
+ include_keys.append(key)
+ if not include_keys:
+ return dict()
+
+ exclude_keys = list(set(keys).difference(include_keys))
+ output_class_name = f"{self.key}_AN_REVIEW"
+ output_class = self.create_class(class_name=output_class_name, exclude=exclude_keys)
+ parsed_data = llm_output_postprocess(
+ output=content, schema=output_class.model_json_schema(), req_key=f"[/{TAG}]"
+ )
+ instruct_content = output_class(**parsed_data)
+ return instruct_content.model_dump()
+
+ async def simple_review(self, review_mode: ReviewMode = ReviewMode.AUTO):
+ # generate review comments
+ if review_mode == ReviewMode.HUMAN:
+ review_comments = await self.human_review()
+ else:
+ review_comments = await self.auto_review()
+
+ if not review_comments:
+ logger.warning("There are no review comments")
+ return review_comments
+
+ async def review(self, strgy: str = "simple", review_mode: ReviewMode = ReviewMode.AUTO):
+ """only give the review comment of each exist and mismatch key
+
+ :param strgy: simple/complex
+ - simple: run only once
+ - complex: run each node
+ """
+ if not hasattr(self, "llm"):
+ raise RuntimeError("use `review` after `fill`")
+ assert review_mode in ReviewMode
+ assert self.instruct_content, 'review only support with `schema != "raw"`'
+
+ if strgy == "simple":
+ review_comments = await self.simple_review(review_mode)
+ elif strgy == "complex":
+ # review each child node one-by-one
+ review_comments = {}
+ for _, child in self.children.items():
+ child_review_comment = await child.simple_review(review_mode)
+ review_comments.update(child_review_comment)
+
+ return review_comments
+
+ async def human_revise(self) -> dict[str, str]:
+ review_contents = HumanInteraction().interact_with_instruct_content(
+ instruct_content=self.instruct_content, mapping=self.get_mapping(mode="auto"), interact_type="revise"
+ )
+ # re-fill the ActionNode
+ self.update_instruct_content(review_contents)
+ return review_contents
+
+ def _makeup_nodes_output_with_comment(self, review_comments: dict[str, str]) -> dict[str, str]:
+ instruct_content_dict = self.instruct_content.model_dump()
+ nodes_output = {}
+ for key, value in instruct_content_dict.items():
+ if key in review_comments:
+ nodes_output[key] = {"value": value, "comment": review_comments[key]}
+ return nodes_output
+
+ async def auto_revise(
+ self, revise_mode: ReviseMode = ReviseMode.AUTO, template: str = REVISE_TEMPLATE
+ ) -> dict[str, str]:
+ """revise the value of incorrect keys"""
+ # generate review comments
+ if revise_mode == ReviseMode.AUTO:
+ review_comments: dict = await self.auto_review()
+ elif revise_mode == ReviseMode.HUMAN_REVIEW:
+ review_comments: dict = await self.human_review()
+
+ include_keys = list(review_comments.keys())
+
+ # generate revise content, two-steps
+ # step1, find the needed revise keys from review comments to makeup prompt template
+ nodes_output = self._makeup_nodes_output_with_comment(review_comments)
+ keys = self.keys()
+ exclude_keys = list(set(keys).difference(include_keys))
+ example = self.compile_example(schema="json", mode="auto", tag=TAG, exclude=exclude_keys)
+ instruction = self.compile_instruction(schema="markdown", mode="auto", exclude=exclude_keys)
+
+ prompt = template.format(
+ nodes_output=json.dumps(nodes_output, ensure_ascii=False),
+ example=example,
+ instruction=instruction,
+ constraint=FORMAT_CONSTRAINT,
+ prompt_schema="json",
+ )
+
+ # step2, use `_aask_v1` to get revise structure result
+ output_mapping = self.get_mapping(mode="auto", exclude=exclude_keys)
+ output_class_name = f"{self.key}_AN_REVISE"
+ content, scontent = await self._aask_v1(
+ prompt=prompt, output_class_name=output_class_name, output_data_mapping=output_mapping, schema="json"
+ )
+
+ # re-fill the ActionNode
+ sc_dict = scontent.model_dump()
+ self.update_instruct_content(sc_dict)
+ return sc_dict
+
+ async def simple_revise(self, revise_mode: ReviseMode = ReviseMode.AUTO) -> dict[str, str]:
+ if revise_mode == ReviseMode.HUMAN:
+ revise_contents = await self.human_revise()
+ else:
+ revise_contents = await self.auto_revise(revise_mode)
+
+ return revise_contents
+
+ async def revise(self, strgy: str = "simple", revise_mode: ReviseMode = ReviseMode.AUTO) -> dict[str, str]:
+ """revise the content of ActionNode and update the instruct_content
+
+ :param strgy: simple/complex
+ - simple: run only once
+ - complex: run each node
+ """
+ if not hasattr(self, "llm"):
+ raise RuntimeError("use `revise` after `fill`")
+ assert revise_mode in ReviseMode
+ assert self.instruct_content, 'revise only support with `schema != "raw"`'
+
+ if strgy == "simple":
+ revise_contents = await self.simple_revise(revise_mode)
+ elif strgy == "complex":
+ # revise each child node one-by-one
+ revise_contents = {}
+ for _, child in self.children.items():
+ child_revise_content = await child.simple_revise(revise_mode)
+ revise_contents.update(child_revise_content)
+ self.update_instruct_content(revise_contents)
+
+ return revise_contents
+
+ @classmethod
+ def from_pydantic(cls, model: Type[BaseModel], key: str = None):
+ """
+ Creates an ActionNode tree from a Pydantic model.
+
+ Args:
+ model (Type[BaseModel]): The Pydantic model to convert.
+
+ Returns:
+ ActionNode: The root node of the created ActionNode tree.
+ """
+ key = key or model.__name__
+ root_node = cls(key=key, expected_type=Type[model], instruction="", example="")
+
+ for field_name, field_info in model.model_fields.items():
+ field_type = field_info.annotation
+ description = field_info.description
+ default = field_info.default
+
+ # Recursively handle nested models if needed
+ if not isinstance(field_type, typing._GenericAlias) and issubclass(field_type, BaseModel):
+ child_node = cls.from_pydantic(field_type, key=field_name)
+ else:
+ child_node = cls(key=field_name, expected_type=field_type, instruction=description, example=default)
+
+ root_node.add_child(child_node)
+
+ return root_node
diff --git a/metagpt/actions/action_outcls_registry.py b/metagpt/actions/action_outcls_registry.py
new file mode 100644
index 000000000..6baa4cea9
--- /dev/null
+++ b/metagpt/actions/action_outcls_registry.py
@@ -0,0 +1,42 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : registry to store Dynamic Model from ActionNode.create_model_class to keep it as same Class
+# with same class name and mapping
+
+from functools import wraps
+
+action_outcls_registry = dict()
+
+
+def register_action_outcls(func):
+ """
+ Due to `create_model` return different Class even they have same class name and mapping.
+ In order to do a comparison, use outcls_id to identify same Class with same class name and field definition
+ """
+
+ @wraps(func)
+ def decorater(*args, **kwargs):
+ """
+ arr example
+ [, 'test', {'field': (str, Ellipsis)}]
+ """
+ arr = list(args) + list(kwargs.values())
+ """
+ outcls_id example
+ "_test_{'field': (str, Ellipsis)}"
+ """
+ for idx, item in enumerate(arr):
+ if isinstance(item, dict):
+ arr[idx] = dict(sorted(item.items()))
+ outcls_id = "_".join([str(i) for i in arr])
+ # eliminate typing influence
+ outcls_id = outcls_id.replace("typing.List", "list").replace("typing.Dict", "dict")
+
+ if outcls_id in action_outcls_registry:
+ return action_outcls_registry[outcls_id]
+
+ out_cls = func(*args, **kwargs)
+ action_outcls_registry[outcls_id] = out_cls
+ return out_cls
+
+ return decorater
diff --git a/metagpt/actions/debug_error.py b/metagpt/actions/debug_error.py
index 34f784072..5ed31bed8 100644
--- a/metagpt/actions/debug_error.py
+++ b/metagpt/actions/debug_error.py
@@ -13,12 +13,9 @@ import re
from pydantic import Field
from metagpt.actions.action import Action
-from metagpt.config import CONFIG
-from metagpt.const import TEST_CODES_FILE_REPO, TEST_OUTPUTS_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import RunCodeContext, RunCodeResult
from metagpt.utils.common import CodeParser
-from metagpt.utils.file_repository import FileRepository
PROMPT_TEMPLATE = """
NOTICE
@@ -49,13 +46,10 @@ Now you should start rewriting the code:
class DebugError(Action):
- name: str = "DebugError"
- context: RunCodeContext = Field(default_factory=RunCodeContext)
+ i_context: RunCodeContext = Field(default_factory=RunCodeContext)
async def run(self, *args, **kwargs) -> str:
- output_doc = await FileRepository.get_file(
- filename=self.context.output_filename, relative_path=TEST_OUTPUTS_FILE_REPO
- )
+ output_doc = await self.repo.test_outputs.get(filename=self.i_context.output_filename)
if not output_doc:
return ""
output_detail = RunCodeResult.loads(output_doc.content)
@@ -64,15 +58,13 @@ class DebugError(Action):
if matches:
return ""
- logger.info(f"Debug and rewrite {self.context.test_filename}")
- code_doc = await FileRepository.get_file(
- filename=self.context.code_filename, relative_path=CONFIG.src_workspace
+ logger.info(f"Debug and rewrite {self.i_context.test_filename}")
+ code_doc = await self.repo.with_src_path(self.context.src_workspace).srcs.get(
+ filename=self.i_context.code_filename
)
if not code_doc:
return ""
- test_doc = await FileRepository.get_file(
- filename=self.context.test_filename, relative_path=TEST_CODES_FILE_REPO
- )
+ test_doc = await self.repo.tests.get(filename=self.i_context.test_filename)
if not test_doc:
return ""
prompt = PROMPT_TEMPLATE.format(code=code_doc.content, test_code=test_doc.content, logs=output_detail.stderr)
diff --git a/metagpt/actions/design_api.py b/metagpt/actions/design_api.py
index 2574550e4..e5f038c7c 100644
--- a/metagpt/actions/design_api.py
+++ b/metagpt/actions/design_api.py
@@ -14,18 +14,17 @@ from pathlib import Path
from typing import Optional
from metagpt.actions import Action, ActionOutput
-from metagpt.actions.design_api_an import DESIGN_API_NODE
-from metagpt.config import CONFIG
-from metagpt.const import (
- DATA_API_DESIGN_FILE_REPO,
- PRDS_FILE_REPO,
- SEQ_FLOW_FILE_REPO,
- SYSTEM_DESIGN_FILE_REPO,
- SYSTEM_DESIGN_PDF_FILE_REPO,
+from metagpt.actions.design_api_an import (
+ DATA_STRUCTURES_AND_INTERFACES,
+ DESIGN_API_NODE,
+ PROGRAM_CALL_FLOW,
+ REFINED_DATA_STRUCTURES_AND_INTERFACES,
+ REFINED_DESIGN_NODE,
+ REFINED_PROGRAM_CALL_FLOW,
)
+from metagpt.const import DATA_API_DESIGN_FILE_REPO, SEQ_FLOW_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import Document, Documents, Message
-from metagpt.utils.file_repository import FileRepository
from metagpt.utils.mermaid import mermaid_to_file
NEW_REQ_TEMPLATE = """
@@ -39,36 +38,30 @@ NEW_REQ_TEMPLATE = """
class WriteDesign(Action):
name: str = ""
- context: Optional[str] = None
+ i_context: Optional[str] = None
desc: str = (
"Based on the PRD, think about the system design, and design the corresponding APIs, "
"data structures, library tables, processes, and paths. Please provide your design, feedback "
"clearly and in detail."
)
- async def run(self, with_messages: Message, schema: str = CONFIG.prompt_schema):
- # Use `git status` to identify which PRD documents have been modified in the `docs/prds` directory.
- prds_file_repo = CONFIG.git_repo.new_file_repository(PRDS_FILE_REPO)
- changed_prds = prds_file_repo.changed_files
+ async def run(self, with_messages: Message, schema: str = None):
+ # Use `git status` to identify which PRD documents have been modified in the `docs/prd` directory.
+ changed_prds = self.repo.docs.prd.changed_files
# Use `git status` to identify which design documents in the `docs/system_designs` directory have undergone
# changes.
- system_design_file_repo = CONFIG.git_repo.new_file_repository(SYSTEM_DESIGN_FILE_REPO)
- changed_system_designs = system_design_file_repo.changed_files
+ changed_system_designs = self.repo.docs.system_design.changed_files
# For those PRDs and design documents that have undergone changes, regenerate the design content.
changed_files = Documents()
for filename in changed_prds.keys():
- doc = await self._update_system_design(
- filename=filename, prds_file_repo=prds_file_repo, system_design_file_repo=system_design_file_repo
- )
+ doc = await self._update_system_design(filename=filename)
changed_files.docs[filename] = doc
for filename in changed_system_designs.keys():
if filename in changed_files.docs:
continue
- doc = await self._update_system_design(
- filename=filename, prds_file_repo=prds_file_repo, system_design_file_repo=system_design_file_repo
- )
+ doc = await self._update_system_design(filename=filename)
changed_files.docs[filename] = doc
if not changed_files.docs:
logger.info("Nothing has changed.")
@@ -76,61 +69,52 @@ class WriteDesign(Action):
# leaving room for global optimization in subsequent steps.
return ActionOutput(content=changed_files.model_dump_json(), instruct_content=changed_files)
- async def _new_system_design(self, context, schema=CONFIG.prompt_schema):
- node = await DESIGN_API_NODE.fill(context=context, llm=self.llm, schema=schema)
+ async def _new_system_design(self, context):
+ node = await DESIGN_API_NODE.fill(context=context, llm=self.llm)
return node
- async def _merge(self, prd_doc, system_design_doc, schema=CONFIG.prompt_schema):
+ async def _merge(self, prd_doc, system_design_doc):
context = NEW_REQ_TEMPLATE.format(old_design=system_design_doc.content, context=prd_doc.content)
- node = await DESIGN_API_NODE.fill(context=context, llm=self.llm, schema=schema)
+ node = await REFINED_DESIGN_NODE.fill(context=context, llm=self.llm)
system_design_doc.content = node.instruct_content.model_dump_json()
return system_design_doc
- async def _update_system_design(self, filename, prds_file_repo, system_design_file_repo) -> Document:
- prd = await prds_file_repo.get(filename)
- old_system_design_doc = await system_design_file_repo.get(filename)
+ async def _update_system_design(self, filename) -> Document:
+ prd = await self.repo.docs.prd.get(filename)
+ old_system_design_doc = await self.repo.docs.system_design.get(filename)
if not old_system_design_doc:
system_design = await self._new_system_design(context=prd.content)
- doc = Document(
- root_path=SYSTEM_DESIGN_FILE_REPO,
+ doc = await self.repo.docs.system_design.save(
filename=filename,
content=system_design.instruct_content.model_dump_json(),
+ dependencies={prd.root_relative_path},
)
else:
doc = await self._merge(prd_doc=prd, system_design_doc=old_system_design_doc)
- await system_design_file_repo.save(
- filename=filename, content=doc.content, dependencies={prd.root_relative_path}
- )
+ await self.repo.docs.system_design.save_doc(doc=doc, dependencies={prd.root_relative_path})
await self._save_data_api_design(doc)
await self._save_seq_flow(doc)
- await self._save_pdf(doc)
+ await self.repo.resources.system_design.save_pdf(doc=doc)
return doc
- @staticmethod
- async def _save_data_api_design(design_doc):
+ async def _save_data_api_design(self, design_doc):
m = json.loads(design_doc.content)
- data_api_design = m.get("Data structures and interfaces")
+ data_api_design = m.get(DATA_STRUCTURES_AND_INTERFACES.key) or m.get(REFINED_DATA_STRUCTURES_AND_INTERFACES.key)
if not data_api_design:
return
- pathname = CONFIG.git_repo.workdir / DATA_API_DESIGN_FILE_REPO / Path(design_doc.filename).with_suffix("")
- await WriteDesign._save_mermaid_file(data_api_design, pathname)
+ pathname = self.repo.workdir / DATA_API_DESIGN_FILE_REPO / Path(design_doc.filename).with_suffix("")
+ await self._save_mermaid_file(data_api_design, pathname)
logger.info(f"Save class view to {str(pathname)}")
- @staticmethod
- async def _save_seq_flow(design_doc):
+ async def _save_seq_flow(self, design_doc):
m = json.loads(design_doc.content)
- seq_flow = m.get("Program call flow")
+ seq_flow = m.get(PROGRAM_CALL_FLOW.key) or m.get(REFINED_PROGRAM_CALL_FLOW.key)
if not seq_flow:
return
- pathname = CONFIG.git_repo.workdir / Path(SEQ_FLOW_FILE_REPO) / Path(design_doc.filename).with_suffix("")
- await WriteDesign._save_mermaid_file(seq_flow, pathname)
+ pathname = self.repo.workdir / Path(SEQ_FLOW_FILE_REPO) / Path(design_doc.filename).with_suffix("")
+ await self._save_mermaid_file(seq_flow, pathname)
logger.info(f"Saving sequence flow to {str(pathname)}")
- @staticmethod
- async def _save_pdf(design_doc):
- await FileRepository.save_as(doc=design_doc, with_suffix=".md", relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)
-
- @staticmethod
- async def _save_mermaid_file(data: str, pathname: Path):
+ async def _save_mermaid_file(self, data: str, pathname: Path):
pathname.parent.mkdir(parents=True, exist_ok=True)
- await mermaid_to_file(data, pathname)
+ await mermaid_to_file(self.config.mermaid.engine, data, pathname)
diff --git a/metagpt/actions/design_api_an.py b/metagpt/actions/design_api_an.py
index 3737203cf..5977cbd95 100644
--- a/metagpt/actions/design_api_an.py
+++ b/metagpt/actions/design_api_an.py
@@ -17,6 +17,15 @@ IMPLEMENTATION_APPROACH = ActionNode(
example="We will ...",
)
+REFINED_IMPLEMENTATION_APPROACH = ActionNode(
+ key="Refined Implementation Approach",
+ expected_type=str,
+ instruction="Update and extend the original implementation approach to reflect the evolving challenges and "
+ "requirements due to incremental development. Outline the steps involved in the implementation process with the "
+ "detailed strategies.",
+ example="We will refine ...",
+)
+
PROJECT_NAME = ActionNode(
key="Project name", expected_type=str, instruction="The project name with underline", example="game_2048"
)
@@ -28,6 +37,14 @@ FILE_LIST = ActionNode(
example=["main.py", "game.py"],
)
+REFINED_FILE_LIST = ActionNode(
+ key="Refined File list",
+ expected_type=List[str],
+ instruction="Update and expand the original file list including only relative paths. Up to 2 files can be added."
+ "Ensure that the refined file list reflects the evolving structure of the project.",
+ example=["main.py", "game.py", "new_feature.py"],
+)
+
DATA_STRUCTURES_AND_INTERFACES = ActionNode(
key="Data structures and interfaces",
expected_type=str,
@@ -37,6 +54,16 @@ DATA_STRUCTURES_AND_INTERFACES = ActionNode(
example=MMC1,
)
+REFINED_DATA_STRUCTURES_AND_INTERFACES = ActionNode(
+ key="Refined Data structures and interfaces",
+ expected_type=str,
+ instruction="Update and extend the existing mermaid classDiagram code syntax to incorporate new classes, "
+ "methods (including __init__), and functions with precise type annotations. Delineate additional "
+ "relationships between classes, ensuring clarity and adherence to PEP8 standards."
+ "Retain content that is not related to incremental development but important for consistency and clarity.",
+ example=MMC1,
+)
+
PROGRAM_CALL_FLOW = ActionNode(
key="Program call flow",
expected_type=str,
@@ -45,6 +72,16 @@ PROGRAM_CALL_FLOW = ActionNode(
example=MMC2,
)
+REFINED_PROGRAM_CALL_FLOW = ActionNode(
+ key="Refined Program call flow",
+ expected_type=str,
+ instruction="Extend the existing sequenceDiagram code syntax with detailed information, accurately covering the"
+ "CRUD and initialization of each object. Ensure correct syntax usage and reflect the incremental changes introduced"
+ "in the classes and API defined above. "
+ "Retain content that is not related to incremental development but important for consistency and clarity.",
+ example=MMC2,
+)
+
ANYTHING_UNCLEAR = ActionNode(
key="Anything UNCLEAR",
expected_type=str,
@@ -61,4 +98,13 @@ NODES = [
ANYTHING_UNCLEAR,
]
+REFINED_NODES = [
+ REFINED_IMPLEMENTATION_APPROACH,
+ REFINED_FILE_LIST,
+ REFINED_DATA_STRUCTURES_AND_INTERFACES,
+ REFINED_PROGRAM_CALL_FLOW,
+ ANYTHING_UNCLEAR,
+]
+
DESIGN_API_NODE = ActionNode.from_children("DesignAPI", NODES)
+REFINED_DESIGN_NODE = ActionNode.from_children("RefinedDesignAPI", REFINED_NODES)
diff --git a/metagpt/actions/design_api_review.py b/metagpt/actions/design_api_review.py
index fb1b92d85..ccd01a4c3 100644
--- a/metagpt/actions/design_api_review.py
+++ b/metagpt/actions/design_api_review.py
@@ -13,7 +13,7 @@ from metagpt.actions.action import Action
class DesignReview(Action):
name: str = "DesignReview"
- context: Optional[str] = None
+ i_context: Optional[str] = None
async def run(self, prd, api_design):
prompt = (
diff --git a/metagpt/actions/di/__init__.py b/metagpt/actions/di/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/metagpt/actions/di/ask_review.py b/metagpt/actions/di/ask_review.py
new file mode 100644
index 000000000..041011e80
--- /dev/null
+++ b/metagpt/actions/di/ask_review.py
@@ -0,0 +1,62 @@
+from __future__ import annotations
+
+from typing import Tuple
+
+from metagpt.actions import Action
+from metagpt.logs import logger
+from metagpt.schema import Message, Plan
+
+
+class ReviewConst:
+ TASK_REVIEW_TRIGGER = "task"
+ CODE_REVIEW_TRIGGER = "code"
+ CONTINUE_WORDS = ["confirm", "continue", "c", "yes", "y"]
+ CHANGE_WORDS = ["change"]
+ EXIT_WORDS = ["exit"]
+ TASK_REVIEW_INSTRUCTION = (
+ f"If you want to change, add, delete a task or merge tasks in the plan, say '{CHANGE_WORDS[0]} task task_id or current task, ... (things to change)' "
+ f"If you confirm the output from the current task and wish to continue, type: {CONTINUE_WORDS[0]}"
+ )
+ CODE_REVIEW_INSTRUCTION = (
+ f"If you want the codes to be rewritten, say '{CHANGE_WORDS[0]} ... (your change advice)' "
+ f"If you want to leave it as is, type: {CONTINUE_WORDS[0]} or {CONTINUE_WORDS[1]}"
+ )
+ EXIT_INSTRUCTION = f"If you want to terminate the process, type: {EXIT_WORDS[0]}"
+
+
+class AskReview(Action):
+ async def run(
+ self, context: list[Message] = [], plan: Plan = None, trigger: str = ReviewConst.TASK_REVIEW_TRIGGER
+ ) -> Tuple[str, bool]:
+ if plan:
+ logger.info("Current overall plan:")
+ logger.info(
+ "\n".join(
+ [f"{task.task_id}: {task.instruction}, is_finished: {task.is_finished}" for task in plan.tasks]
+ )
+ )
+
+ logger.info("Most recent context:")
+ latest_action = context[-1].cause_by if context and context[-1].cause_by else ""
+ review_instruction = (
+ ReviewConst.TASK_REVIEW_INSTRUCTION
+ if trigger == ReviewConst.TASK_REVIEW_TRIGGER
+ else ReviewConst.CODE_REVIEW_INSTRUCTION
+ )
+ prompt = (
+ f"This is a <{trigger}> review. Please review output from {latest_action}\n"
+ f"{review_instruction}\n"
+ f"{ReviewConst.EXIT_INSTRUCTION}\n"
+ "Please type your review below:\n"
+ )
+
+ rsp = input(prompt)
+
+ if rsp.lower() in ReviewConst.EXIT_WORDS:
+ exit()
+
+ # Confirmation can be one of "confirm", "continue", "c", "yes", "y" exactly, or sentences containing "confirm".
+ # One could say "confirm this task, but change the next task to ..."
+ confirmed = rsp.lower() in ReviewConst.CONTINUE_WORDS or ReviewConst.CONTINUE_WORDS[0] in rsp.lower()
+
+ return rsp, confirmed
diff --git a/metagpt/actions/di/execute_nb_code.py b/metagpt/actions/di/execute_nb_code.py
new file mode 100644
index 000000000..0cf16b70f
--- /dev/null
+++ b/metagpt/actions/di/execute_nb_code.py
@@ -0,0 +1,256 @@
+# -*- encoding: utf-8 -*-
+"""
+@Date : 2023/11/17 14:22:15
+@Author : orange-crow
+@File : execute_nb_code.py
+"""
+from __future__ import annotations
+
+import asyncio
+import base64
+import re
+from typing import Literal, Tuple
+
+import nbformat
+from nbclient import NotebookClient
+from nbclient.exceptions import CellTimeoutError, DeadKernelError
+from nbformat import NotebookNode
+from nbformat.v4 import new_code_cell, new_markdown_cell, new_output
+from rich.box import MINIMAL
+from rich.console import Console, Group
+from rich.live import Live
+from rich.markdown import Markdown
+from rich.panel import Panel
+from rich.syntax import Syntax
+
+from metagpt.actions import Action
+from metagpt.logs import logger
+
+
+class ExecuteNbCode(Action):
+ """execute notebook code block, return result to llm, and display it."""
+
+ nb: NotebookNode
+ nb_client: NotebookClient
+ console: Console
+ interaction: str
+ timeout: int = 600
+
+ def __init__(
+ self,
+ nb=nbformat.v4.new_notebook(),
+ timeout=600,
+ ):
+ super().__init__(
+ nb=nb,
+ nb_client=NotebookClient(nb, timeout=timeout),
+ timeout=timeout,
+ console=Console(),
+ interaction=("ipython" if self.is_ipython() else "terminal"),
+ )
+
+ async def build(self):
+ if self.nb_client.kc is None or not await self.nb_client.kc.is_alive():
+ self.nb_client.create_kernel_manager()
+ self.nb_client.start_new_kernel()
+ self.nb_client.start_new_kernel_client()
+
+ async def terminate(self):
+ """kill NotebookClient"""
+ if self.nb_client.km is not None and await self.nb_client.km.is_alive():
+ await self.nb_client.km.shutdown_kernel(now=True)
+ await self.nb_client.km.cleanup_resources()
+
+ channels = [
+ self.nb_client.kc.stdin_channel, # The channel for handling standard input to the kernel.
+ self.nb_client.kc.hb_channel, # The channel for heartbeat communication between the kernel and client.
+ self.nb_client.kc.control_channel, # The channel for controlling the kernel.
+ ]
+
+ # Stops all the running channels for this kernel
+ for channel in channels:
+ if channel.is_alive():
+ channel.stop()
+
+ self.nb_client.kc = None
+ self.nb_client.km = None
+
+ async def reset(self):
+ """reset NotebookClient"""
+ await self.terminate()
+
+ # sleep 1s to wait for the kernel to be cleaned up completely
+ await asyncio.sleep(1)
+ await self.build()
+ self.nb_client = NotebookClient(self.nb, timeout=self.timeout)
+
+ def add_code_cell(self, code: str):
+ self.nb.cells.append(new_code_cell(source=code))
+
+ def add_markdown_cell(self, markdown: str):
+ self.nb.cells.append(new_markdown_cell(source=markdown))
+
+ def _display(self, code: str, language: Literal["python", "markdown"] = "python"):
+ if language == "python":
+ code = Syntax(code, "python", theme="paraiso-dark", line_numbers=True)
+ self.console.print(code)
+ elif language == "markdown":
+ display_markdown(code)
+ else:
+ raise ValueError(f"Only support for python, markdown, but got {language}")
+
+ def add_output_to_cell(self, cell: NotebookNode, output: str):
+ """add outputs of code execution to notebook cell."""
+ if "outputs" not in cell:
+ cell["outputs"] = []
+ else:
+ cell["outputs"].append(new_output(output_type="stream", name="stdout", text=str(output)))
+
+ def parse_outputs(self, outputs: list[str], keep_len: int = 2000) -> Tuple[bool, str]:
+ """Parses the outputs received from notebook execution."""
+ assert isinstance(outputs, list)
+ parsed_output, is_success = [], True
+ for i, output in enumerate(outputs):
+ output_text = ""
+ if output["output_type"] == "stream" and not any(
+ tag in output["text"]
+ for tag in ["| INFO | metagpt", "| ERROR | metagpt", "| WARNING | metagpt", "DEBUG"]
+ ):
+ output_text = output["text"]
+ elif output["output_type"] == "display_data":
+ if "image/png" in output["data"]:
+ self.show_bytes_figure(output["data"]["image/png"], self.interaction)
+ else:
+ logger.info(
+ f"{i}th output['data'] from nbclient outputs dont have image/png, continue next output ..."
+ )
+ elif output["output_type"] == "execute_result":
+ output_text = output["data"]["text/plain"]
+ elif output["output_type"] == "error":
+ output_text, is_success = "\n".join(output["traceback"]), False
+
+ # handle coroutines that are not executed asynchronously
+ if output_text.strip().startswith(" bool:
+ try:
+ # 如果在Jupyter Notebook中运行，__file__ 变量不存在
+ from IPython import get_ipython
+
+ if get_ipython() is not None and "IPKernelApp" in get_ipython().config:
+ return True
+ else:
+ return False
+ except NameError:
+ return False
+
+ async def run_cell(self, cell: NotebookNode, cell_index: int) -> Tuple[bool, str]:
+ """set timeout for run code.
+ returns the success or failure of the cell execution, and an optional error message.
+ """
+ try:
+ await self.nb_client.async_execute_cell(cell, cell_index)
+ return self.parse_outputs(self.nb.cells[-1].outputs)
+ except CellTimeoutError:
+ assert self.nb_client.km is not None
+ await self.nb_client.km.interrupt_kernel()
+ await asyncio.sleep(1)
+ error_msg = "Cell execution timed out: Execution exceeded the time limit and was stopped; consider optimizing your code for better performance."
+ return False, error_msg
+ except DeadKernelError:
+ await self.reset()
+ return False, "DeadKernelError"
+ except Exception:
+ return self.parse_outputs(self.nb.cells[-1].outputs)
+
+ async def run(self, code: str, language: Literal["python", "markdown"] = "python") -> Tuple[str, bool]:
+ """
+ return the output of code execution, and a success indicator (bool) of code execution.
+ """
+ self._display(code, language)
+
+ if language == "python":
+ # add code to the notebook
+ self.add_code_cell(code=code)
+
+ # build code executor
+ await self.build()
+
+ # run code
+ cell_index = len(self.nb.cells) - 1
+ success, outputs = await self.run_cell(self.nb.cells[-1], cell_index)
+
+ if "!pip" in code:
+ success = False
+
+ return outputs, success
+
+ elif language == "markdown":
+ # add markdown content to markdown cell in a notebook.
+ self.add_markdown_cell(code)
+ # return True, beacuse there is no execution failure for markdown cell.
+ return code, True
+ else:
+ raise ValueError(f"Only support for language: python, markdown, but got {language}, ")
+
+
+def remove_escape_and_color_codes(input_str: str):
+ # 使用正则表达式去除jupyter notebook输出结果中的转义字符和颜色代码
+ # Use regular expressions to get rid of escape characters and color codes in jupyter notebook output.
+ pattern = re.compile(r"\x1b\[[0-9;]*[mK]")
+ result = pattern.sub("", input_str)
+ return result
+
+
+def display_markdown(content: str):
+ # Use regular expressions to match blocks of code one by one.
+ matches = re.finditer(r"```(.+?)```", content, re.DOTALL)
+ start_index = 0
+ content_panels = []
+ # Set the text background color and text color.
+ style = "black on white"
+ # Print the matching text and code one by one.
+ for match in matches:
+ text_content = content[start_index : match.start()].strip()
+ code_content = match.group(0).strip()[3:-3] # Remove triple backticks
+
+ if text_content:
+ content_panels.append(Panel(Markdown(text_content), style=style, box=MINIMAL))
+
+ if code_content:
+ content_panels.append(Panel(Markdown(f"```{code_content}"), style=style, box=MINIMAL))
+ start_index = match.end()
+
+ # Print remaining text (if any).
+ remaining_text = content[start_index:].strip()
+ if remaining_text:
+ content_panels.append(Panel(Markdown(remaining_text), style=style, box=MINIMAL))
+
+ # Display all panels in Live mode.
+ with Live(auto_refresh=False, console=Console(), vertical_overflow="visible") as live:
+ live.update(Group(*content_panels))
+ live.refresh()
diff --git a/metagpt/actions/di/write_analysis_code.py b/metagpt/actions/di/write_analysis_code.py
new file mode 100644
index 000000000..185926e31
--- /dev/null
+++ b/metagpt/actions/di/write_analysis_code.py
@@ -0,0 +1,73 @@
+# -*- encoding: utf-8 -*-
+"""
+@Date : 2023/11/20 13:19:39
+@Author : orange-crow
+@File : write_analysis_code.py
+"""
+from __future__ import annotations
+
+import json
+
+from metagpt.actions import Action
+from metagpt.prompts.di.write_analysis_code import (
+ CHECK_DATA_PROMPT,
+ DEBUG_REFLECTION_EXAMPLE,
+ INTERPRETER_SYSTEM_MSG,
+ REFLECTION_PROMPT,
+ REFLECTION_SYSTEM_MSG,
+ STRUCTUAL_PROMPT,
+)
+from metagpt.schema import Message, Plan
+from metagpt.utils.common import CodeParser, process_message, remove_comments
+
+
+class WriteAnalysisCode(Action):
+ async def _debug_with_reflection(self, context: list[Message], working_memory: list[Message]):
+ reflection_prompt = REFLECTION_PROMPT.format(
+ debug_example=DEBUG_REFLECTION_EXAMPLE,
+ context=context,
+ previous_impl=working_memory,
+ )
+
+ rsp = await self._aask(reflection_prompt, system_msgs=[REFLECTION_SYSTEM_MSG])
+ reflection = json.loads(CodeParser.parse_code(block=None, text=rsp))
+
+ return reflection["improved_impl"]
+
+ async def run(
+ self,
+ user_requirement: str,
+ plan_status: str = "",
+ tool_info: str = "",
+ working_memory: list[Message] = None,
+ use_reflection: bool = False,
+ **kwargs,
+ ) -> str:
+ structual_prompt = STRUCTUAL_PROMPT.format(
+ user_requirement=user_requirement,
+ plan_status=plan_status,
+ tool_info=tool_info,
+ )
+
+ working_memory = working_memory or []
+ context = process_message([Message(content=structual_prompt, role="user")] + working_memory)
+
+ # LLM call
+ if use_reflection:
+ code = await self._debug_with_reflection(context=context, working_memory=working_memory)
+ else:
+ rsp = await self.llm.aask(context, system_msgs=[INTERPRETER_SYSTEM_MSG], **kwargs)
+ code = CodeParser.parse_code(block=None, text=rsp)
+
+ return code
+
+
+class CheckData(Action):
+ async def run(self, plan: Plan) -> dict:
+ finished_tasks = plan.get_finished_tasks()
+ code_written = [remove_comments(task.code) for task in finished_tasks]
+ code_written = "\n\n".join(code_written)
+ prompt = CHECK_DATA_PROMPT.format(code_written=code_written)
+ rsp = await self._aask(prompt)
+ code = CodeParser.parse_code(block=None, text=rsp)
+ return code
diff --git a/metagpt/actions/di/write_plan.py b/metagpt/actions/di/write_plan.py
new file mode 100644
index 000000000..2dbe3f0e7
--- /dev/null
+++ b/metagpt/actions/di/write_plan.py
@@ -0,0 +1,84 @@
+# -*- encoding: utf-8 -*-
+"""
+@Date : 2023/11/20 11:24:03
+@Author : orange-crow
+@File : plan.py
+"""
+from __future__ import annotations
+
+import json
+from copy import deepcopy
+from typing import Tuple
+
+from metagpt.actions import Action
+from metagpt.logs import logger
+from metagpt.schema import Message, Plan, Task
+from metagpt.strategy.task_type import TaskType
+from metagpt.utils.common import CodeParser
+
+
+class WritePlan(Action):
+ PROMPT_TEMPLATE: str = """
+ # Context:
+ {context}
+ # Available Task Types:
+ {task_type_desc}
+ # Task:
+ Based on the context, write a plan or modify an existing plan of what you should do to achieve the goal. A plan consists of one to {max_tasks} tasks.
+ If you are modifying an existing plan, carefully follow the instruction, don't make unnecessary changes. Give the whole plan unless instructed to modify only one task of the plan.
+ If you encounter errors on the current task, revise and output the current single task only.
+ Output a list of jsons following the format:
+ ```json
+ [
+ {{
+ "task_id": str = "unique identifier for a task in plan, can be an ordinal",
+ "dependent_task_ids": list[str] = "ids of tasks prerequisite to this task",
+ "instruction": "what you should do in this task, one short phrase or sentence",
+ "task_type": "type of this task, should be one of Available Task Types",
+ }},
+ ...
+ ]
+ ```
+ """
+
+ async def run(self, context: list[Message], max_tasks: int = 5) -> str:
+ task_type_desc = "\n".join([f"- **{tt.type_name}**: {tt.value.desc}" for tt in TaskType])
+ prompt = self.PROMPT_TEMPLATE.format(
+ context="\n".join([str(ct) for ct in context]), max_tasks=max_tasks, task_type_desc=task_type_desc
+ )
+ rsp = await self._aask(prompt)
+ rsp = CodeParser.parse_code(block=None, text=rsp)
+ return rsp
+
+
+def update_plan_from_rsp(rsp: str, current_plan: Plan):
+ rsp = json.loads(rsp)
+ tasks = [Task(**task_config) for task_config in rsp]
+
+ if len(tasks) == 1 or tasks[0].dependent_task_ids:
+ if tasks[0].dependent_task_ids and len(tasks) > 1:
+ # tasks[0].dependent_task_ids means the generated tasks are not a complete plan
+ # for they depend on tasks in the current plan, in this case, we only support updating one task each time
+ logger.warning(
+ "Current plan will take only the first generated task if the generated tasks are not a complete plan"
+ )
+ # handle a single task
+ if current_plan.has_task_id(tasks[0].task_id):
+ # replace an existing task
+ current_plan.replace_task(tasks[0])
+ else:
+ # append one task
+ current_plan.append_task(tasks[0])
+
+ else:
+ # add tasks in general
+ current_plan.add_tasks(tasks)
+
+
+def precheck_update_plan_from_rsp(rsp: str, current_plan: Plan) -> Tuple[bool, str]:
+ temp_plan = deepcopy(current_plan)
+ try:
+ update_plan_from_rsp(rsp, temp_plan)
+ return True, ""
+ except Exception as e:
+ return False, e
diff --git a/metagpt/actions/execute_task.py b/metagpt/actions/execute_task.py
index 4ae4ee17b..1cc3bd699 100644
--- a/metagpt/actions/execute_task.py
+++ b/metagpt/actions/execute_task.py
@@ -13,7 +13,7 @@ from metagpt.schema import Message
class ExecuteTask(Action):
name: str = "ExecuteTask"
- context: list[Message] = []
+ i_context: list[Message] = []
async def run(self, *args, **kwargs):
pass
diff --git a/metagpt/actions/generate_questions.py b/metagpt/actions/generate_questions.py
index 8573708f2..c96a37649 100644
--- a/metagpt/actions/generate_questions.py
+++ b/metagpt/actions/generate_questions.py
@@ -1,8 +1,6 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
-@Time : 2023/9/12 17:45
-@Author : fisherdeng
@File : generate_questions.py
"""
from metagpt.actions import Action
@@ -23,5 +21,5 @@ class GenerateQuestions(Action):
name: str = "GenerateQuestions"
- async def run(self, context):
+ async def run(self, context) -> ActionNode:
return await QUESTIONS.fill(context=context, llm=self.llm)
diff --git a/metagpt/actions/invoice_ocr.py b/metagpt/actions/invoice_ocr.py
index 36570097a..7cf71a8ff 100644
--- a/metagpt/actions/invoice_ocr.py
+++ b/metagpt/actions/invoice_ocr.py
@@ -16,17 +16,14 @@ from typing import Optional
import pandas as pd
from paddleocr import PaddleOCR
-from pydantic import Field
from metagpt.actions import Action
from metagpt.const import INVOICE_OCR_TABLE_PATH
-from metagpt.llm import LLM
from metagpt.logs import logger
from metagpt.prompts.invoice_ocr import (
EXTRACT_OCR_MAIN_INFO_PROMPT,
REPLY_OCR_QUESTION_PROMPT,
)
-from metagpt.provider.base_llm import BaseLLM
from metagpt.utils.common import OutputParser
from metagpt.utils.file import File
@@ -41,7 +38,7 @@ class InvoiceOCR(Action):
"""
name: str = "InvoiceOCR"
- context: Optional[str] = None
+ i_context: Optional[str] = None
@staticmethod
async def _check_file_type(file_path: Path) -> str:
@@ -132,8 +129,7 @@ class GenerateTable(Action):
"""
name: str = "GenerateTable"
- context: Optional[str] = None
- llm: BaseLLM = Field(default_factory=LLM)
+ i_context: Optional[str] = None
language: str = "ch"
async def run(self, ocr_results: list, filename: str, *args, **kwargs) -> dict[str, str]:
@@ -176,9 +172,6 @@ class ReplyQuestion(Action):
"""
- name: str = "ReplyQuestion"
- context: Optional[str] = None
- llm: BaseLLM = Field(default_factory=LLM)
language: str = "ch"
async def run(self, query: str, ocr_result: list, *args, **kwargs) -> str:
diff --git a/metagpt/actions/prepare_documents.py b/metagpt/actions/prepare_documents.py
index 5c5798d95..ab069dc11 100644
--- a/metagpt/actions/prepare_documents.py
+++ b/metagpt/actions/prepare_documents.py
@@ -12,39 +12,41 @@ from pathlib import Path
from typing import Optional
from metagpt.actions import Action, ActionOutput
-from metagpt.config import CONFIG
-from metagpt.const import DOCS_FILE_REPO, REQUIREMENT_FILENAME
-from metagpt.schema import Document
+from metagpt.const import REQUIREMENT_FILENAME
from metagpt.utils.file_repository import FileRepository
from metagpt.utils.git_repository import GitRepository
+from metagpt.utils.project_repo import ProjectRepo
class PrepareDocuments(Action):
"""PrepareDocuments Action: initialize project folder and add new requirements to docs/requirements.txt."""
name: str = "PrepareDocuments"
- context: Optional[str] = None
+ i_context: Optional[str] = None
+
+ @property
+ def config(self):
+ return self.context.config
def _init_repo(self):
"""Initialize the Git environment."""
- if not CONFIG.project_path:
- name = CONFIG.project_name or FileRepository.new_filename()
- path = Path(CONFIG.workspace_path) / name
+ if not self.config.project_path:
+ name = self.config.project_name or FileRepository.new_filename()
+ path = Path(self.config.workspace.path) / name
else:
- path = Path(CONFIG.project_path)
- if path.exists() and not CONFIG.inc:
+ path = Path(self.config.project_path)
+ if path.exists() and not self.config.inc:
shutil.rmtree(path)
- CONFIG.project_path = path
- CONFIG.git_repo = GitRepository(local_path=path, auto_init=True)
+ self.config.project_path = path
+ self.context.git_repo = GitRepository(local_path=path, auto_init=True)
+ self.context.repo = ProjectRepo(self.context.git_repo)
async def run(self, with_messages, **kwargs):
"""Create and initialize the workspace folder, initialize the Git environment."""
self._init_repo()
# Write the newly added requirements from the main parameter idea to `docs/requirement.txt`.
- doc = Document(root_path=DOCS_FILE_REPO, filename=REQUIREMENT_FILENAME, content=with_messages[0].content)
- await FileRepository.save_file(filename=REQUIREMENT_FILENAME, content=doc.content, relative_path=DOCS_FILE_REPO)
-
+ doc = await self.repo.docs.save(filename=REQUIREMENT_FILENAME, content=with_messages[0].content)
# Send a Message notification to the WritePRD action, instructing it to process requirements using
- # `docs/requirement.txt` and `docs/prds/`.
+ # `docs/requirement.txt` and `docs/prd/`.
return ActionOutput(content=doc.content, instruct_content=doc)
diff --git a/metagpt/actions/project_management.py b/metagpt/actions/project_management.py
index e40c2034b..67a614d6f 100644
--- a/metagpt/actions/project_management.py
+++ b/metagpt/actions/project_management.py
@@ -13,23 +13,16 @@
import json
from typing import Optional
-from metagpt.actions import ActionOutput
from metagpt.actions.action import Action
-from metagpt.actions.project_management_an import PM_NODE
-from metagpt.config import CONFIG
-from metagpt.const import (
- PACKAGE_REQUIREMENTS_FILENAME,
- SYSTEM_DESIGN_FILE_REPO,
- TASK_FILE_REPO,
- TASK_PDF_FILE_REPO,
-)
+from metagpt.actions.action_output import ActionOutput
+from metagpt.actions.project_management_an import PM_NODE, REFINED_PM_NODE
+from metagpt.const import PACKAGE_REQUIREMENTS_FILENAME
from metagpt.logs import logger
from metagpt.schema import Document, Documents
-from metagpt.utils.file_repository import FileRepository
NEW_REQ_TEMPLATE = """
### Legacy Content
-{old_tasks}
+{old_task}
### New Requirements
{context}
@@ -38,30 +31,23 @@ NEW_REQ_TEMPLATE = """
class WriteTasks(Action):
name: str = "CreateTasks"
- context: Optional[str] = None
+ i_context: Optional[str] = None
- async def run(self, with_messages, schema=CONFIG.prompt_schema):
- system_design_file_repo = CONFIG.git_repo.new_file_repository(SYSTEM_DESIGN_FILE_REPO)
- changed_system_designs = system_design_file_repo.changed_files
-
- tasks_file_repo = CONFIG.git_repo.new_file_repository(TASK_FILE_REPO)
- changed_tasks = tasks_file_repo.changed_files
+ async def run(self, with_messages):
+ changed_system_designs = self.repo.docs.system_design.changed_files
+ changed_tasks = self.repo.docs.task.changed_files
change_files = Documents()
# Rewrite the system designs that have undergone changes based on the git head diff under
# `docs/system_designs/`.
for filename in changed_system_designs:
- task_doc = await self._update_tasks(
- filename=filename, system_design_file_repo=system_design_file_repo, tasks_file_repo=tasks_file_repo
- )
+ task_doc = await self._update_tasks(filename=filename)
change_files.docs[filename] = task_doc
# Rewrite the task files that have undergone changes based on the git head diff under `docs/tasks/`.
for filename in changed_tasks:
if filename in change_files.docs:
continue
- task_doc = await self._update_tasks(
- filename=filename, system_design_file_repo=system_design_file_repo, tasks_file_repo=tasks_file_repo
- )
+ task_doc = await self._update_tasks(filename=filename)
change_files.docs[filename] = task_doc
if not change_files.docs:
@@ -70,39 +56,36 @@ class WriteTasks(Action):
# global optimization in subsequent steps.
return ActionOutput(content=change_files.model_dump_json(), instruct_content=change_files)
- async def _update_tasks(self, filename, system_design_file_repo, tasks_file_repo):
- system_design_doc = await system_design_file_repo.get(filename)
- task_doc = await tasks_file_repo.get(filename)
+ async def _update_tasks(self, filename):
+ system_design_doc = await self.repo.docs.system_design.get(filename)
+ task_doc = await self.repo.docs.task.get(filename)
if task_doc:
task_doc = await self._merge(system_design_doc=system_design_doc, task_doc=task_doc)
+ await self.repo.docs.task.save_doc(doc=task_doc, dependencies={system_design_doc.root_relative_path})
else:
rsp = await self._run_new_tasks(context=system_design_doc.content)
- task_doc = Document(
- root_path=TASK_FILE_REPO, filename=filename, content=rsp.instruct_content.model_dump_json()
+ task_doc = await self.repo.docs.task.save(
+ filename=filename,
+ content=rsp.instruct_content.model_dump_json(),
+ dependencies={system_design_doc.root_relative_path},
)
- await tasks_file_repo.save(
- filename=filename, content=task_doc.content, dependencies={system_design_doc.root_relative_path}
- )
await self._update_requirements(task_doc)
- await self._save_pdf(task_doc=task_doc)
return task_doc
- async def _run_new_tasks(self, context, schema=CONFIG.prompt_schema):
- node = await PM_NODE.fill(context, self.llm, schema)
+ async def _run_new_tasks(self, context):
+ node = await PM_NODE.fill(context, self.llm, schema=self.prompt_schema)
return node
- async def _merge(self, system_design_doc, task_doc, schema=CONFIG.prompt_schema) -> Document:
- context = NEW_REQ_TEMPLATE.format(context=system_design_doc.content, old_tasks=task_doc.content)
- node = await PM_NODE.fill(context, self.llm, schema)
+ async def _merge(self, system_design_doc, task_doc) -> Document:
+ context = NEW_REQ_TEMPLATE.format(context=system_design_doc.content, old_task=task_doc.content)
+ node = await REFINED_PM_NODE.fill(context, self.llm, schema=self.prompt_schema)
task_doc.content = node.instruct_content.model_dump_json()
return task_doc
- @staticmethod
- async def _update_requirements(doc):
+ async def _update_requirements(self, doc):
m = json.loads(doc.content)
- packages = set(m.get("Required Python third-party packages", set()))
- file_repo = CONFIG.git_repo.new_file_repository()
- requirement_doc = await file_repo.get(filename=PACKAGE_REQUIREMENTS_FILENAME)
+ packages = set(m.get("Required Python packages", set()))
+ requirement_doc = await self.repo.get(filename=PACKAGE_REQUIREMENTS_FILENAME)
if not requirement_doc:
requirement_doc = Document(filename=PACKAGE_REQUIREMENTS_FILENAME, root_path=".", content="")
lines = requirement_doc.content.splitlines()
@@ -110,8 +93,4 @@ class WriteTasks(Action):
if pkg == "":
continue
packages.add(pkg)
- await file_repo.save(PACKAGE_REQUIREMENTS_FILENAME, content="\n".join(packages))
-
- @staticmethod
- async def _save_pdf(task_doc):
- await FileRepository.save_as(doc=task_doc, with_suffix=".md", relative_path=TASK_PDF_FILE_REPO)
+ await self.repo.save(filename=PACKAGE_REQUIREMENTS_FILENAME, content="\n".join(packages))
diff --git a/metagpt/actions/project_management_an.py b/metagpt/actions/project_management_an.py
index 215a67202..0417c0ce4 100644
--- a/metagpt/actions/project_management_an.py
+++ b/metagpt/actions/project_management_an.py
@@ -8,7 +8,6 @@
from typing import List
from metagpt.actions.action_node import ActionNode
-from metagpt.logs import logger
REQUIRED_PYTHON_PACKAGES = ActionNode(
key="Required Python packages",
@@ -35,6 +34,20 @@ LOGIC_ANALYSIS = ActionNode(
],
)
+REFINED_LOGIC_ANALYSIS = ActionNode(
+ key="Refined Logic Analysis",
+ expected_type=List[List[str]],
+ instruction="Review and refine the logic analysis by merging the Legacy Content and Incremental Content. "
+ "Provide a comprehensive list of files with classes/methods/functions to be implemented or modified incrementally. "
+ "Include dependency analysis, consider potential impacts on existing code, and document necessary imports.",
+ example=[
+ ["game.py", "Contains Game class and ... functions"],
+ ["main.py", "Contains main function, from game import Game"],
+ ["new_feature.py", "Introduces NewFeature class and related functions"],
+ ["utils.py", "Modifies existing utility functions to support incremental changes"],
+ ],
+)
+
TASK_LIST = ActionNode(
key="Task list",
expected_type=List[str],
@@ -42,6 +55,15 @@ TASK_LIST = ActionNode(
example=["game.py", "main.py"],
)
+REFINED_TASK_LIST = ActionNode(
+ key="Refined Task list",
+ expected_type=List[str],
+ instruction="Review and refine the combined task list after the merger of Legacy Content and Incremental Content, "
+ "and consistent with Refined File List. Ensure that tasks are organized in a logical and prioritized order, "
+ "considering dependencies for a streamlined and efficient development process. ",
+ example=["new_feature.py", "utils", "game.py", "main.py"],
+)
+
FULL_API_SPEC = ActionNode(
key="Full API spec",
expected_type=str,
@@ -54,9 +76,19 @@ SHARED_KNOWLEDGE = ActionNode(
key="Shared Knowledge",
expected_type=str,
instruction="Detail any shared knowledge, like common utility functions or configuration variables.",
- example="'game.py' contains functions shared across the project.",
+ example="`game.py` contains functions shared across the project.",
)
+REFINED_SHARED_KNOWLEDGE = ActionNode(
+ key="Refined Shared Knowledge",
+ expected_type=str,
+ instruction="Update and expand shared knowledge to reflect any new elements introduced. This includes common "
+ "utility functions, configuration variables for team collaboration. Retain content that is not related to "
+ "incremental development but important for consistency and clarity.",
+ example="`new_module.py` enhances shared utility functions for improved code reusability and collaboration.",
+)
+
+
ANYTHING_UNCLEAR_PM = ActionNode(
key="Anything UNCLEAR",
expected_type=str,
@@ -74,14 +106,15 @@ NODES = [
ANYTHING_UNCLEAR_PM,
]
+REFINED_NODES = [
+ REQUIRED_PYTHON_PACKAGES,
+ REQUIRED_OTHER_LANGUAGE_PACKAGES,
+ REFINED_LOGIC_ANALYSIS,
+ REFINED_TASK_LIST,
+ FULL_API_SPEC,
+ REFINED_SHARED_KNOWLEDGE,
+ ANYTHING_UNCLEAR_PM,
+]
PM_NODE = ActionNode.from_children("PM_NODE", NODES)
-
-
-def main():
- prompt = PM_NODE.compile(context="")
- logger.info(prompt)
-
-
-if __name__ == "__main__":
- main()
+REFINED_PM_NODE = ActionNode.from_children("REFINED_PM_NODE", REFINED_NODES)
diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py
index 5128b9fee..ff030ec87 100644
--- a/metagpt/actions/rebuild_class_view.py
+++ b/metagpt/actions/rebuild_class_view.py
@@ -4,15 +4,17 @@
@Time : 2023/12/19
@Author : mashenquan
@File : rebuild_class_view.py
-@Desc : Rebuild class view info
+@Desc : Reconstructs class diagram from a source code project.
+ Implement RFC197, https://deepwisdom.feishu.cn/wiki/VyK0wfq56ivuvjklMKJcmHQknGt
"""
-import re
+
from pathlib import Path
+from typing import Optional, Set, Tuple
import aiofiles
from metagpt.actions import Action
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.const import (
AGGREGATION,
COMPOSITION,
@@ -21,86 +23,144 @@ from metagpt.const import (
GRAPH_REPO_FILE_REPO,
)
from metagpt.logs import logger
-from metagpt.repo_parser import RepoParser
-from metagpt.schema import ClassAttribute, ClassMethod, ClassView
-from metagpt.utils.common import split_namespace
+from metagpt.repo_parser import DotClassInfo, RepoParser
+from metagpt.schema import UMLClassView
+from metagpt.utils.common import concat_namespace, split_namespace
from metagpt.utils.di_graph_repository import DiGraphRepository
from metagpt.utils.graph_repository import GraphKeyword, GraphRepository
class RebuildClassView(Action):
- async def run(self, with_messages=None, format=CONFIG.prompt_schema):
- graph_repo_pathname = CONFIG.git_repo.workdir / GRAPH_REPO_FILE_REPO / CONFIG.git_repo.workdir.name
- graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json")))
- repo_parser = RepoParser(base_directory=Path(self.context))
+ """
+ Reconstructs a graph repository about class diagram from a source code project.
+
+ Attributes:
+ graph_db (Optional[GraphRepository]): The optional graph repository.
+ """
+
+ graph_db: Optional[GraphRepository] = None
+
+ async def run(self, with_messages=None, format=config.prompt_schema):
+ """
+ Implementation of `Action`'s `run` method.
+
+ Args:
+ with_messages (Optional[Type]): An optional argument specifying messages to react to.
+ format (str): The format for the prompt schema.
+ """
+ graph_repo_pathname = self.context.git_repo.workdir / GRAPH_REPO_FILE_REPO / self.context.git_repo.workdir.name
+ self.graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json")))
+ repo_parser = RepoParser(base_directory=Path(self.i_context))
# use pylint
- class_views, relationship_views, package_root = await repo_parser.rebuild_class_views(path=Path(self.context))
- await GraphRepository.update_graph_db_with_class_views(graph_db, class_views)
- await GraphRepository.update_graph_db_with_class_relationship_views(graph_db, relationship_views)
+ class_views, relationship_views, package_root = await repo_parser.rebuild_class_views(path=Path(self.i_context))
+ await GraphRepository.update_graph_db_with_class_views(self.graph_db, class_views)
+ await GraphRepository.update_graph_db_with_class_relationship_views(self.graph_db, relationship_views)
+ await GraphRepository.rebuild_composition_relationship(self.graph_db)
# use ast
- direction, diff_path = self._diff_path(path_root=Path(self.context).resolve(), package_root=package_root)
+ direction, diff_path = self._diff_path(path_root=Path(self.i_context).resolve(), package_root=package_root)
symbols = repo_parser.generate_symbols()
for file_info in symbols:
# Align to the same root directory in accordance with `class_views`.
file_info.file = self._align_root(file_info.file, direction, diff_path)
- await GraphRepository.update_graph_db_with_file_info(graph_db, file_info)
- await self._create_mermaid_class_views(graph_db=graph_db)
- await graph_db.save()
+ await GraphRepository.update_graph_db_with_file_info(self.graph_db, file_info)
+ await self._create_mermaid_class_views()
+ await self.graph_db.save()
- async def _create_mermaid_class_views(self, graph_db):
- path = Path(CONFIG.git_repo.workdir) / DATA_API_DESIGN_FILE_REPO
+ async def _create_mermaid_class_views(self) -> str:
+ """Creates a Mermaid class diagram using data from the `graph_db` graph repository.
+
+ This method utilizes information stored in the graph repository to generate a Mermaid class diagram.
+ Returns:
+ mermaid class diagram file name.
+ """
+ path = self.context.git_repo.workdir / DATA_API_DESIGN_FILE_REPO
path.mkdir(parents=True, exist_ok=True)
- pathname = path / CONFIG.git_repo.workdir.name
- async with aiofiles.open(str(pathname.with_suffix(".mmd")), mode="w", encoding="utf-8") as writer:
+ pathname = path / self.context.git_repo.workdir.name
+ filename = str(pathname.with_suffix(".class_diagram.mmd"))
+ async with aiofiles.open(filename, mode="w", encoding="utf-8") as writer:
content = "classDiagram\n"
logger.debug(content)
await writer.write(content)
# class names
- rows = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
+ rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
class_distinct = set()
relationship_distinct = set()
for r in rows:
- await RebuildClassView._create_mermaid_class(r.subject, graph_db, writer, class_distinct)
+ content = await self._create_mermaid_class(r.subject)
+ if content:
+ await writer.write(content)
+ class_distinct.add(r.subject)
for r in rows:
- await RebuildClassView._create_mermaid_relationship(r.subject, graph_db, writer, relationship_distinct)
+ content, distinct = await self._create_mermaid_relationship(r.subject)
+ if content:
+ logger.debug(content)
+ await writer.write(content)
+ relationship_distinct.update(distinct)
+ logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_distinct)}")
- @staticmethod
- async def _create_mermaid_class(ns_class_name, graph_db, file_writer, distinct):
+ if self.i_context:
+ r_filename = Path(filename).relative_to(self.context.git_repo.workdir)
+ await self.graph_db.insert(
+ subject=self.i_context, predicate="hasMermaidClassDiagramFile", object_=str(r_filename)
+ )
+ logger.info(f"{self.i_context} hasMermaidClassDiagramFile {filename}")
+ return filename
+
+ async def _create_mermaid_class(self, ns_class_name) -> str:
+ """Generates a Mermaid class diagram for a specific class using data from the `graph_db` graph repository.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed name of the class for which the Mermaid class diagram is to be created.
+
+ Returns:
+ str: A Mermaid code block object in markdown representing the class diagram.
+ """
fields = split_namespace(ns_class_name)
if len(fields) > 2:
# Ignore sub-class
- return
+ return ""
- class_view = ClassView(name=fields[1])
- rows = await graph_db.select(subject=ns_class_name)
- for r in rows:
- name = split_namespace(r.object_)[-1]
- name, visibility, abstraction = RebuildClassView._parse_name(name=name, language="python")
- if r.predicate == GraphKeyword.HAS_CLASS_PROPERTY:
- var_type = await RebuildClassView._parse_variable_type(r.object_, graph_db)
- attribute = ClassAttribute(
- name=name, visibility=visibility, abstraction=bool(abstraction), value_type=var_type
- )
- class_view.attributes.append(attribute)
- elif r.predicate == GraphKeyword.HAS_CLASS_FUNCTION:
- method = ClassMethod(name=name, visibility=visibility, abstraction=bool(abstraction))
- await RebuildClassView._parse_function_args(method, r.object_, graph_db)
- class_view.methods.append(method)
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_DETAIL)
+ if not rows:
+ return ""
+ dot_class_info = DotClassInfo.model_validate_json(rows[0].object_)
+ class_view = UMLClassView.load_dot_class_info(dot_class_info)
- # update graph db
- await graph_db.insert(ns_class_name, GraphKeyword.HAS_CLASS_VIEW, class_view.model_dump_json())
+ # update uml view
+ await self.graph_db.insert(ns_class_name, GraphKeyword.HAS_CLASS_VIEW, class_view.model_dump_json())
+ # update uml isCompositeOf
+ for c in dot_class_info.compositions:
+ await self.graph_db.insert(
+ subject=ns_class_name,
+ predicate=GraphKeyword.IS + COMPOSITION + GraphKeyword.OF,
+ object_=concat_namespace("?", c),
+ )
+
+ # update uml isAggregateOf
+ for a in dot_class_info.aggregations:
+ await self.graph_db.insert(
+ subject=ns_class_name,
+ predicate=GraphKeyword.IS + AGGREGATION + GraphKeyword.OF,
+ object_=concat_namespace("?", a),
+ )
content = class_view.get_mermaid(align=1)
logger.debug(content)
- await file_writer.write(content)
- distinct.add(ns_class_name)
+ return content
- @staticmethod
- async def _create_mermaid_relationship(ns_class_name, graph_db, file_writer, distinct):
+ async def _create_mermaid_relationship(self, ns_class_name: str) -> Tuple[Optional[str], Optional[Set]]:
+ """Generates a Mermaid class relationship diagram for a specific class using data from the `graph_db` graph repository.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which the Mermaid relationship diagram is to be created.
+
+ Returns:
+ Tuple[str, Set]: A tuple containing the relationship diagram as a string and a set of deduplication.
+ """
s_fields = split_namespace(ns_class_name)
if len(s_fields) > 2:
# Ignore sub-class
- return
+ return None, None
predicates = {GraphKeyword.IS + v + GraphKeyword.OF: v for v in [GENERALIZATION, COMPOSITION, AGGREGATION]}
mappings = {
@@ -109,8 +169,9 @@ class RebuildClassView(Action):
AGGREGATION: " o-- ",
}
content = ""
+ distinct = set()
for p, v in predicates.items():
- rows = await graph_db.select(subject=ns_class_name, predicate=p)
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=p)
for r in rows:
o_fields = split_namespace(r.object_)
if len(o_fields) > 2:
@@ -121,86 +182,26 @@ class RebuildClassView(Action):
distinct.add(link)
content += f"\t{link}\n"
- if content:
- logger.debug(content)
- await file_writer.write(content)
-
- @staticmethod
- def _parse_name(name: str, language="python"):
- pattern = re.compile(r"(.*?)<\/I>")
- result = re.search(pattern, name)
-
- abstraction = ""
- if result:
- name = result.group(1)
- abstraction = "*"
- if name.startswith("__"):
- visibility = "-"
- elif name.startswith("_"):
- visibility = "#"
- else:
- visibility = "+"
- return name, visibility, abstraction
-
- @staticmethod
- async def _parse_variable_type(ns_name, graph_db) -> str:
- rows = await graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_TYPE_DESC)
- if not rows:
- return ""
- vals = rows[0].object_.replace("'", "").split(":")
- if len(vals) == 1:
- return ""
- val = vals[-1].strip()
- return "" if val == "NoneType" else val + " "
-
- @staticmethod
- async def _parse_function_args(method: ClassMethod, ns_name: str, graph_db: GraphRepository):
- rows = await graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_ARGS_DESC)
- if not rows:
- return
- info = rows[0].object_.replace("'", "")
-
- fs_tag = "("
- ix = info.find(fs_tag)
- fe_tag = "):"
- eix = info.rfind(fe_tag)
- if eix < 0:
- fe_tag = ")"
- eix = info.rfind(fe_tag)
- args_info = info[ix + len(fs_tag) : eix].strip()
- method.return_type = info[eix + len(fe_tag) :].strip()
- if method.return_type == "None":
- method.return_type = ""
- if "(" in method.return_type:
- method.return_type = method.return_type.replace("(", "Tuple[").replace(")", "]")
-
- # parse args
- if not args_info:
- return
- splitter_ixs = []
- cost = 0
- for i in range(len(args_info)):
- if args_info[i] == "[":
- cost += 1
- elif args_info[i] == "]":
- cost -= 1
- if args_info[i] == "," and cost == 0:
- splitter_ixs.append(i)
- splitter_ixs.append(len(args_info))
- args = []
- ix = 0
- for eix in splitter_ixs:
- args.append(args_info[ix:eix])
- ix = eix + 1
- for arg in args:
- parts = arg.strip().split(":")
- if len(parts) == 1:
- method.args.append(ClassAttribute(name=parts[0].strip()))
- continue
- method.args.append(ClassAttribute(name=parts[0].strip(), value_type=parts[-1].strip()))
+ return content, distinct
@staticmethod
def _diff_path(path_root: Path, package_root: Path) -> (str, str):
+ """Returns the difference between the root path and the path information represented in the package name.
+
+ Args:
+ path_root (Path): The root path.
+ package_root (Path): The package root path.
+
+ Returns:
+ Tuple[str, str]: A tuple containing the representation of the difference ("+", "-", "=") and the path detail of the differing part.
+
+ Example:
+ >>> _diff_path(path_root=Path("/Users/x/github/MetaGPT"), package_root=Path("/Users/x/github/MetaGPT/metagpt"))
+ "-", "metagpt"
+
+ >>> _diff_path(path_root=Path("/Users/x/github/MetaGPT/metagpt"), package_root=Path("/Users/x/github/MetaGPT/metagpt"))
+ "=", "."
+ """
if len(str(path_root)) > len(str(package_root)):
return "+", str(path_root.relative_to(package_root))
if len(str(path_root)) < len(str(package_root)):
@@ -208,7 +209,24 @@ class RebuildClassView(Action):
return "=", "."
@staticmethod
- def _align_root(path: str, direction: str, diff_path: str):
+ def _align_root(path: str, direction: str, diff_path: str) -> str:
+ """Aligns the path to the same root represented by `diff_path`.
+
+ Args:
+ path (str): The path to be aligned.
+ direction (str): The direction of alignment ('+', '-', '=').
+ diff_path (str): The path representing the difference.
+
+ Returns:
+ str: The aligned path.
+
+ Example:
+ >>> _align_root(path="metagpt/software_company.py", direction="+", diff_path="MetaGPT")
+ "MetaGPT/metagpt/software_company.py"
+
+ >>> _align_root(path="metagpt/software_company.py", direction="-", diff_path="metagpt")
+ "software_company.py"
+ """
if direction == "=":
return path
if direction == "+":
diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py
index 865050c93..0e67de908 100644
--- a/metagpt/actions/rebuild_sequence_view.py
+++ b/metagpt/actions/rebuild_sequence_view.py
@@ -4,34 +4,214 @@
@Time : 2024/1/4
@Author : mashenquan
@File : rebuild_sequence_view.py
-@Desc : Rebuild sequence view info
+@Desc : Reconstruct sequence view information through reverse engineering.
+ Implement RFC197, https://deepwisdom.feishu.cn/wiki/VyK0wfq56ivuvjklMKJcmHQknGt
"""
from __future__ import annotations
+import re
+from datetime import datetime
from pathlib import Path
-from typing import List
+from typing import List, Optional, Set
+
+from pydantic import BaseModel
+from tenacity import retry, stop_after_attempt, wait_random_exponential
from metagpt.actions import Action
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.const import GRAPH_REPO_FILE_REPO
from metagpt.logs import logger
-from metagpt.utils.common import aread, list_files
+from metagpt.repo_parser import CodeBlockInfo, DotClassInfo
+from metagpt.schema import UMLClassView
+from metagpt.utils.common import (
+ add_affix,
+ aread,
+ auto_namespace,
+ concat_namespace,
+ general_after_log,
+ list_files,
+ parse_json_code_block,
+ read_file_block,
+ split_namespace,
+)
from metagpt.utils.di_graph_repository import DiGraphRepository
-from metagpt.utils.graph_repository import GraphKeyword
+from metagpt.utils.graph_repository import SPO, GraphKeyword, GraphRepository
+
+
+class ReverseUseCase(BaseModel):
+ """
+ Represents a reverse engineered use case.
+
+ Attributes:
+ description (str): A description of the reverse use case.
+ inputs (List[str]): List of inputs for the reverse use case.
+ outputs (List[str]): List of outputs for the reverse use case.
+ actors (List[str]): List of actors involved in the reverse use case.
+ steps (List[str]): List of steps for the reverse use case.
+ reason (str): The reason behind the reverse use case.
+ """
+
+ description: str
+ inputs: List[str]
+ outputs: List[str]
+ actors: List[str]
+ steps: List[str]
+ reason: str
+
+
+class ReverseUseCaseDetails(BaseModel):
+ """
+ Represents details of a reverse engineered use case.
+
+ Attributes:
+ description (str): A description of the reverse use case details.
+ use_cases (List[ReverseUseCase]): List of reverse use cases.
+ relationship (List[str]): List of relationships associated with the reverse use case details.
+ """
+
+ description: str
+ use_cases: List[ReverseUseCase]
+ relationship: List[str]
class RebuildSequenceView(Action):
- async def run(self, with_messages=None, format=CONFIG.prompt_schema):
- graph_repo_pathname = CONFIG.git_repo.workdir / GRAPH_REPO_FILE_REPO / CONFIG.git_repo.workdir.name
- graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json")))
- entries = await RebuildSequenceView._search_main_entry(graph_db)
- for entry in entries:
- await self._rebuild_sequence_view(entry, graph_db)
- await graph_db.save()
+ """
+ Represents an action to reconstruct sequence view through reverse engineering.
- @staticmethod
- async def _search_main_entry(graph_db) -> List:
- rows = await graph_db.select(predicate=GraphKeyword.HAS_PAGE_INFO)
+ Attributes:
+ graph_db (Optional[GraphRepository]): An optional instance of GraphRepository for graph database operations.
+ """
+
+ graph_db: Optional[GraphRepository] = None
+
+ async def run(self, with_messages=None, format=config.prompt_schema):
+ """
+ Implementation of `Action`'s `run` method.
+
+ Args:
+ with_messages (Optional[Type]): An optional argument specifying messages to react to.
+ format (str): The format for the prompt schema.
+ """
+ graph_repo_pathname = self.context.git_repo.workdir / GRAPH_REPO_FILE_REPO / self.context.git_repo.workdir.name
+ self.graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json")))
+ if not self.i_context:
+ entries = await self._search_main_entry()
+ else:
+ entries = [SPO(subject=self.i_context, predicate="", object_="")]
+ for entry in entries:
+ await self._rebuild_main_sequence_view(entry)
+ while await self._merge_sequence_view(entry):
+ pass
+ await self.graph_db.save()
+
+ @retry(
+ wait=wait_random_exponential(min=1, max=20),
+ stop=stop_after_attempt(6),
+ after=general_after_log(logger),
+ )
+ async def _rebuild_main_sequence_view(self, entry: SPO):
+ """
+ Reconstruct the sequence diagram for the __main__ entry of the source code through reverse engineering.
+
+ Args:
+ entry (SPO): The SPO (Subject, Predicate, Object) object in the graph database that is related to the
+ subject `__name__:__main__`.
+ """
+ filename = entry.subject.split(":", 1)[0]
+ rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
+ classes = []
+ prefix = filename + ":"
+ for r in rows:
+ if prefix in r.subject:
+ classes.append(r)
+ await self._rebuild_use_case(r.subject)
+ participants = await self._search_participants(split_namespace(entry.subject)[0])
+ class_details = []
+ class_views = []
+ for c in classes:
+ detail = await self._get_class_detail(c.subject)
+ if not detail:
+ continue
+ class_details.append(detail)
+ view = await self._get_uml_class_view(c.subject)
+ if view:
+ class_views.append(view)
+
+ actors = await self._get_participants(c.subject)
+ participants.update(set(actors))
+
+ use_case_blocks = []
+ for c in classes:
+ use_cases = await self._get_class_use_cases(c.subject)
+ use_case_blocks.append(use_cases)
+ prompt_blocks = ["## Use Cases\n" + "\n".join(use_case_blocks)]
+ block = "## Participants\n"
+ for p in participants:
+ block += f"- {p}\n"
+ prompt_blocks.append(block)
+ block = "## Mermaid Class Views\n```mermaid\n"
+ block += "\n\n".join([c.get_mermaid() for c in class_views])
+ block += "\n```\n"
+ prompt_blocks.append(block)
+ block = "## Source Code\n```python\n"
+ block += await self._get_source_code(filename)
+ block += "\n```\n"
+ prompt_blocks.append(block)
+ prompt = "\n---\n".join(prompt_blocks)
+
+ rsp = await self.llm.aask(
+ msg=prompt,
+ system_msgs=[
+ "You are a python code to Mermaid Sequence Diagram translator in function detail.",
+ "Translate the given markdown text to a Mermaid Sequence Diagram.",
+ "Return the merged Mermaid sequence diagram in a markdown code block format.",
+ ],
+ stream=False,
+ )
+ sequence_view = rsp.removeprefix("```mermaid").removesuffix("```")
+ rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW)
+ for r in rows:
+ if r.predicate == GraphKeyword.HAS_SEQUENCE_VIEW:
+ await self.graph_db.delete(subject=r.subject, predicate=r.predicate, object_=r.object_)
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view
+ )
+ await self.graph_db.insert(
+ subject=entry.subject,
+ predicate=GraphKeyword.HAS_SEQUENCE_VIEW_VER,
+ object_=concat_namespace(datetime.now().strftime("%Y%m%d%H%M%S%f")[:-3], add_affix(sequence_view)),
+ )
+ for c in classes:
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(c.subject)
+ )
+ await self._save_sequence_view(subject=entry.subject, content=sequence_view)
+
+ async def _merge_sequence_view(self, entry: SPO) -> bool:
+ """
+ Augments additional information to the provided SPO (Subject, Predicate, Object) entry in the sequence diagram.
+
+ Args:
+ entry (SPO): The SPO object representing the relationship in the graph database.
+
+ Returns:
+ bool: True if additional information has been augmented, otherwise False.
+ """
+ new_participant = await self._search_new_participant(entry)
+ if not new_participant:
+ return False
+
+ await self._merge_participant(entry, new_participant)
+ return True
+
+ async def _search_main_entry(self) -> List:
+ """
+ Asynchronously searches for the SPO object that is related to `__name__:__main__`.
+
+ Returns:
+ List: A list containing information about the main entry in the sequence diagram.
+ """
+ rows = await self.graph_db.select(predicate=GraphKeyword.HAS_PAGE_INFO)
tag = "__name__:__main__"
entries = []
for r in rows:
@@ -39,22 +219,395 @@ class RebuildSequenceView(Action):
entries.append(r)
return entries
- async def _rebuild_sequence_view(self, entry, graph_db):
- filename = entry.subject.split(":", 1)[0]
- src_filename = RebuildSequenceView._get_full_filename(root=self.context, pathname=filename)
- content = await aread(filename=src_filename, encoding="utf-8")
- content = f"```python\n{content}\n```\n\n---\nTranslate the code above into Mermaid Sequence Diagram."
- data = await self.llm.aask(
- msg=content, system_msgs=["You are a python code to Mermaid Sequence Diagram translator in function detail"]
+ @retry(
+ wait=wait_random_exponential(min=1, max=20),
+ stop=stop_after_attempt(6),
+ after=general_after_log(logger),
+ )
+ async def _rebuild_use_case(self, ns_class_name: str):
+ """
+ Asynchronously reconstructs the use case for the provided namespace-prefixed class name.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which the use case is to be reconstructed.
+ """
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE)
+ if rows:
+ return
+
+ detail = await self._get_class_detail(ns_class_name)
+ if not detail:
+ return
+ participants = set()
+ participants.update(set(detail.compositions))
+ participants.update(set(detail.aggregations))
+ class_view = await self._get_uml_class_view(ns_class_name)
+ source_code = await self._get_source_code(ns_class_name)
+
+ # prompt_blocks = [
+ # "## Instruction\n"
+ # "You are a python code to UML 2.0 Use Case translator.\n"
+ # 'The generated UML 2.0 Use Case must include the roles or entities listed in "Participants".\n'
+ # "The functional descriptions of Actors and Use Cases in the generated UML 2.0 Use Case must not "
+ # 'conflict with the information in "Mermaid Class Views".\n'
+ # 'The section under `if __name__ == "__main__":` of "Source Code" contains information about external '
+ # "system interactions with the internal system.\n"
+ # ]
+ prompt_blocks = []
+ block = "## Participants\n"
+ for p in participants:
+ block += f"- {p}\n"
+ prompt_blocks.append(block)
+ block = "## Mermaid Class Views\n```mermaid\n"
+ block += class_view.get_mermaid()
+ block += "\n```\n"
+ prompt_blocks.append(block)
+ block = "## Source Code\n```python\n"
+ block += source_code
+ block += "\n```\n"
+ prompt_blocks.append(block)
+ prompt = "\n---\n".join(prompt_blocks)
+
+ rsp = await self.llm.aask(
+ msg=prompt,
+ system_msgs=[
+ "You are a python code to UML 2.0 Use Case translator.",
+ 'The generated UML 2.0 Use Case must include the roles or entities listed in "Participants".',
+ "The functional descriptions of Actors and Use Cases in the generated UML 2.0 Use Case must not "
+ 'conflict with the information in "Mermaid Class Views".',
+ 'The section under `if __name__ == "__main__":` of "Source Code" contains information about external '
+ "system interactions with the internal system.",
+ "Return a markdown JSON object with:\n"
+ '- a "description" key to explain what the whole source code want to do;\n'
+ '- a "use_cases" key list all use cases, each use case in the list should including a `description` '
+ "key describes about what the use case to do, a `inputs` key lists the input names of the use case "
+ "from external sources, a `outputs` key lists the output names of the use case to external sources, "
+ "a `actors` key lists the participant actors of the use case, a `steps` key lists the steps about how "
+ "the use case works step by step, a `reason` key explaining under what circumstances would the "
+ "external system execute this use case.\n"
+ '- a "relationship" key lists all the descriptions of relationship among these use cases.\n',
+ ],
+ stream=False,
+ )
+
+ code_blocks = parse_json_code_block(rsp)
+ for block in code_blocks:
+ detail = ReverseUseCaseDetails.model_validate_json(block)
+ await self.graph_db.insert(
+ subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE, object_=detail.model_dump_json()
+ )
+
+ @retry(
+ wait=wait_random_exponential(min=1, max=20),
+ stop=stop_after_attempt(6),
+ after=general_after_log(logger),
+ )
+ async def _rebuild_sequence_view(self, ns_class_name: str):
+ """
+ Asynchronously reconstructs the sequence diagram for the provided namespace-prefixed class name.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which the sequence diagram is to be reconstructed.
+ """
+ await self._rebuild_use_case(ns_class_name)
+
+ prompts_blocks = []
+ use_case_markdown = await self._get_class_use_cases(ns_class_name)
+ if not use_case_markdown: # external class
+ await self.graph_db.insert(subject=ns_class_name, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_="")
+ return
+ block = f"## Use Cases\n{use_case_markdown}"
+ prompts_blocks.append(block)
+
+ participants = await self._get_participants(ns_class_name)
+ block = "## Participants\n" + "\n".join([f"- {s}" for s in participants])
+ prompts_blocks.append(block)
+
+ view = await self._get_uml_class_view(ns_class_name)
+ block = "## Mermaid Class Views\n```mermaid\n"
+ block += view.get_mermaid()
+ block += "\n```\n"
+ prompts_blocks.append(block)
+
+ block = "## Source Code\n```python\n"
+ block += await self._get_source_code(ns_class_name)
+ block += "\n```\n"
+ prompts_blocks.append(block)
+ prompt = "\n---\n".join(prompts_blocks)
+
+ rsp = await self.llm.aask(
+ prompt,
+ system_msgs=[
+ "You are a Mermaid Sequence Diagram translator in function detail.",
+ "Translate the markdown text to a Mermaid Sequence Diagram.",
+ "Return a markdown mermaid code block.",
+ ],
+ stream=False,
+ )
+
+ sequence_view = rsp.removeprefix("```mermaid").removesuffix("```")
+ await self.graph_db.insert(
+ subject=ns_class_name, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view
+ )
+
+ async def _get_participants(self, ns_class_name: str) -> List[str]:
+ """
+ Asynchronously returns the participants list of the sequence diagram for the provided namespace-prefixed SPO
+ object.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which to retrieve the participants list.
+
+ Returns:
+ List[str]: A list of participants in the sequence diagram.
+ """
+ participants = set()
+ detail = await self._get_class_detail(ns_class_name)
+ if not detail:
+ return []
+ participants.update(set(detail.compositions))
+ participants.update(set(detail.aggregations))
+ return list(participants)
+
+ async def _get_class_use_cases(self, ns_class_name: str) -> str:
+ """
+ Asynchronously assembles the context about the use case information of the namespace-prefixed SPO object.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which to retrieve use case information.
+
+ Returns:
+ str: A string containing the assembled context about the use case information.
+ """
+ block = ""
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE)
+ for i, r in enumerate(rows):
+ detail = ReverseUseCaseDetails.model_validate_json(r.object_)
+ block += f"\n### {i + 1}. {detail.description}"
+ for j, use_case in enumerate(detail.use_cases):
+ block += f"\n#### {i + 1}.{j + 1}. {use_case.description}\n"
+ block += "\n##### Inputs\n" + "\n".join([f"- {s}" for s in use_case.inputs])
+ block += "\n##### Outputs\n" + "\n".join([f"- {s}" for s in use_case.outputs])
+ block += "\n##### Actors\n" + "\n".join([f"- {s}" for s in use_case.actors])
+ block += "\n##### Steps\n" + "\n".join([f"- {s}" for s in use_case.steps])
+ block += "\n#### Use Case Relationship\n" + "\n".join([f"- {s}" for s in detail.relationship])
+ return block + "\n"
+
+ async def _get_class_detail(self, ns_class_name: str) -> DotClassInfo | None:
+ """
+ Asynchronously retrieves the dot format class details of the namespace-prefixed SPO object.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which to retrieve class details.
+
+ Returns:
+ Union[DotClassInfo, None]: A DotClassInfo object representing the dot format class details,
+ or None if the details are not available.
+ """
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_DETAIL)
+ if not rows:
+ return None
+ dot_class_info = DotClassInfo.model_validate_json(rows[0].object_)
+ return dot_class_info
+
+ async def _get_uml_class_view(self, ns_class_name: str) -> UMLClassView | None:
+ """
+ Asynchronously retrieves the UML 2.0 format class details of the namespace-prefixed SPO object.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which to retrieve UML class details.
+
+ Returns:
+ Union[UMLClassView, None]: A UMLClassView object representing the UML 2.0 format class details,
+ or None if the details are not available.
+ """
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW)
+ if not rows:
+ return None
+ class_view = UMLClassView.model_validate_json(rows[0].object_)
+ return class_view
+
+ async def _get_source_code(self, ns_class_name: str) -> str:
+ """
+ Asynchronously retrieves the source code of the namespace-prefixed SPO object.
+
+ Args:
+ ns_class_name (str): The namespace-prefixed class name for which to retrieve the source code.
+
+ Returns:
+ str: A string containing the source code of the specified namespace-prefixed class.
+ """
+ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_PAGE_INFO)
+ filename = split_namespace(ns_class_name=ns_class_name)[0]
+ if not rows:
+ src_filename = RebuildSequenceView._get_full_filename(root=self.i_context, pathname=filename)
+ if not src_filename:
+ return ""
+ return await aread(filename=src_filename, encoding="utf-8")
+ code_block_info = CodeBlockInfo.model_validate_json(rows[0].object_)
+ return await read_file_block(
+ filename=filename, lineno=code_block_info.lineno, end_lineno=code_block_info.end_lineno
)
- await graph_db.insert(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=data)
- logger.info(data)
@staticmethod
def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None:
+ """
+ Convert package name to the full path of the module.
+
+ Args:
+ root (Union[str, Path]): The root path or string representing the package.
+ pathname (Union[str, Path]): The pathname or string representing the module.
+
+ Returns:
+ Union[Path, None]: The full path of the module, or None if the path cannot be determined.
+
+ Examples:
+ If `root`(workdir) is "/User/xxx/github/MetaGPT/metagpt", and the `pathname` is
+ "metagpt/management/skill_manager.py", then the returned value will be
+ "/User/xxx/github/MetaGPT/metagpt/management/skill_manager.py"
+ """
+ if re.match(r"^/.+", pathname):
+ return pathname
files = list_files(root=root)
postfix = "/" + str(pathname)
for i in files:
if str(i).endswith(postfix):
return i
return None
+
+ @staticmethod
+ def parse_participant(mermaid_sequence_diagram: str) -> List[str]:
+ """
+ Parses the provided Mermaid sequence diagram and returns the list of participants.
+
+ Args:
+ mermaid_sequence_diagram (str): The Mermaid sequence diagram string to be parsed.
+
+ Returns:
+ List[str]: A list of participants extracted from the sequence diagram.
+ """
+ pattern = r"participant ([a-zA-Z\.0-9_]+)"
+ matches = re.findall(pattern, mermaid_sequence_diagram)
+ matches = [re.sub(r"[\\/'\"]+", "", i) for i in matches]
+ return matches
+
+ async def _search_new_participant(self, entry: SPO) -> str | None:
+ """
+ Asynchronously retrieves a participant whose sequence diagram has not been augmented.
+
+ Args:
+ entry (SPO): The SPO object representing the relationship in the graph database.
+
+ Returns:
+ Union[str, None]: A participant whose sequence diagram has not been augmented, or None if not found.
+ """
+ rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW)
+ if not rows:
+ return None
+ sequence_view = rows[0].object_
+ rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT)
+ merged_participants = []
+ for r in rows:
+ name = split_namespace(r.object_)[-1]
+ merged_participants.append(name)
+ participants = self.parse_participant(sequence_view)
+ for p in participants:
+ if p in merged_participants:
+ continue
+ return p
+ return None
+
+ @retry(
+ wait=wait_random_exponential(min=1, max=20),
+ stop=stop_after_attempt(6),
+ after=general_after_log(logger),
+ )
+ async def _merge_participant(self, entry: SPO, class_name: str):
+ """
+ Augments the sequence diagram of `class_name` to the sequence diagram of `entry`.
+
+ Args:
+ entry (SPO): The SPO object representing the base sequence diagram.
+ class_name (str): The class name whose sequence diagram is to be augmented.
+ """
+ rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
+ participants = []
+ for r in rows:
+ name = split_namespace(r.subject)[-1]
+ if name == class_name:
+ participants.append(r)
+ if len(participants) == 0: # external participants
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=concat_namespace("?", class_name)
+ )
+ return
+ if len(participants) > 1:
+ for r in participants:
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(r.subject)
+ )
+ return
+
+ participant = participants[0]
+ await self._rebuild_sequence_view(participant.subject)
+ sequence_views = await self.graph_db.select(
+ subject=participant.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW
+ )
+ if not sequence_views: # external class
+ return
+ rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW)
+ prompt = f"```mermaid\n{sequence_views[0].object_}\n```\n---\n```mermaid\n{rows[0].object_}\n```"
+
+ rsp = await self.llm.aask(
+ prompt,
+ system_msgs=[
+ "You are a tool to merge sequence diagrams into one.",
+ "Participants with the same name are considered identical.",
+ "Return the merged Mermaid sequence diagram in a markdown code block format.",
+ ],
+ stream=False,
+ )
+
+ sequence_view = rsp.removeprefix("```mermaid").removesuffix("```")
+ rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW)
+ for r in rows:
+ await self.graph_db.delete(subject=r.subject, predicate=r.predicate, object_=r.object_)
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view
+ )
+ await self.graph_db.insert(
+ subject=entry.subject,
+ predicate=GraphKeyword.HAS_SEQUENCE_VIEW_VER,
+ object_=concat_namespace(datetime.now().strftime("%Y%m%d%H%M%S%f")[:-3], add_affix(sequence_view)),
+ )
+ await self.graph_db.insert(
+ subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(participant.subject)
+ )
+ await self._save_sequence_view(subject=entry.subject, content=sequence_view)
+
+ async def _save_sequence_view(self, subject: str, content: str):
+ pattern = re.compile(r"[^a-zA-Z0-9]")
+ name = re.sub(pattern, "_", subject)
+ filename = Path(name).with_suffix(".sequence_diagram.mmd")
+ await self.context.repo.resources.data_api_design.save(filename=str(filename), content=content)
+
+ async def _search_participants(self, filename: str) -> Set:
+ content = await self._get_source_code(filename)
+
+ rsp = await self.llm.aask(
+ msg=content,
+ system_msgs=[
+ "You are a tool for listing all class names used in a source file.",
+ "Return a markdown JSON object with: "
+ '- a "class_names" key containing the list of class names used in the file; '
+ '- a "reasons" key lists all reason objects, each object containing a "class_name" key for class name, a "reference" key explaining the line where the class has been used.',
+ ],
+ )
+
+ class _Data(BaseModel):
+ class_names: List[str]
+ reasons: List
+
+ json_blocks = parse_json_code_block(rsp)
+ data = _Data.model_validate_json(json_blocks[0])
+ return set(data.class_names)
diff --git a/metagpt/actions/rebuild_sequence_view_an.py b/metagpt/actions/rebuild_sequence_view_an.py
deleted file mode 100644
index f16431510..000000000
--- a/metagpt/actions/rebuild_sequence_view_an.py
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-"""
-@Time : 2024/1/4
-@Author : mashenquan
-@File : rebuild_sequence_view_an.py
-"""
-from metagpt.actions.action_node import ActionNode
-from metagpt.utils.mermaid import MMC2
-
-CODE_2_MERMAID_SEQUENCE_DIAGRAM = ActionNode(
- key="Program call flow",
- expected_type=str,
- instruction='Translate the "context" content into "format example" format.',
- example=MMC2,
-)
diff --git a/metagpt/actions/research.py b/metagpt/actions/research.py
index 90b08cb6a..2a99a8d99 100644
--- a/metagpt/actions/research.py
+++ b/metagpt/actions/research.py
@@ -3,17 +3,15 @@
from __future__ import annotations
import asyncio
-from typing import Callable, Optional, Union
+from typing import Any, Callable, Optional, Union
-from pydantic import Field, parse_obj_as
+from pydantic import TypeAdapter, model_validator
from metagpt.actions import Action
-from metagpt.config import CONFIG
-from metagpt.llm import LLM
+from metagpt.config2 import config
from metagpt.logs import logger
-from metagpt.provider.base_llm import BaseLLM
from metagpt.tools.search_engine import SearchEngine
-from metagpt.tools.web_browser_engine import WebBrowserEngine, WebBrowserEngineType
+from metagpt.tools.web_browser_engine import WebBrowserEngine
from metagpt.utils.common import OutputParser
from metagpt.utils.text import generate_prompt_chunk, reduce_message_length
@@ -81,12 +79,18 @@ class CollectLinks(Action):
"""Action class to collect links from a search engine."""
name: str = "CollectLinks"
- context: Optional[str] = None
+ i_context: Optional[str] = None
desc: str = "Collect links from a search engine."
-
- search_engine: SearchEngine = Field(default_factory=SearchEngine)
+ search_func: Optional[Any] = None
+ search_engine: Optional[SearchEngine] = None
rank_func: Optional[Callable[[list[str]], None]] = None
+ @model_validator(mode="after")
+ def validate_engine_and_run_func(self):
+ if self.search_engine is None:
+ self.search_engine = SearchEngine.from_search_config(self.config.search, proxy=self.config.proxy)
+ return self
+
async def run(
self,
topic: str,
@@ -109,7 +113,7 @@ class CollectLinks(Action):
keywords = await self._aask(SEARCH_TOPIC_PROMPT, [system_text])
try:
keywords = OutputParser.extract_struct(keywords, list)
- keywords = parse_obj_as(list[str], keywords)
+ keywords = TypeAdapter(list[str]).validate_python(keywords)
except Exception as e:
logger.exception(f"fail to get keywords related to the research topic '{topic}' for {e}")
keywords = [topic]
@@ -129,13 +133,13 @@ class CollectLinks(Action):
if len(remove) == 0:
break
- model_name = CONFIG.get_model_name(CONFIG.get_default_llm_provider_enum())
- prompt = reduce_message_length(gen_msg(), model_name, system_text, CONFIG.max_tokens_rsp)
+ model_name = config.llm.model
+ prompt = reduce_message_length(gen_msg(), model_name, system_text, config.llm.max_token)
logger.debug(prompt)
queries = await self._aask(prompt, [system_text])
try:
queries = OutputParser.extract_struct(queries, list)
- queries = parse_obj_as(list[str], queries)
+ queries = TypeAdapter(list[str]).validate_python(queries)
except Exception as e:
logger.exception(f"fail to break down the research question due to {e}")
queries = keywords
@@ -177,21 +181,20 @@ class WebBrowseAndSummarize(Action):
"""Action class to explore the web and provide summaries of articles and webpages."""
name: str = "WebBrowseAndSummarize"
- context: Optional[str] = None
- llm: BaseLLM = Field(default_factory=LLM)
+ i_context: Optional[str] = None
desc: str = "Explore the web and provide summaries of articles and webpages."
browse_func: Union[Callable[[list[str]], None], None] = None
web_browser_engine: Optional[WebBrowserEngine] = None
- def __init__(self, **kwargs):
- super().__init__(**kwargs)
- if CONFIG.model_for_researcher_summary:
- self.llm.model = CONFIG.model_for_researcher_summary
-
- self.web_browser_engine = WebBrowserEngine(
- engine=WebBrowserEngineType.CUSTOM if self.browse_func else None,
- run_func=self.browse_func,
- )
+ @model_validator(mode="after")
+ def validate_engine_and_run_func(self):
+ if self.web_browser_engine is None:
+ self.web_browser_engine = WebBrowserEngine.from_browser_config(
+ self.config.browser,
+ browse_func=self.browse_func,
+ proxy=self.config.proxy,
+ )
+ return self
async def run(
self,
@@ -220,9 +223,7 @@ class WebBrowseAndSummarize(Action):
for u, content in zip([url, *urls], contents):
content = content.inner_text
chunk_summaries = []
- for prompt in generate_prompt_chunk(
- content, prompt_template, self.llm.model, system_text, CONFIG.max_tokens_rsp
- ):
+ for prompt in generate_prompt_chunk(content, prompt_template, self.llm.model, system_text, 4096):
logger.debug(prompt)
summary = await self._aask(prompt, [system_text])
if summary == "Not relevant.":
@@ -247,14 +248,8 @@ class WebBrowseAndSummarize(Action):
class ConductResearch(Action):
"""Action class to conduct research and generate a research report."""
- name: str = "ConductResearch"
- context: Optional[str] = None
- llm: BaseLLM = Field(default_factory=LLM)
-
def __init__(self, **kwargs):
super().__init__(**kwargs)
- if CONFIG.model_for_researcher_report:
- self.llm.model = CONFIG.model_for_researcher_report
async def run(
self,
diff --git a/metagpt/actions/run_code.py b/metagpt/actions/run_code.py
index 30b06f1a6..b2c33c19b 100644
--- a/metagpt/actions/run_code.py
+++ b/metagpt/actions/run_code.py
@@ -16,12 +16,12 @@
class.
"""
import subprocess
+from pathlib import Path
from typing import Tuple
from pydantic import Field
from metagpt.actions.action import Action
-from metagpt.config import CONFIG
from metagpt.logs import logger
from metagpt.schema import RunCodeContext, RunCodeResult
from metagpt.utils.exceptions import handle_exception
@@ -42,13 +42,13 @@ Determine the ONE file to rewrite in order to fix the error, for example, xyz.py
Determine if all of the code works fine, if so write PASS, else FAIL,
WRITE ONLY ONE WORD, PASS OR FAIL, IN THIS SECTION
## Send To:
-Please write Engineer if the errors are due to problematic development codes, and QaEngineer to problematic test codes, and NoOne if there are no errors,
-WRITE ONLY ONE WORD, Engineer OR QaEngineer OR NoOne, IN THIS SECTION.
+Please write NoOne if there are no errors, Engineer if the errors are due to problematic development codes, else QaEngineer,
+WRITE ONLY ONE WORD, NoOne OR Engineer OR QaEngineer, IN THIS SECTION.
---
You should fill in necessary instruction, status, send to, and finally return all content between the --- segment line.
"""
-CONTEXT = """
+TEMPLATE_CONTEXT = """
## Development Code File Name
{code_file_name}
## Development Code
@@ -77,7 +77,7 @@ standard errors:
class RunCode(Action):
name: str = "RunCode"
- context: RunCodeContext = Field(default_factory=RunCodeContext)
+ i_context: RunCodeContext = Field(default_factory=RunCodeContext)
@classmethod
async def run_text(cls, code) -> Tuple[str, str]:
@@ -89,13 +89,12 @@ class RunCode(Action):
return "", str(e)
return namespace.get("result", ""), ""
- @classmethod
- async def run_script(cls, working_directory, additional_python_paths=[], command=[]) -> Tuple[str, str]:
+ async def run_script(self, working_directory, additional_python_paths=[], command=[]) -> Tuple[str, str]:
working_directory = str(working_directory)
additional_python_paths = [str(path) for path in additional_python_paths]
# Copy the current environment variables
- env = CONFIG.new_environ()
+ env = self.context.new_environ()
# Modify the PYTHONPATH environment variable
additional_python_paths = [working_directory] + additional_python_paths
@@ -119,25 +118,25 @@ class RunCode(Action):
return stdout.decode("utf-8"), stderr.decode("utf-8")
async def run(self, *args, **kwargs) -> RunCodeResult:
- logger.info(f"Running {' '.join(self.context.command)}")
- if self.context.mode == "script":
+ logger.info(f"Running {' '.join(self.i_context.command)}")
+ if self.i_context.mode == "script":
outs, errs = await self.run_script(
- command=self.context.command,
- working_directory=self.context.working_directory,
- additional_python_paths=self.context.additional_python_paths,
+ command=self.i_context.command,
+ working_directory=self.i_context.working_directory,
+ additional_python_paths=self.i_context.additional_python_paths,
)
- elif self.context.mode == "text":
- outs, errs = await self.run_text(code=self.context.code)
+ elif self.i_context.mode == "text":
+ outs, errs = await self.run_text(code=self.i_context.code)
logger.info(f"{outs=}")
logger.info(f"{errs=}")
- context = CONTEXT.format(
- code=self.context.code,
- code_file_name=self.context.code_filename,
- test_code=self.context.test_code,
- test_file_name=self.context.test_filename,
- command=" ".join(self.context.command),
+ context = TEMPLATE_CONTEXT.format(
+ code=self.i_context.code,
+ code_file_name=self.i_context.code_filename,
+ test_code=self.i_context.test_code,
+ test_file_name=self.i_context.test_filename,
+ command=" ".join(self.i_context.command),
outs=outs[:500], # outs might be long but they are not important, truncate them to avoid token overflow
errs=errs[:10000], # truncate errors to avoid token overflow
)
@@ -152,11 +151,23 @@ class RunCode(Action):
return subprocess.run(cmd, check=check, cwd=cwd, env=env)
@staticmethod
- def _install_dependencies(working_directory, env):
+ def _install_requirements(working_directory, env):
+ file_path = Path(working_directory) / "requirements.txt"
+ if not file_path.exists():
+ return
+ if file_path.stat().st_size == 0:
+ return
install_command = ["python", "-m", "pip", "install", "-r", "requirements.txt"]
logger.info(" ".join(install_command))
RunCode._install_via_subprocess(install_command, check=True, cwd=working_directory, env=env)
+ @staticmethod
+ def _install_pytest(working_directory, env):
install_pytest_command = ["python", "-m", "pip", "install", "pytest"]
logger.info(" ".join(install_pytest_command))
RunCode._install_via_subprocess(install_pytest_command, check=True, cwd=working_directory, env=env)
+
+ @staticmethod
+ def _install_dependencies(working_directory, env):
+ RunCode._install_requirements(working_directory, env)
+ RunCode._install_pytest(working_directory, env)
diff --git a/metagpt/actions/search_and_summarize.py b/metagpt/actions/search_and_summarize.py
index d2e361f73..7eed7381b 100644
--- a/metagpt/actions/search_and_summarize.py
+++ b/metagpt/actions/search_and_summarize.py
@@ -5,16 +5,14 @@
@Author : alexanderwu
@File : search_google.py
"""
-from typing import Any, Optional
+from typing import Optional
import pydantic
-from pydantic import Field, model_validator
+from pydantic import model_validator
from metagpt.actions import Action
-from metagpt.config import CONFIG, Config
from metagpt.logs import logger
from metagpt.schema import Message
-from metagpt.tools import SearchEngineType
from metagpt.tools.search_engine import SearchEngine
SEARCH_AND_SUMMARIZE_SYSTEM = """### Requirements
@@ -103,32 +101,23 @@ You are a member of a professional butler team and will provide helpful suggesti
"""
-# TOTEST
class SearchAndSummarize(Action):
name: str = ""
content: Optional[str] = None
- config: None = Field(default_factory=Config)
- engine: Optional[SearchEngineType] = CONFIG.search_engine
- search_func: Optional[Any] = None
search_engine: SearchEngine = None
result: str = ""
- @model_validator(mode="before")
- @classmethod
- def validate_engine_and_run_func(cls, values):
- engine = values.get("engine")
- search_func = values.get("search_func")
- config = Config()
+ @model_validator(mode="after")
+ def validate_search_engine(self):
+ if self.search_engine is None:
+ try:
+ config = self.config
+ search_engine = SearchEngine.from_search_config(config.search, proxy=config.proxy)
+ except pydantic.ValidationError:
+ search_engine = None
- if engine is None:
- engine = config.search_engine
- try:
- search_engine = SearchEngine(engine=engine, run_func=search_func)
- except pydantic.ValidationError:
- search_engine = None
-
- values["search_engine"] = search_engine
- return values
+ self.search_engine = search_engine
+ return self
async def run(self, context: list[Message], system_text=SEARCH_AND_SUMMARIZE_SYSTEM) -> str:
if self.search_engine is None:
diff --git a/metagpt/actions/skill_action.py b/metagpt/actions/skill_action.py
index 301cebaab..078ab008a 100644
--- a/metagpt/actions/skill_action.py
+++ b/metagpt/actions/skill_action.py
@@ -29,9 +29,7 @@ class ArgumentsParingAction(Action):
@property
def prompt(self):
- prompt = "You are a function parser. You can convert spoken words into function parameters.\n"
- prompt += "\n---\n"
- prompt += f"{self.skill.name} function parameters description:\n"
+ prompt = f"{self.skill.name} function parameters description:\n"
for k, v in self.skill.arguments.items():
prompt += f"parameter `{k}`: {v}\n"
prompt += "\n---\n"
@@ -49,7 +47,11 @@ class ArgumentsParingAction(Action):
async def run(self, with_message=None, **kwargs) -> Message:
prompt = self.prompt
- rsp = await self.llm.aask(msg=prompt, system_msgs=[])
+ rsp = await self.llm.aask(
+ msg=prompt,
+ system_msgs=["You are a function parser.", "You can convert spoken words into function parameters."],
+ stream=False,
+ )
logger.debug(f"SKILL:{prompt}\n, RESULT:{rsp}")
self.args = ArgumentsParingAction.parse_arguments(skill_name=self.skill.name, txt=rsp)
self.rsp = Message(content=rsp, role="assistant", instruct_content=self.args, cause_by=self)
diff --git a/metagpt/actions/summarize_code.py b/metagpt/actions/summarize_code.py
index bdad546d7..d21b62f83 100644
--- a/metagpt/actions/summarize_code.py
+++ b/metagpt/actions/summarize_code.py
@@ -11,11 +11,8 @@ from pydantic import Field
from tenacity import retry, stop_after_attempt, wait_random_exponential
from metagpt.actions.action import Action
-from metagpt.config import CONFIG
-from metagpt.const import SYSTEM_DESIGN_FILE_REPO, TASK_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import CodeSummarizeContext
-from metagpt.utils.file_repository import FileRepository
PROMPT_TEMPLATE = """
NOTICE
@@ -29,9 +26,9 @@ ATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenc
{system_design}
```
-----
-# Tasks
+# Task
```text
-{tasks}
+{task}
```
-----
{code_blocks}
@@ -90,10 +87,9 @@ flowchart TB
"""
-# TOTEST
class SummarizeCode(Action):
name: str = "SummarizeCode"
- context: CodeSummarizeContext = Field(default_factory=CodeSummarizeContext)
+ i_context: CodeSummarizeContext = Field(default_factory=CodeSummarizeContext)
@retry(stop=stop_after_attempt(2), wait=wait_random_exponential(min=1, max=60))
async def summarize_code(self, prompt):
@@ -101,20 +97,20 @@ class SummarizeCode(Action):
return code_rsp
async def run(self):
- design_pathname = Path(self.context.design_filename)
- design_doc = await FileRepository.get_file(filename=design_pathname.name, relative_path=SYSTEM_DESIGN_FILE_REPO)
- task_pathname = Path(self.context.task_filename)
- task_doc = await FileRepository.get_file(filename=task_pathname.name, relative_path=TASK_FILE_REPO)
- src_file_repo = CONFIG.git_repo.new_file_repository(relative_path=CONFIG.src_workspace)
+ design_pathname = Path(self.i_context.design_filename)
+ design_doc = await self.repo.docs.system_design.get(filename=design_pathname.name)
+ task_pathname = Path(self.i_context.task_filename)
+ task_doc = await self.repo.docs.task.get(filename=task_pathname.name)
+ src_file_repo = self.repo.with_src_path(self.context.src_workspace).srcs
code_blocks = []
- for filename in self.context.codes_filenames:
+ for filename in self.i_context.codes_filenames:
code_doc = await src_file_repo.get(filename)
code_block = f"```python\n{code_doc.content}\n```\n-----"
code_blocks.append(code_block)
format_example = FORMAT_EXAMPLE
prompt = PROMPT_TEMPLATE.format(
system_design=design_doc.content,
- tasks=task_doc.content,
+ task=task_doc.content,
code_blocks="\n".join(code_blocks),
format_example=format_example,
)
diff --git a/metagpt/actions/talk_action.py b/metagpt/actions/talk_action.py
index dc127109c..81f66f9a1 100644
--- a/metagpt/actions/talk_action.py
+++ b/metagpt/actions/talk_action.py
@@ -9,25 +9,31 @@
from typing import Optional
from metagpt.actions import Action
-from metagpt.config import CONFIG
-from metagpt.const import DEFAULT_LANGUAGE
+from metagpt.config2 import config
from metagpt.logs import logger
from metagpt.schema import Message
-# TOTEST
class TalkAction(Action):
- context: str
+ i_context: str
history_summary: str = ""
knowledge: str = ""
rsp: Optional[Message] = None
+ @property
+ def agent_description(self):
+ return self.context.kwargs.agent_description
+
+ @property
+ def language(self):
+ return self.context.kwargs.language or config.language
+
@property
def prompt(self):
prompt = ""
- if CONFIG.agent_description:
+ if self.agent_description:
prompt = (
- f"You are {CONFIG.agent_description}. Your responses should align with the role-play agreement, "
+ f"You are {self.agent_description}. Your responses should align with the role-play agreement, "
f"maintaining the character's persona and habits. When faced with unrelated questions, playfully "
f"decline to answer without revealing your AI nature to preserve the character's image.\n\n"
)
@@ -36,10 +42,10 @@ class TalkAction(Action):
prompt += (
"If the information is insufficient, you can search in the historical conversation or knowledge above.\n"
)
- language = CONFIG.language or DEFAULT_LANGUAGE
+ language = self.language
prompt += (
f"Answer the following questions strictly in {language}, and the answers must follow the Markdown format.\n "
- f"{self.context}"
+ f"{self.i_context}"
)
logger.debug(f"PROMPT: {prompt}")
return prompt
@@ -47,11 +53,11 @@ class TalkAction(Action):
@property
def prompt_gpt4(self):
kvs = {
- "{role}": CONFIG.agent_description or "",
+ "{role}": self.agent_description or "",
"{history}": self.history_summary or "",
"{knowledge}": self.knowledge or "",
- "{language}": CONFIG.language or DEFAULT_LANGUAGE,
- "{ask}": self.context,
+ "{language}": self.language,
+ "{ask}": self.i_context,
}
prompt = TalkActionPrompt.FORMATION_LOOSE
for k, v in kvs.items():
@@ -68,9 +74,9 @@ class TalkAction(Action):
@property
def aask_args(self):
- language = CONFIG.language or DEFAULT_LANGUAGE
+ language = self.language
system_msgs = [
- f"You are {CONFIG.agent_description}.",
+ f"You are {self.agent_description}.",
"Your responses should align with the role-play agreement, "
"maintaining the character's persona and habits. When faced with unrelated questions, playfully "
"decline to answer without revealing your AI nature to preserve the character's image.",
@@ -82,11 +88,11 @@ class TalkAction(Action):
format_msgs.append({"role": "assistant", "content": self.knowledge})
if self.history_summary:
format_msgs.append({"role": "assistant", "content": self.history_summary})
- return self.context, format_msgs, system_msgs
+ return self.i_context, format_msgs, system_msgs
async def run(self, with_message=None, **kwargs) -> Message:
msg, format_msgs, system_msgs = self.aask_args
- rsp = await self.llm.aask(msg=msg, format_msgs=format_msgs, system_msgs=system_msgs)
+ rsp = await self.llm.aask(msg=msg, format_msgs=format_msgs, system_msgs=system_msgs, stream=False)
self.rsp = Message(content=rsp, role="assistant", cause_by=self)
return self.rsp
diff --git a/metagpt/actions/write_code.py b/metagpt/actions/write_code.py
index 7377442b5..feb15657d 100644
--- a/metagpt/actions/write_code.py
+++ b/metagpt/actions/write_code.py
@@ -21,18 +21,13 @@ from pydantic import Field
from tenacity import retry, stop_after_attempt, wait_random_exponential
from metagpt.actions.action import Action
-from metagpt.config import CONFIG
-from metagpt.const import (
- BUGFIX_FILENAME,
- CODE_SUMMARIES_FILE_REPO,
- DOCS_FILE_REPO,
- TASK_FILE_REPO,
- TEST_OUTPUTS_FILE_REPO,
-)
+from metagpt.actions.project_management_an import REFINED_TASK_LIST, TASK_LIST
+from metagpt.actions.write_code_plan_and_change_an import REFINED_TEMPLATE
+from metagpt.const import BUGFIX_FILENAME, REQUIREMENT_FILENAME
from metagpt.logs import logger
from metagpt.schema import CodingContext, Document, RunCodeResult
from metagpt.utils.common import CodeParser
-from metagpt.utils.file_repository import FileRepository
+from metagpt.utils.project_repo import ProjectRepo
PROMPT_TEMPLATE = """
NOTICE
@@ -44,8 +39,8 @@ ATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenc
## Design
{design}
-## Tasks
-{tasks}
+## Task
+{task}
## Legacy Code
```Code
@@ -87,7 +82,7 @@ ATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenc
class WriteCode(Action):
name: str = "WriteCode"
- context: Document = Field(default_factory=Document)
+ i_context: Document = Field(default_factory=Document)
@retry(wait=wait_random_exponential(min=1, max=60), stop=stop_after_attempt(6))
async def write_code(self, prompt) -> str:
@@ -96,16 +91,13 @@ class WriteCode(Action):
return code
async def run(self, *args, **kwargs) -> CodingContext:
- bug_feedback = await FileRepository.get_file(filename=BUGFIX_FILENAME, relative_path=DOCS_FILE_REPO)
- coding_context = CodingContext.loads(self.context.content)
- test_doc = await FileRepository.get_file(
- filename="test_" + coding_context.filename + ".json", relative_path=TEST_OUTPUTS_FILE_REPO
- )
+ bug_feedback = await self.repo.docs.get(filename=BUGFIX_FILENAME)
+ coding_context = CodingContext.loads(self.i_context.content)
+ test_doc = await self.repo.test_outputs.get(filename="test_" + coding_context.filename + ".json")
+ requirement_doc = await self.repo.docs.get(filename=REQUIREMENT_FILENAME)
summary_doc = None
if coding_context.design_doc and coding_context.design_doc.filename:
- summary_doc = await FileRepository.get_file(
- filename=coding_context.design_doc.filename, relative_path=CODE_SUMMARIES_FILE_REPO
- )
+ summary_doc = await self.repo.docs.code_summary.get(filename=coding_context.design_doc.filename)
logs = ""
if test_doc:
test_detail = RunCodeResult.loads(test_doc.content)
@@ -113,42 +105,109 @@ class WriteCode(Action):
if bug_feedback:
code_context = coding_context.code_doc.content
+ elif self.config.inc:
+ code_context = await self.get_codes(
+ coding_context.task_doc, exclude=self.i_context.filename, project_repo=self.repo, use_inc=True
+ )
else:
- code_context = await self.get_codes(coding_context.task_doc, exclude=self.context.filename)
+ code_context = await self.get_codes(
+ coding_context.task_doc,
+ exclude=self.i_context.filename,
+ project_repo=self.repo.with_src_path(self.context.src_workspace),
+ )
- prompt = PROMPT_TEMPLATE.format(
- design=coding_context.design_doc.content if coding_context.design_doc else "",
- tasks=coding_context.task_doc.content if coding_context.task_doc else "",
- code=code_context,
- logs=logs,
- feedback=bug_feedback.content if bug_feedback else "",
- filename=self.context.filename,
- summary_log=summary_doc.content if summary_doc else "",
- )
+ if self.config.inc:
+ prompt = REFINED_TEMPLATE.format(
+ user_requirement=requirement_doc.content if requirement_doc else "",
+ code_plan_and_change=str(coding_context.code_plan_and_change_doc),
+ design=coding_context.design_doc.content if coding_context.design_doc else "",
+ task=coding_context.task_doc.content if coding_context.task_doc else "",
+ code=code_context,
+ logs=logs,
+ feedback=bug_feedback.content if bug_feedback else "",
+ filename=self.i_context.filename,
+ summary_log=summary_doc.content if summary_doc else "",
+ )
+ else:
+ prompt = PROMPT_TEMPLATE.format(
+ design=coding_context.design_doc.content if coding_context.design_doc else "",
+ task=coding_context.task_doc.content if coding_context.task_doc else "",
+ code=code_context,
+ logs=logs,
+ feedback=bug_feedback.content if bug_feedback else "",
+ filename=self.i_context.filename,
+ summary_log=summary_doc.content if summary_doc else "",
+ )
logger.info(f"Writing {coding_context.filename}..")
code = await self.write_code(prompt)
if not coding_context.code_doc:
# avoid root_path pydantic ValidationError if use WriteCode alone
- root_path = CONFIG.src_workspace if CONFIG.src_workspace else ""
+ root_path = self.context.src_workspace if self.context.src_workspace else ""
coding_context.code_doc = Document(filename=coding_context.filename, root_path=str(root_path))
coding_context.code_doc.content = code
return coding_context
@staticmethod
- async def get_codes(task_doc, exclude) -> str:
+ async def get_codes(task_doc: Document, exclude: str, project_repo: ProjectRepo, use_inc: bool = False) -> str:
+ """
+ Get codes for generating the exclude file in various scenarios.
+
+ Attributes:
+ task_doc (Document): Document object of the task file.
+ exclude (str): The file to be generated. Specifies the filename to be excluded from the code snippets.
+ project_repo (ProjectRepo): ProjectRepo object of the project.
+ use_inc (bool): Indicates whether the scenario involves incremental development. Defaults to False.
+
+ Returns:
+ str: Codes for generating the exclude file.
+ """
if not task_doc:
return ""
if not task_doc.content:
- task_doc.content = FileRepository.get_file(filename=task_doc.filename, relative_path=TASK_FILE_REPO)
+ task_doc = project_repo.docs.task.get(filename=task_doc.filename)
m = json.loads(task_doc.content)
- code_filenames = m.get("Task list", [])
+ code_filenames = m.get(TASK_LIST.key, []) if use_inc else m.get(REFINED_TASK_LIST.key, [])
codes = []
- src_file_repo = CONFIG.git_repo.new_file_repository(relative_path=CONFIG.src_workspace)
- for filename in code_filenames:
- if filename == exclude:
- continue
- doc = await src_file_repo.get(filename=filename)
- if not doc:
- continue
- codes.append(f"----- {filename}\n" + doc.content)
+ src_file_repo = project_repo.srcs
+
+ # Incremental development scenario
+ if use_inc:
+ src_files = src_file_repo.all_files
+ # Get the old workspace contained the old codes and old workspace are created in previous CodePlanAndChange
+ old_file_repo = project_repo.git_repo.new_file_repository(relative_path=project_repo.old_workspace)
+ old_files = old_file_repo.all_files
+ # Get the union of the files in the src and old workspaces
+ union_files_list = list(set(src_files) | set(old_files))
+ for filename in union_files_list:
+ # Exclude the current file from the all code snippets
+ if filename == exclude:
+ # If the file is in the old workspace, use the old code
+ # Exclude unnecessary code to maintain a clean and focused main.py file, ensuring only relevant and
+ # essential functionality is included for the project’s requirements
+ if filename in old_files and filename != "main.py":
+ # Use old code
+ doc = await old_file_repo.get(filename=filename)
+ # If the file is in the src workspace, skip it
+ else:
+ continue
+ codes.insert(0, f"-----Now, {filename} to be rewritten\n```{doc.content}```\n=====")
+ # The code snippets are generated from the src workspace
+ else:
+ doc = await src_file_repo.get(filename=filename)
+ # If the file does not exist in the src workspace, skip it
+ if not doc:
+ continue
+ codes.append(f"----- {filename}\n```{doc.content}```")
+
+ # Normal scenario
+ else:
+ for filename in code_filenames:
+ # Exclude the current file to get the code snippets for generating the current file
+ if filename == exclude:
+ continue
+ doc = await src_file_repo.get(filename=filename)
+ if not doc:
+ continue
+ codes.append(f"----- {filename}\n```{doc.content}```")
+
return "\n".join(codes)
diff --git a/metagpt/actions/write_code_an_draft.py b/metagpt/actions/write_code_an_draft.py
index 968c8924b..ce030b0e9 100644
--- a/metagpt/actions/write_code_an_draft.py
+++ b/metagpt/actions/write_code_an_draft.py
@@ -5,7 +5,7 @@
@File : write_review.py
"""
import asyncio
-from typing import List
+from typing import List, Literal
from metagpt.actions import Action
from metagpt.actions.action_node import ActionNode
@@ -21,16 +21,15 @@ REVIEW = ActionNode(
],
)
-LGTM = ActionNode(
- key="LGTM",
- expected_type=str,
- instruction="LGTM/LBTM. If the code is fully implemented, "
- "give a LGTM (Looks Good To Me), otherwise provide a LBTM (Looks Bad To Me).",
+REVIEW_RESULT = ActionNode(
+ key="ReviewResult",
+ expected_type=Literal["LGTM", "LBTM"],
+ instruction="LGTM/LBTM. If the code is fully implemented, " "give a LGTM, otherwise provide a LBTM.",
example="LBTM",
)
-ACTIONS = ActionNode(
- key="Actions",
+NEXT_STEPS = ActionNode(
+ key="NextSteps",
expected_type=str,
instruction="Based on the code review outcome, suggest actionable steps. This can include code changes, "
"refactoring suggestions, or any follow-up tasks.",
@@ -69,7 +68,7 @@ WRITE_DRAFT = ActionNode(
)
-WRITE_MOVE_FUNCTION = ActionNode(
+WRITE_FUNCTION = ActionNode(
key="WriteFunction",
expected_type=str,
instruction="write code for the function not implemented.",
@@ -555,8 +554,8 @@ LBTM
"""
-WRITE_CODE_NODE = ActionNode.from_children("WRITE_REVIEW_NODE", [REVIEW, LGTM, ACTIONS])
-WRITE_MOVE_NODE = ActionNode.from_children("WRITE_MOVE_NODE", [WRITE_DRAFT, WRITE_MOVE_FUNCTION])
+WRITE_CODE_NODE = ActionNode.from_children("WRITE_REVIEW_NODE", [REVIEW, REVIEW_RESULT, NEXT_STEPS])
+WRITE_MOVE_NODE = ActionNode.from_children("WRITE_MOVE_NODE", [WRITE_DRAFT, WRITE_FUNCTION])
CR_FOR_MOVE_FUNCTION_BY_3 = """
@@ -579,8 +578,7 @@ class WriteCodeAN(Action):
async def run(self, context):
self.llm.system_prompt = "You are an outstanding engineer and can implement any code"
- return await WRITE_MOVE_FUNCTION.fill(context=context, llm=self.llm, schema="json")
- # return await WRITE_CODE_NODE.fill(context=context, llm=self.llm, schema="markdown")
+ return await WRITE_MOVE_NODE.fill(context=context, llm=self.llm, schema="json")
async def main():
diff --git a/metagpt/actions/write_code_plan_and_change_an.py b/metagpt/actions/write_code_plan_and_change_an.py
new file mode 100644
index 000000000..f99bffd84
--- /dev/null
+++ b/metagpt/actions/write_code_plan_and_change_an.py
@@ -0,0 +1,228 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2023/12/26
+@Author : mannaandpoem
+@File : write_code_plan_and_change_an.py
+"""
+import os
+from typing import List
+
+from pydantic import Field
+
+from metagpt.actions.action import Action
+from metagpt.actions.action_node import ActionNode
+from metagpt.logs import logger
+from metagpt.schema import CodePlanAndChangeContext
+
+DEVELOPMENT_PLAN = ActionNode(
+ key="Development Plan",
+ expected_type=List[str],
+ instruction="Develop a comprehensive and step-by-step incremental development plan, providing the detail "
+ "changes to be implemented at each step based on the order of 'Task List'",
+ example=[
+ "Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, ...",
+ "Update the existing codebase in main.py to incorporate new API endpoints for subtraction, ...",
+ ],
+)
+
+INCREMENTAL_CHANGE = ActionNode(
+ key="Incremental Change",
+ expected_type=List[str],
+ instruction="Write Incremental Change by making a code draft that how to implement incremental development "
+ "including detailed steps based on the context. Note: Track incremental changes using the marks `+` and `-` to "
+ "indicate additions and deletions, and ensure compliance with the output format of `git diff`",
+ example=[
+ '''```diff
+--- Old/calculator.py
++++ New/calculator.py
+
+class Calculator:
+ self.result = number1 + number2
+ return self.result
+
+- def sub(self, number1, number2) -> float:
++ def subtract(self, number1: float, number2: float) -> float:
++ """
++ Subtracts the second number from the first and returns the result.
++
++ Args:
++ number1 (float): The number to be subtracted from.
++ number2 (float): The number to subtract.
++
++ Returns:
++ float: The difference of number1 and number2.
++ """
++ self.result = number1 - number2
++ return self.result
++
+ def multiply(self, number1: float, number2: float) -> float:
+- pass
++ """
++ Multiplies two numbers and returns the result.
++
++ Args:
++ number1 (float): The first number to multiply.
++ number2 (float): The second number to multiply.
++
++ Returns:
++ float: The product of number1 and number2.
++ """
++ self.result = number1 * number2
++ return self.result
++
+ def divide(self, number1: float, number2: float) -> float:
+- pass
++ """
++ ValueError: If the second number is zero.
++ """
++ if number2 == 0:
++ raise ValueError('Cannot divide by zero')
++ self.result = number1 / number2
++ return self.result
++
+- def reset_result(self):
++ def clear(self):
++ if self.result != 0.0:
++ print("Result is not zero, clearing...")
++ else:
++ print("Result is already zero, no need to clear.")
++
+ self.result = 0.0
+```''',
+ """```diff
+--- Old/main.py
++++ New/main.py
+
+def add_numbers():
+ result = calculator.add_numbers(num1, num2)
+ return jsonify({'result': result}), 200
+
+-# TODO: Implement subtraction, multiplication, and division operations
++@app.route('/subtract_numbers', methods=['POST'])
++def subtract_numbers():
++ data = request.get_json()
++ num1 = data.get('num1', 0)
++ num2 = data.get('num2', 0)
++ result = calculator.subtract_numbers(num1, num2)
++ return jsonify({'result': result}), 200
++
++@app.route('/multiply_numbers', methods=['POST'])
++def multiply_numbers():
++ data = request.get_json()
++ num1 = data.get('num1', 0)
++ num2 = data.get('num2', 0)
++ try:
++ result = calculator.divide_numbers(num1, num2)
++ except ValueError as e:
++ return jsonify({'error': str(e)}), 400
++ return jsonify({'result': result}), 200
++
+ if __name__ == '__main__':
+ app.run()
+```""",
+ ],
+)
+
+CODE_PLAN_AND_CHANGE_CONTEXT = """
+## User New Requirements
+{requirement}
+
+## PRD
+{prd}
+
+## Design
+{design}
+
+## Task
+{task}
+
+## Legacy Code
+{code}
+"""
+
+REFINED_TEMPLATE = """
+NOTICE
+Role: You are a professional engineer; The main goal is to complete incremental development by combining legacy code and plan and Incremental Change, ensuring the integration of new features.
+
+# Context
+## User New Requirements
+{user_requirement}
+
+## Code Plan And Change
+{code_plan_and_change}
+
+## Design
+{design}
+
+## Task
+{task}
+
+## Legacy Code
+```Code
+{code}
+```
+
+## Debug logs
+```text
+{logs}
+
+{summary_log}
+```
+
+## Bug Feedback logs
+```text
+{feedback}
+```
+
+# Format example
+## Code: {filename}
+```python
+## {filename}
+...
+```
+
+# Instruction: Based on the context, follow "Format example", write or rewrite code.
+## Write/Rewrite Code: Only write one file {filename}, write or rewrite complete code using triple quotes based on the following attentions and context.
+1. Only One file: do your best to implement THIS ONLY ONE FILE.
+2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.
+3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.
+4. Follow design: YOU MUST FOLLOW "Data structures and interfaces". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.
+5. Follow Code Plan And Change: If there is any "Incremental Change" that is marked by the git diff format with '+' and '-' symbols, or Legacy Code files contain "{filename} to be rewritten", you must merge it into the code file according to the "Development Plan".
+6. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.
+7. Before using a external variable/module, make sure you import it first.
+8. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.
+9. Attention: Retain details that are not related to incremental development but are important for maintaining the consistency and clarity of the old code.
+"""
+
+CODE_PLAN_AND_CHANGE = [DEVELOPMENT_PLAN, INCREMENTAL_CHANGE]
+
+WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children("WriteCodePlanAndChange", CODE_PLAN_AND_CHANGE)
+
+
+class WriteCodePlanAndChange(Action):
+ name: str = "WriteCodePlanAndChange"
+ i_context: CodePlanAndChangeContext = Field(default_factory=CodePlanAndChangeContext)
+
+ async def run(self, *args, **kwargs):
+ self.llm.system_prompt = "You are a professional software engineer, your primary responsibility is to "
+ "meticulously craft comprehensive incremental development plan and deliver detailed incremental change"
+ prd_doc = await self.repo.docs.prd.get(filename=self.i_context.prd_filename)
+ design_doc = await self.repo.docs.system_design.get(filename=self.i_context.design_filename)
+ task_doc = await self.repo.docs.task.get(filename=self.i_context.task_filename)
+ context = CODE_PLAN_AND_CHANGE_CONTEXT.format(
+ requirement=self.i_context.requirement,
+ prd=prd_doc.content,
+ design=design_doc.content,
+ task=task_doc.content,
+ code=await self.get_old_codes(),
+ )
+ logger.info("Writing code plan and change..")
+ return await WRITE_CODE_PLAN_AND_CHANGE_NODE.fill(context=context, llm=self.llm, schema="json")
+
+ async def get_old_codes(self) -> str:
+ self.repo.old_workspace = self.repo.git_repo.workdir / os.path.basename(self.config.project_path)
+ old_file_repo = self.repo.git_repo.new_file_repository(relative_path=self.repo.old_workspace)
+ old_codes = await old_file_repo.get_all()
+ codes = [f"----- {code.filename}\n```{code.content}```" for code in old_codes]
+ return "\n".join(codes)
diff --git a/metagpt/actions/write_code_review.py b/metagpt/actions/write_code_review.py
index a8c913573..ac6fe7045 100644
--- a/metagpt/actions/write_code_review.py
+++ b/metagpt/actions/write_code_review.py
@@ -13,7 +13,7 @@ from tenacity import retry, stop_after_attempt, wait_random_exponential
from metagpt.actions import WriteCode
from metagpt.actions.action import Action
-from metagpt.config import CONFIG
+from metagpt.const import REQUIREMENT_FILENAME
from metagpt.logs import logger
from metagpt.schema import CodingContext
from metagpt.utils.common import CodeParser
@@ -120,7 +120,7 @@ REWRITE_CODE_TEMPLATE = """
class WriteCodeReview(Action):
name: str = "WriteCodeReview"
- context: CodingContext = Field(default_factory=CodingContext)
+ i_context: CodingContext = Field(default_factory=CodingContext)
@retry(wait=wait_random_exponential(min=1, max=60), stop=stop_after_attempt(6))
async def write_code_review_and_rewrite(self, context_prompt, cr_prompt, filename):
@@ -136,41 +136,56 @@ class WriteCodeReview(Action):
return result, code
async def run(self, *args, **kwargs) -> CodingContext:
- iterative_code = self.context.code_doc.content
- k = CONFIG.code_review_k_times or 1
+ iterative_code = self.i_context.code_doc.content
+ k = self.context.config.code_review_k_times or 1
+
for i in range(k):
- format_example = FORMAT_EXAMPLE.format(filename=self.context.code_doc.filename)
- task_content = self.context.task_doc.content if self.context.task_doc else ""
- code_context = await WriteCode.get_codes(self.context.task_doc, exclude=self.context.filename)
- context = "\n".join(
- [
- "## System Design\n" + str(self.context.design_doc) + "\n",
- "## Tasks\n" + task_content + "\n",
- "## Code Files\n" + code_context + "\n",
- ]
+ format_example = FORMAT_EXAMPLE.format(filename=self.i_context.code_doc.filename)
+ task_content = self.i_context.task_doc.content if self.i_context.task_doc else ""
+ code_context = await WriteCode.get_codes(
+ self.i_context.task_doc,
+ exclude=self.i_context.filename,
+ project_repo=self.repo.with_src_path(self.context.src_workspace),
+ use_inc=self.config.inc,
)
+
+ ctx_list = [
+ "## System Design\n" + str(self.i_context.design_doc) + "\n",
+ "## Task\n" + task_content + "\n",
+ "## Code Files\n" + code_context + "\n",
+ ]
+ if self.config.inc:
+ requirement_doc = await self.repo.docs.get(filename=REQUIREMENT_FILENAME)
+ insert_ctx_list = [
+ "## User New Requirements\n" + str(requirement_doc) + "\n",
+ "## Code Plan And Change\n" + str(self.i_context.code_plan_and_change_doc) + "\n",
+ ]
+ ctx_list = insert_ctx_list + ctx_list
+
context_prompt = PROMPT_TEMPLATE.format(
- context=context,
+ context="\n".join(ctx_list),
code=iterative_code,
- filename=self.context.code_doc.filename,
+ filename=self.i_context.code_doc.filename,
)
cr_prompt = EXAMPLE_AND_INSTRUCTION.format(
format_example=format_example,
)
+ len1 = len(iterative_code) if iterative_code else 0
+ len2 = len(self.i_context.code_doc.content) if self.i_context.code_doc.content else 0
logger.info(
- f"Code review and rewrite {self.context.code_doc.filename}: {i + 1}/{k} | {len(iterative_code)=}, "
- f"{len(self.context.code_doc.content)=}"
+ f"Code review and rewrite {self.i_context.code_doc.filename}: {i + 1}/{k} | len(iterative_code)={len1}, "
+ f"len(self.i_context.code_doc.content)={len2}"
)
result, rewrited_code = await self.write_code_review_and_rewrite(
- context_prompt, cr_prompt, self.context.code_doc.filename
+ context_prompt, cr_prompt, self.i_context.code_doc.filename
)
if "LBTM" in result:
iterative_code = rewrited_code
elif "LGTM" in result:
- self.context.code_doc.content = iterative_code
- return self.context
+ self.i_context.code_doc.content = iterative_code
+ return self.i_context
# code_rsp = await self._aask_v1(prompt, "code_rsp", OUTPUT_MAPPING)
# self._save(context, filename, code)
# 如果rewrited_code是None（原code perfect），那么直接返回code
- self.context.code_doc.content = iterative_code
- return self.context
+ self.i_context.code_doc.content = iterative_code
+ return self.i_context
diff --git a/metagpt/actions/write_docstring.py b/metagpt/actions/write_docstring.py
index 8b8335517..5cc4cafb8 100644
--- a/metagpt/actions/write_docstring.py
+++ b/metagpt/actions/write_docstring.py
@@ -16,7 +16,7 @@ Options:
Default: 'google'
Example:
- python3 -m metagpt.actions.write_docstring ./metagpt/startup.py --overwrite False --style=numpy
+ python3 -m metagpt.actions.write_docstring ./metagpt/software_company.py --overwrite False --style=numpy
This script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using
the specified docstring style and adds them to the code.
@@ -161,7 +161,7 @@ class WriteDocstring(Action):
"""
desc: str = "Write docstring for code."
- context: Optional[str] = None
+ i_context: Optional[str] = None
async def run(
self,
diff --git a/metagpt/actions/write_prd.py b/metagpt/actions/write_prd.py
index 073d8c076..b66887164 100644
--- a/metagpt/actions/write_prd.py
+++ b/metagpt/actions/write_prd.py
@@ -14,26 +14,22 @@
from __future__ import annotations
import json
-import uuid
from pathlib import Path
-from typing import Optional
from metagpt.actions import Action, ActionOutput
from metagpt.actions.action_node import ActionNode
from metagpt.actions.fix_bug import FixBug
from metagpt.actions.write_prd_an import (
+ COMPETITIVE_QUADRANT_CHART,
PROJECT_NAME,
+ REFINED_PRD_NODE,
WP_IS_RELATIVE_NODE,
WP_ISSUE_TYPE_NODE,
WRITE_PRD_NODE,
)
-from metagpt.config import CONFIG
from metagpt.const import (
BUGFIX_FILENAME,
COMPETITIVE_ANALYSIS_FILE_REPO,
- DOCS_FILE_REPO,
- PRD_PDF_FILE_REPO,
- PRDS_FILE_REPO,
REQUIREMENT_FILENAME,
)
from metagpt.logs import logger
@@ -63,135 +59,114 @@ NEW_REQ_TEMPLATE = """
class WritePRD(Action):
- name: str = "WritePRD"
- content: Optional[str] = None
+ """WritePRD deal with the following situations:
+ 1. Bugfix: If the requirement is a bugfix, the bugfix document will be generated.
+ 2. New requirement: If the requirement is a new requirement, the PRD document will be generated.
+ 3. Requirement update: If the requirement is an update, the PRD document will be updated.
+ """
- async def run(self, with_messages, schema=CONFIG.prompt_schema, *args, **kwargs) -> ActionOutput | Message:
- # Determine which requirement documents need to be rewritten: Use LLM to assess whether new requirements are
- # related to the PRD. If they are related, rewrite the PRD.
- docs_file_repo = CONFIG.git_repo.new_file_repository(relative_path=DOCS_FILE_REPO)
- requirement_doc = await docs_file_repo.get(filename=REQUIREMENT_FILENAME)
- if requirement_doc and await self._is_bugfix(requirement_doc.content):
- await docs_file_repo.save(filename=BUGFIX_FILENAME, content=requirement_doc.content)
- await docs_file_repo.save(filename=REQUIREMENT_FILENAME, content="")
- bug_fix = BugFixContext(filename=BUGFIX_FILENAME)
- return Message(
- content=bug_fix.model_dump_json(),
- instruct_content=bug_fix,
- role="",
- cause_by=FixBug,
- sent_from=self,
- send_to="Alex", # the name of Engineer
- )
+ async def run(self, with_messages, *args, **kwargs) -> ActionOutput | Message:
+ """Run the action."""
+ req: Document = await self.repo.requirement
+ docs: list[Document] = await self.repo.docs.prd.get_all()
+ if not req:
+ raise FileNotFoundError("No requirement document found.")
+
+ if await self._is_bugfix(req.content):
+ logger.info(f"Bugfix detected: {req.content}")
+ return await self._handle_bugfix(req)
+ # remove bugfix file from last round in case of conflict
+ await self.repo.docs.delete(filename=BUGFIX_FILENAME)
+
+ # if requirement is related to other documents, update them, otherwise create a new one
+ if related_docs := await self.get_related_docs(req, docs):
+ logger.info(f"Requirement update detected: {req.content}")
+ return await self._handle_requirement_update(req, related_docs)
else:
- await docs_file_repo.delete(filename=BUGFIX_FILENAME)
+ logger.info(f"New requirement detected: {req.content}")
+ return await self._handle_new_requirement(req)
- prds_file_repo = CONFIG.git_repo.new_file_repository(PRDS_FILE_REPO)
- prd_docs = await prds_file_repo.get_all()
- change_files = Documents()
- for prd_doc in prd_docs:
- prd_doc = await self._update_prd(
- requirement_doc=requirement_doc, prd_doc=prd_doc, prds_file_repo=prds_file_repo, *args, **kwargs
- )
- if not prd_doc:
- continue
- change_files.docs[prd_doc.filename] = prd_doc
- logger.info(f"rewrite prd: {prd_doc.filename}")
- # If there is no existing PRD, generate one using 'docs/requirement.txt'.
- if not change_files.docs:
- prd_doc = await self._update_prd(
- requirement_doc=requirement_doc, prd_doc=None, prds_file_repo=prds_file_repo, *args, **kwargs
- )
- if prd_doc:
- change_files.docs[prd_doc.filename] = prd_doc
- logger.debug(f"new prd: {prd_doc.filename}")
- # Once all files under 'docs/prds/' have been compared with the newly added requirements, trigger the
- # 'publish' message to transition the workflow to the next stage. This design allows room for global
- # optimization in subsequent steps.
- return ActionOutput(content=change_files.model_dump_json(), instruct_content=change_files)
+ async def _handle_bugfix(self, req: Document) -> Message:
+ # ... bugfix logic ...
+ await self.repo.docs.save(filename=BUGFIX_FILENAME, content=req.content)
+ await self.repo.docs.save(filename=REQUIREMENT_FILENAME, content="")
+ bug_fix = BugFixContext(filename=BUGFIX_FILENAME)
+ return Message(
+ content=bug_fix.model_dump_json(),
+ instruct_content=bug_fix,
+ role="",
+ cause_by=FixBug,
+ sent_from=self,
+ send_to="Alex", # the name of Engineer
+ )
- async def _run_new_requirement(self, requirements, schema=CONFIG.prompt_schema) -> ActionOutput:
- # sas = SearchAndSummarize()
- # # rsp = await sas.run(context=requirements, system_text=SEARCH_AND_SUMMARIZE_SYSTEM_EN_US)
- # rsp = ""
- # info = f"### Search Results\n{sas.result}\n\n### Search Summary\n{rsp}"
- # if sas.result:
- # logger.info(sas.result)
- # logger.info(rsp)
- project_name = CONFIG.project_name or ""
- context = CONTEXT_TEMPLATE.format(requirements=requirements, project_name=project_name)
+ async def _handle_new_requirement(self, req: Document) -> ActionOutput:
+ """handle new requirement"""
+ project_name = self.project_name
+ context = CONTEXT_TEMPLATE.format(requirements=req, project_name=project_name)
exclude = [PROJECT_NAME.key] if project_name else []
node = await WRITE_PRD_NODE.fill(context=context, llm=self.llm, exclude=exclude) # schema=schema
await self._rename_workspace(node)
- return node
+ new_prd_doc = await self.repo.docs.prd.save(
+ filename=FileRepository.new_filename() + ".json", content=node.instruct_content.model_dump_json()
+ )
+ await self._save_competitive_analysis(new_prd_doc)
+ await self.repo.resources.prd.save_pdf(doc=new_prd_doc)
+ return Documents.from_iterable(documents=[new_prd_doc]).to_action_output()
- async def _is_relative(self, new_requirement_doc, old_prd_doc) -> bool:
- context = NEW_REQ_TEMPLATE.format(old_prd=old_prd_doc.content, requirements=new_requirement_doc.content)
+ async def _handle_requirement_update(self, req: Document, related_docs: list[Document]) -> ActionOutput:
+ # ... requirement update logic ...
+ for doc in related_docs:
+ await self._update_prd(req, doc)
+ return Documents.from_iterable(documents=related_docs).to_action_output()
+
+ async def _is_bugfix(self, context: str) -> bool:
+ if not self.repo.code_files_exists():
+ return False
+ node = await WP_ISSUE_TYPE_NODE.fill(context, self.llm)
+ return node.get("issue_type") == "BUG"
+
+ async def get_related_docs(self, req: Document, docs: list[Document]) -> list[Document]:
+ """get the related documents"""
+ # refine: use gather to speed up
+ return [i for i in docs if await self._is_related(req, i)]
+
+ async def _is_related(self, req: Document, old_prd: Document) -> bool:
+ context = NEW_REQ_TEMPLATE.format(old_prd=old_prd.content, requirements=req.content)
node = await WP_IS_RELATIVE_NODE.fill(context, self.llm)
return node.get("is_relative") == "YES"
- async def _merge(self, new_requirement_doc, prd_doc, schema=CONFIG.prompt_schema) -> Document:
- if not CONFIG.project_name:
- CONFIG.project_name = Path(CONFIG.project_path).name
- prompt = NEW_REQ_TEMPLATE.format(requirements=new_requirement_doc.content, old_prd=prd_doc.content)
- node = await WRITE_PRD_NODE.fill(context=prompt, llm=self.llm, schema=schema)
- prd_doc.content = node.instruct_content.model_dump_json()
+ async def _merge(self, req: Document, related_doc: Document) -> Document:
+ if not self.project_name:
+ self.project_name = Path(self.project_path).name
+ prompt = NEW_REQ_TEMPLATE.format(requirements=req.content, old_prd=related_doc.content)
+ node = await REFINED_PRD_NODE.fill(context=prompt, llm=self.llm, schema=self.prompt_schema)
+ related_doc.content = node.instruct_content.model_dump_json()
await self._rename_workspace(node)
- return prd_doc
+ return related_doc
- async def _update_prd(self, requirement_doc, prd_doc, prds_file_repo, *args, **kwargs) -> Document | None:
- if not prd_doc:
- prd = await self._run_new_requirement(
- requirements=[requirement_doc.content if requirement_doc else ""], *args, **kwargs
- )
- new_prd_doc = Document(
- root_path=PRDS_FILE_REPO,
- filename=FileRepository.new_filename() + ".json",
- content=prd.instruct_content.model_dump_json(),
- )
- elif await self._is_relative(requirement_doc, prd_doc):
- new_prd_doc = await self._merge(requirement_doc, prd_doc)
- else:
- return None
- await prds_file_repo.save(filename=new_prd_doc.filename, content=new_prd_doc.content)
+ async def _update_prd(self, req: Document, prd_doc: Document) -> Document:
+ new_prd_doc: Document = await self._merge(req, prd_doc)
+ await self.repo.docs.prd.save_doc(doc=new_prd_doc)
await self._save_competitive_analysis(new_prd_doc)
- await self._save_pdf(new_prd_doc)
+ await self.repo.resources.prd.save_pdf(doc=new_prd_doc)
return new_prd_doc
- @staticmethod
- async def _save_competitive_analysis(prd_doc):
+ async def _save_competitive_analysis(self, prd_doc: Document):
m = json.loads(prd_doc.content)
- quadrant_chart = m.get("Competitive Quadrant Chart")
+ quadrant_chart = m.get(COMPETITIVE_QUADRANT_CHART.key)
if not quadrant_chart:
return
- pathname = (
- CONFIG.git_repo.workdir / Path(COMPETITIVE_ANALYSIS_FILE_REPO) / Path(prd_doc.filename).with_suffix("")
- )
- if not pathname.parent.exists():
- pathname.parent.mkdir(parents=True, exist_ok=True)
- await mermaid_to_file(quadrant_chart, pathname)
+ pathname = self.repo.workdir / COMPETITIVE_ANALYSIS_FILE_REPO / Path(prd_doc.filename).stem
+ pathname.parent.mkdir(parents=True, exist_ok=True)
+ await mermaid_to_file(self.config.mermaid.engine, quadrant_chart, pathname)
- @staticmethod
- async def _save_pdf(prd_doc):
- await FileRepository.save_as(doc=prd_doc, with_suffix=".md", relative_path=PRD_PDF_FILE_REPO)
-
- @staticmethod
- async def _rename_workspace(prd):
- if not CONFIG.project_name:
+ async def _rename_workspace(self, prd):
+ if not self.project_name:
if isinstance(prd, (ActionOutput, ActionNode)):
ws_name = prd.instruct_content.model_dump()["Project Name"]
else:
ws_name = CodeParser.parse_str(block="Project Name", text=prd)
if ws_name:
- CONFIG.project_name = ws_name
- if not CONFIG.project_name: # The LLM failed to provide a project name, and the user didn't provide one either.
- CONFIG.project_name = "app" + uuid.uuid4().hex[:16]
- CONFIG.git_repo.rename_root(CONFIG.project_name)
-
- async def _is_bugfix(self, context) -> bool:
- src_workspace_path = CONFIG.git_repo.workdir / CONFIG.git_repo.workdir.name
- code_files = CONFIG.git_repo.get_files(relative_path=src_workspace_path)
- if not code_files:
- return False
- node = await WP_ISSUE_TYPE_NODE.fill(context, self.llm)
- return node.get("issue_type") == "BUG"
+ self.project_name = ws_name
+ self.repo.git_repo.rename_root(self.project_name)
diff --git a/metagpt/actions/write_prd_an.py b/metagpt/actions/write_prd_an.py
index 948d7d62f..5733b29da 100644
--- a/metagpt/actions/write_prd_an.py
+++ b/metagpt/actions/write_prd_an.py
@@ -8,7 +8,6 @@
from typing import List
from metagpt.actions.action_node import ActionNode
-from metagpt.logs import logger
LANGUAGE = ActionNode(
key="Language",
@@ -31,10 +30,18 @@ ORIGINAL_REQUIREMENTS = ActionNode(
example="Create a 2048 game",
)
+REFINED_REQUIREMENTS = ActionNode(
+ key="Refined Requirements",
+ expected_type=str,
+ instruction="Place the New user's original requirements here.",
+ example="Create a 2048 game with a new feature that ...",
+)
+
PROJECT_NAME = ActionNode(
key="Project Name",
expected_type=str,
- instruction="According to the content of \"Original Requirements,\" name the project using snake case style , like 'game_2048' or 'simple_crm.",
+ instruction='According to the content of "Original Requirements," name the project using snake case style , '
+ "like 'game_2048' or 'simple_crm.",
example="game_2048",
)
@@ -45,6 +52,18 @@ PRODUCT_GOALS = ActionNode(
example=["Create an engaging user experience", "Improve accessibility, be responsive", "More beautiful UI"],
)
+REFINED_PRODUCT_GOALS = ActionNode(
+ key="Refined Product Goals",
+ expected_type=List[str],
+ instruction="Update and expand the original product goals to reflect the evolving needs due to incremental "
+ "development. Ensure that the refined goals align with the current project direction and contribute to its success.",
+ example=[
+ "Enhance user engagement through new features",
+ "Optimize performance for scalability",
+ "Integrate innovative UI enhancements",
+ ],
+)
+
USER_STORIES = ActionNode(
key="User Stories",
expected_type=List[str],
@@ -58,6 +77,20 @@ USER_STORIES = ActionNode(
],
)
+REFINED_USER_STORIES = ActionNode(
+ key="Refined User Stories",
+ expected_type=List[str],
+ instruction="Update and expand the original scenario-based user stories to reflect the evolving needs due to "
+ "incremental development. Ensure that the refined user stories capture incremental features and improvements. ",
+ example=[
+ "As a player, I want to choose difficulty levels to challenge my skills",
+ "As a player, I want a visually appealing score display after each game for a better gaming experience",
+ "As a player, I want a convenient restart button displayed when I lose to quickly start a new game",
+ "As a player, I want an enhanced and aesthetically pleasing UI to elevate the overall gaming experience",
+ "As a player, I want the ability to play the game seamlessly on my mobile phone for on-the-go entertainment",
+ ],
+)
+
COMPETITIVE_ANALYSIS = ActionNode(
key="Competitive Analysis",
expected_type=List[str],
@@ -97,6 +130,15 @@ REQUIREMENT_ANALYSIS = ActionNode(
example="",
)
+REFINED_REQUIREMENT_ANALYSIS = ActionNode(
+ key="Refined Requirement Analysis",
+ expected_type=List[str],
+ instruction="Review and refine the existing requirement analysis to align with the evolving needs of the project "
+ "due to incremental development. Ensure the analysis comprehensively covers the new features and enhancements "
+ "required for the refined project scope.",
+ example=["Require add/update/modify ..."],
+)
+
REQUIREMENT_POOL = ActionNode(
key="Requirement Pool",
expected_type=List[List[str]],
@@ -104,6 +146,14 @@ REQUIREMENT_POOL = ActionNode(
example=[["P0", "The main code ..."], ["P0", "The game algorithm ..."]],
)
+REFINED_REQUIREMENT_POOL = ActionNode(
+ key="Refined Requirement Pool",
+ expected_type=List[List[str]],
+ instruction="List down the top 5 to 7 requirements with their priority (P0, P1, P2). "
+ "Cover both legacy content and incremental content. Retain content unrelated to incremental development",
+ example=[["P0", "The main code ..."], ["P0", "The game algorithm ..."]],
+)
+
UI_DESIGN_DRAFT = ActionNode(
key="UI Design draft",
expected_type=str,
@@ -152,15 +202,22 @@ NODES = [
ANYTHING_UNCLEAR,
]
+REFINED_NODES = [
+ LANGUAGE,
+ PROGRAMMING_LANGUAGE,
+ REFINED_REQUIREMENTS,
+ PROJECT_NAME,
+ REFINED_PRODUCT_GOALS,
+ REFINED_USER_STORIES,
+ COMPETITIVE_ANALYSIS,
+ COMPETITIVE_QUADRANT_CHART,
+ REFINED_REQUIREMENT_ANALYSIS,
+ REFINED_REQUIREMENT_POOL,
+ UI_DESIGN_DRAFT,
+ ANYTHING_UNCLEAR,
+]
+
WRITE_PRD_NODE = ActionNode.from_children("WritePRD", NODES)
+REFINED_PRD_NODE = ActionNode.from_children("RefinedPRD", REFINED_NODES)
WP_ISSUE_TYPE_NODE = ActionNode.from_children("WP_ISSUE_TYPE", [ISSUE_TYPE, REASON])
WP_IS_RELATIVE_NODE = ActionNode.from_children("WP_IS_RELATIVE", [IS_RELATIVE, REASON])
-
-
-def main():
- prompt = WRITE_PRD_NODE.compile(context="")
- logger.info(prompt)
-
-
-if __name__ == "__main__":
- main()
diff --git a/metagpt/actions/write_prd_review.py b/metagpt/actions/write_prd_review.py
index 2babe38db..68fb5d9e8 100644
--- a/metagpt/actions/write_prd_review.py
+++ b/metagpt/actions/write_prd_review.py
@@ -13,7 +13,7 @@ from metagpt.actions.action import Action
class WritePRDReview(Action):
name: str = ""
- context: Optional[str] = None
+ i_context: Optional[str] = None
prd: Optional[str] = None
desc: str = "Based on the PRD, conduct a PRD Review, providing clear and detailed feedback"
diff --git a/metagpt/actions/write_teaching_plan.py b/metagpt/actions/write_teaching_plan.py
index b824e055e..c5f70ae05 100644
--- a/metagpt/actions/write_teaching_plan.py
+++ b/metagpt/actions/write_teaching_plan.py
@@ -8,14 +8,14 @@
from typing import Optional
from metagpt.actions import Action
-from metagpt.config import CONFIG
+from metagpt.context import Context
from metagpt.logs import logger
class WriteTeachingPlanPart(Action):
"""Write Teaching Plan Part"""
- context: Optional[str] = None
+ i_context: Optional[str] = None
topic: str = ""
language: str = "Chinese"
rsp: Optional[str] = None
@@ -24,7 +24,7 @@ class WriteTeachingPlanPart(Action):
statement_patterns = TeachingPlanBlock.TOPIC_STATEMENTS.get(self.topic, [])
statements = []
for p in statement_patterns:
- s = self.format_value(p)
+ s = self.format_value(p, context=self.context)
statements.append(s)
formatter = (
TeachingPlanBlock.PROMPT_TITLE_TEMPLATE
@@ -35,7 +35,7 @@ class WriteTeachingPlanPart(Action):
formation=TeachingPlanBlock.FORMATION,
role=self.prefix,
statements="\n".join(statements),
- lesson=self.context,
+ lesson=self.i_context,
topic=self.topic,
language=self.language,
)
@@ -68,20 +68,23 @@ class WriteTeachingPlanPart(Action):
return self.topic
@staticmethod
- def format_value(value):
+ def format_value(value, context: Context):
"""Fill parameters inside `value` with `options`."""
if not isinstance(value, str):
return value
if "{" not in value:
return value
- merged_opts = CONFIG.options or {}
+ options = context.config.model_dump()
+ for k, v in context.kwargs:
+ options[k] = v # None value is allowed to override and disable the value from config.
+ opts = {k: v for k, v in options.items() if v is not None}
try:
- return value.format(**merged_opts)
+ return value.format(**opts)
except KeyError as e:
logger.warning(f"Parameter is missing:{e}")
- for k, v in merged_opts.items():
+ for k, v in opts.items():
value = value.replace("{" + f"{k}" + "}", str(v))
return value
diff --git a/metagpt/actions/write_test.py b/metagpt/actions/write_test.py
index 96486311f..978fa20a6 100644
--- a/metagpt/actions/write_test.py
+++ b/metagpt/actions/write_test.py
@@ -39,7 +39,7 @@ you should correctly import the necessary classes based on these file locations!
class WriteTest(Action):
name: str = "WriteTest"
- context: Optional[TestingContext] = None
+ i_context: Optional[TestingContext] = None
async def write_code(self, prompt):
code_rsp = await self._aask(prompt)
@@ -55,16 +55,16 @@ class WriteTest(Action):
return code
async def run(self, *args, **kwargs) -> TestingContext:
- if not self.context.test_doc:
- self.context.test_doc = Document(
- filename="test_" + self.context.code_doc.filename, root_path=TEST_CODES_FILE_REPO
+ if not self.i_context.test_doc:
+ self.i_context.test_doc = Document(
+ filename="test_" + self.i_context.code_doc.filename, root_path=TEST_CODES_FILE_REPO
)
fake_root = "/data"
prompt = PROMPT_TEMPLATE.format(
- code_to_test=self.context.code_doc.content,
- test_file_name=self.context.test_doc.filename,
- source_file_path=fake_root + "/" + self.context.code_doc.root_relative_path,
+ code_to_test=self.i_context.code_doc.content,
+ test_file_name=self.i_context.test_doc.filename,
+ source_file_path=fake_root + "/" + self.i_context.code_doc.root_relative_path,
workspace=fake_root,
)
- self.context.test_doc.content = await self.write_code(prompt)
- return self.context
+ self.i_context.test_doc.content = await self.write_code(prompt)
+ return self.i_context
diff --git a/metagpt/config.py b/metagpt/config.py
deleted file mode 100644
index d633c7d28..000000000
--- a/metagpt/config.py
+++ /dev/null
@@ -1,287 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-"""
-Provide configuration, singleton
-@Modified By: mashenquan, 2023/11/27.
- 1. According to Section 2.2.3.11 of RFC 135, add git repository support.
- 2. Add the parameter `src_workspace` for the old version project path.
-"""
-import datetime
-import json
-import os
-import warnings
-from copy import deepcopy
-from enum import Enum
-from pathlib import Path
-from typing import Any
-from uuid import uuid4
-
-import yaml
-
-from metagpt.const import DEFAULT_WORKSPACE_ROOT, METAGPT_ROOT, OPTIONS
-from metagpt.logs import logger
-from metagpt.tools import SearchEngineType, WebBrowserEngineType
-from metagpt.utils.common import require_python_version
-from metagpt.utils.cost_manager import CostManager
-from metagpt.utils.singleton import Singleton
-
-
-class NotConfiguredException(Exception):
- """Exception raised for errors in the configuration.
-
- Attributes:
- message -- explanation of the error
- """
-
- def __init__(self, message="The required configuration is not set"):
- self.message = message
- super().__init__(self.message)
-
-
-class LLMProviderEnum(Enum):
- OPENAI = "openai"
- ANTHROPIC = "anthropic"
- SPARK = "spark"
- ZHIPUAI = "zhipuai"
- FIREWORKS = "fireworks"
- OPEN_LLM = "open_llm"
- GEMINI = "gemini"
- METAGPT = "metagpt"
- AZURE_OPENAI = "azure_openai"
- OLLAMA = "ollama"
-
- def __missing__(self, key):
- return self.OPENAI
-
-
-class Config(metaclass=Singleton):
- """
- Regular usage method:
- config = Config("config.yaml")
- secret_key = config.get_key("MY_SECRET_KEY")
- print("Secret key:", secret_key)
- """
-
- _instance = None
- home_yaml_file = Path.home() / ".metagpt/config.yaml"
- key_yaml_file = METAGPT_ROOT / "config/key.yaml"
- default_yaml_file = METAGPT_ROOT / "config/config.yaml"
-
- def __init__(self, yaml_file=default_yaml_file, cost_data=""):
- global_options = OPTIONS.get()
- # cli paras
- self.project_path = ""
- self.project_name = ""
- self.inc = False
- self.reqa_file = ""
- self.max_auto_summarize_code = 0
- self.git_reinit = False
-
- self._init_with_config_files_and_env(yaml_file)
- # The agent needs to be billed per user, so billing information cannot be destroyed when the session ends.
- self.cost_manager = CostManager(**json.loads(cost_data)) if cost_data else CostManager()
- self._update()
- global_options.update(OPTIONS.get())
- logger.debug("Config loading done.")
-
- def get_default_llm_provider_enum(self) -> LLMProviderEnum:
- """Get first valid LLM provider enum"""
- mappings = {
- LLMProviderEnum.OPENAI: bool(
- self._is_valid_llm_key(self.OPENAI_API_KEY) and not self.OPENAI_API_TYPE and self.OPENAI_API_MODEL
- ),
- LLMProviderEnum.ANTHROPIC: self._is_valid_llm_key(self.ANTHROPIC_API_KEY),
- LLMProviderEnum.ZHIPUAI: self._is_valid_llm_key(self.ZHIPUAI_API_KEY),
- LLMProviderEnum.FIREWORKS: self._is_valid_llm_key(self.FIREWORKS_API_KEY),
- LLMProviderEnum.OPEN_LLM: self._is_valid_llm_key(self.OPEN_LLM_API_BASE),
- LLMProviderEnum.GEMINI: self._is_valid_llm_key(self.GEMINI_API_KEY),
- LLMProviderEnum.METAGPT: bool(
- self._is_valid_llm_key(self.OPENAI_API_KEY) and self.OPENAI_API_TYPE == "metagpt"
- ),
- LLMProviderEnum.AZURE_OPENAI: bool(
- self._is_valid_llm_key(self.OPENAI_API_KEY)
- and self.OPENAI_API_TYPE == "azure"
- and self.DEPLOYMENT_NAME
- and self.OPENAI_API_VERSION
- ),
- LLMProviderEnum.OLLAMA: self._is_valid_llm_key(self.OLLAMA_API_BASE),
- }
- provider = None
- for k, v in mappings.items():
- if v:
- provider = k
- break
- if provider is None:
- if self.DEFAULT_PROVIDER:
- provider = LLMProviderEnum(self.DEFAULT_PROVIDER)
- else:
- raise NotConfiguredException("You should config a LLM configuration first")
-
- if provider is LLMProviderEnum.GEMINI and not require_python_version(req_version=(3, 10)):
- warnings.warn("Use Gemini requires Python >= 3.10")
- model_name = self.get_model_name(provider=provider)
- if model_name:
- logger.info(f"{provider} Model: {model_name}")
- if provider:
- logger.info(f"API: {provider}")
- return provider
-
- def get_model_name(self, provider=None) -> str:
- provider = provider or self.get_default_llm_provider_enum()
- model_mappings = {
- LLMProviderEnum.OPENAI: self.OPENAI_API_MODEL,
- LLMProviderEnum.AZURE_OPENAI: self.DEPLOYMENT_NAME,
- }
- return model_mappings.get(provider, "")
-
- @staticmethod
- def _is_valid_llm_key(k: str) -> bool:
- return bool(k and k != "YOUR_API_KEY")
-
- def _update(self):
- self.global_proxy = self._get("GLOBAL_PROXY")
-
- self.openai_api_key = self._get("OPENAI_API_KEY")
- self.anthropic_api_key = self._get("ANTHROPIC_API_KEY")
- self.zhipuai_api_key = self._get("ZHIPUAI_API_KEY")
- self.open_llm_api_base = self._get("OPEN_LLM_API_BASE")
- self.open_llm_api_model = self._get("OPEN_LLM_API_MODEL")
- self.fireworks_api_key = self._get("FIREWORKS_API_KEY")
- self.gemini_api_key = self._get("GEMINI_API_KEY")
- self.ollama_api_base = self._get("OLLAMA_API_BASE")
- self.ollama_api_model = self._get("OLLAMA_API_MODEL")
-
- if not self._get("DISABLE_LLM_PROVIDER_CHECK"):
- _ = self.get_default_llm_provider_enum()
-
- self.openai_base_url = self._get("OPENAI_BASE_URL")
- self.openai_proxy = self._get("OPENAI_PROXY") or self.global_proxy
- self.openai_api_type = self._get("OPENAI_API_TYPE")
- self.openai_api_version = self._get("OPENAI_API_VERSION")
- self.openai_api_rpm = self._get("RPM", 3)
- self.openai_api_model = self._get("OPENAI_API_MODEL", "gpt-4-1106-preview")
- self.max_tokens_rsp = self._get("MAX_TOKENS", 2048)
- self.deployment_name = self._get("DEPLOYMENT_NAME", "gpt-4")
-
- self.spark_appid = self._get("SPARK_APPID")
- self.spark_api_secret = self._get("SPARK_API_SECRET")
- self.spark_api_key = self._get("SPARK_API_KEY")
- self.domain = self._get("DOMAIN")
- self.spark_url = self._get("SPARK_URL")
-
- self.fireworks_api_base = self._get("FIREWORKS_API_BASE")
- self.fireworks_api_model = self._get("FIREWORKS_API_MODEL")
-
- self.claude_api_key = self._get("ANTHROPIC_API_KEY")
- self.serpapi_api_key = self._get("SERPAPI_API_KEY")
- self.serper_api_key = self._get("SERPER_API_KEY")
- self.google_api_key = self._get("GOOGLE_API_KEY")
- self.google_cse_id = self._get("GOOGLE_CSE_ID")
- self.search_engine = SearchEngineType(self._get("SEARCH_ENGINE", SearchEngineType.SERPAPI_GOOGLE))
- self.web_browser_engine = WebBrowserEngineType(self._get("WEB_BROWSER_ENGINE", WebBrowserEngineType.PLAYWRIGHT))
- self.playwright_browser_type = self._get("PLAYWRIGHT_BROWSER_TYPE", "chromium")
- self.selenium_browser_type = self._get("SELENIUM_BROWSER_TYPE", "chrome")
-
- self.long_term_memory = self._get("LONG_TERM_MEMORY", False)
- if self.long_term_memory:
- logger.warning("LONG_TERM_MEMORY is True")
- self.cost_manager.max_budget = self._get("MAX_BUDGET", 10.0)
- self.code_review_k_times = 2
-
- self.puppeteer_config = self._get("PUPPETEER_CONFIG", "")
- self.mmdc = self._get("MMDC", "mmdc")
- self.calc_usage = self._get("CALC_USAGE", True)
- self.model_for_researcher_summary = self._get("MODEL_FOR_RESEARCHER_SUMMARY")
- self.model_for_researcher_report = self._get("MODEL_FOR_RESEARCHER_REPORT")
- self.mermaid_engine = self._get("MERMAID_ENGINE", "nodejs")
- self.pyppeteer_executable_path = self._get("PYPPETEER_EXECUTABLE_PATH", "")
-
- workspace_uid = (
- self._get("WORKSPACE_UID") or f"{datetime.datetime.now().strftime('%Y%m%d%H%M%S')}-{uuid4().hex[-8:]}"
- )
- self.repair_llm_output = self._get("REPAIR_LLM_OUTPUT", False)
- self.prompt_schema = self._get("PROMPT_FORMAT", "json")
- self.workspace_path = Path(self._get("WORKSPACE_PATH", DEFAULT_WORKSPACE_ROOT))
- val = self._get("WORKSPACE_PATH_WITH_UID")
- if val and val.lower() == "true": # for agent
- self.workspace_path = self.workspace_path / workspace_uid
- self._ensure_workspace_exists()
- self.max_auto_summarize_code = self.max_auto_summarize_code or self._get("MAX_AUTO_SUMMARIZE_CODE", 1)
- self.timeout = int(self._get("TIMEOUT", 3))
-
- def update_via_cli(self, project_path, project_name, inc, reqa_file, max_auto_summarize_code):
- """update config via cli"""
-
- # Use in the PrepareDocuments action according to Section 2.2.3.5.1 of RFC 135.
- if project_path:
- inc = True
- project_name = project_name or Path(project_path).name
- self.project_path = project_path
- self.project_name = project_name
- self.inc = inc
- self.reqa_file = reqa_file
- self.max_auto_summarize_code = max_auto_summarize_code
-
- def _ensure_workspace_exists(self):
- self.workspace_path.mkdir(parents=True, exist_ok=True)
- logger.debug(f"WORKSPACE_PATH set to {self.workspace_path}")
-
- def _init_with_config_files_and_env(self, yaml_file):
- """Load from config/key.yaml, config/config.yaml, and env in decreasing order of priority"""
- configs = dict(os.environ)
-
- for _yaml_file in [yaml_file, self.key_yaml_file, self.home_yaml_file]:
- if not _yaml_file.exists():
- continue
-
- # Load local YAML file
- with open(_yaml_file, "r", encoding="utf-8") as file:
- yaml_data = yaml.safe_load(file)
- if not yaml_data:
- continue
- configs.update(yaml_data)
- OPTIONS.set(configs)
-
- @staticmethod
- def _get(*args, **kwargs):
- i = OPTIONS.get()
- return i.get(*args, **kwargs)
-
- def get(self, key, *args, **kwargs):
- """Retrieve values from config/key.yaml, config/config.yaml, and environment variables.
- Throw an error if not found."""
- value = self._get(key, *args, **kwargs)
- if value is None:
- raise ValueError(f"Key '{key}' not found in environment variables or in the YAML file")
- return value
-
- def __setattr__(self, name: str, value: Any) -> None:
- OPTIONS.get()[name] = value
-
- def __getattr__(self, name: str) -> Any:
- i = OPTIONS.get()
- return i.get(name)
-
- def set_context(self, options: dict):
- """Update current config"""
- if not options:
- return
- opts = deepcopy(OPTIONS.get())
- opts.update(options)
- OPTIONS.set(opts)
- self._update()
-
- @property
- def options(self):
- """Return all key-values"""
- return OPTIONS.get()
-
- def new_environ(self):
- """Return a new os.environ object"""
- env = os.environ.copy()
- i = self.options
- env.update({k: v for k, v in i.items() if isinstance(v, str)})
- return env
-
-
-CONFIG = Config()
diff --git a/metagpt/config2.py b/metagpt/config2.py
new file mode 100644
index 000000000..f3273419f
--- /dev/null
+++ b/metagpt/config2.py
@@ -0,0 +1,151 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 01:25
+@Author : alexanderwu
+@File : config2.py
+"""
+import os
+from pathlib import Path
+from typing import Dict, Iterable, List, Literal, Optional
+
+from pydantic import BaseModel, model_validator
+
+from metagpt.configs.browser_config import BrowserConfig
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.configs.mermaid_config import MermaidConfig
+from metagpt.configs.redis_config import RedisConfig
+from metagpt.configs.s3_config import S3Config
+from metagpt.configs.search_config import SearchConfig
+from metagpt.configs.workspace_config import WorkspaceConfig
+from metagpt.const import CONFIG_ROOT, METAGPT_ROOT
+from metagpt.utils.yaml_model import YamlModel
+
+
+class CLIParams(BaseModel):
+ """CLI parameters"""
+
+ project_path: str = ""
+ project_name: str = ""
+ inc: bool = False
+ reqa_file: str = ""
+ max_auto_summarize_code: int = 0
+ git_reinit: bool = False
+
+ @model_validator(mode="after")
+ def check_project_path(self):
+ """Check project_path and project_name"""
+ if self.project_path:
+ self.inc = True
+ self.project_name = self.project_name or Path(self.project_path).name
+ return self
+
+
+class Config(CLIParams, YamlModel):
+ """Configurations for MetaGPT"""
+
+ # Key Parameters
+ llm: LLMConfig
+
+ # Global Proxy. Will be used if llm.proxy is not set
+ proxy: str = ""
+
+ # Tool Parameters
+ search: SearchConfig = SearchConfig()
+ browser: BrowserConfig = BrowserConfig()
+ mermaid: MermaidConfig = MermaidConfig()
+
+ # Storage Parameters
+ s3: Optional[S3Config] = None
+ redis: Optional[RedisConfig] = None
+
+ # Misc Parameters
+ repair_llm_output: bool = False
+ prompt_schema: Literal["json", "markdown", "raw"] = "json"
+ workspace: WorkspaceConfig = WorkspaceConfig()
+ enable_longterm_memory: bool = False
+ code_review_k_times: int = 2
+
+ # Will be removed in the future
+ metagpt_tti_url: str = ""
+ language: str = "English"
+ redis_key: str = "placeholder"
+ iflytek_app_id: str = ""
+ iflytek_api_secret: str = ""
+ iflytek_api_key: str = ""
+ azure_tts_subscription_key: str = ""
+ azure_tts_region: str = ""
+
+ @classmethod
+ def from_home(cls, path):
+ """Load config from ~/.metagpt/config2.yaml"""
+ pathname = CONFIG_ROOT / path
+ if not pathname.exists():
+ return None
+ return Config.from_yaml_file(pathname)
+
+ @classmethod
+ def default(cls):
+ """Load default config
+ - Priority: env < default_config_paths
+ - Inside default_config_paths, the latter one overwrites the former one
+ """
+ default_config_paths: List[Path] = [
+ METAGPT_ROOT / "config/config2.yaml",
+ CONFIG_ROOT / "config2.yaml",
+ ]
+
+ dicts = [dict(os.environ)]
+ dicts += [Config.read_yaml(path) for path in default_config_paths]
+ final = merge_dict(dicts)
+ return Config(**final)
+
+ @classmethod
+ def from_llm_config(cls, llm_config: dict):
+ """user config llm
+ example:
+ llm_config = {"api_type": "xxx", "api_key": "xxx", "model": "xxx"}
+ gpt4 = Config.from_llm_config(llm_config)
+ A = Role(name="A", profile="Democratic candidate", goal="Win the election", actions=[a1], watch=[a2], config=gpt4)
+ """
+ llm_config = LLMConfig.model_validate(llm_config)
+ dicts = [dict(os.environ)]
+ dicts += [{"llm": llm_config}]
+ final = merge_dict(dicts)
+ return Config(**final)
+
+ def update_via_cli(self, project_path, project_name, inc, reqa_file, max_auto_summarize_code):
+ """update config via cli"""
+
+ # Use in the PrepareDocuments action according to Section 2.2.3.5.1 of RFC 135.
+ if project_path:
+ inc = True
+ project_name = project_name or Path(project_path).name
+ self.project_path = project_path
+ self.project_name = project_name
+ self.inc = inc
+ self.reqa_file = reqa_file
+ self.max_auto_summarize_code = max_auto_summarize_code
+
+ def get_openai_llm(self) -> Optional[LLMConfig]:
+ """Get OpenAI LLMConfig by name. If no OpenAI, raise Exception"""
+ if self.llm.api_type == LLMType.OPENAI:
+ return self.llm
+ return None
+
+ def get_azure_llm(self) -> Optional[LLMConfig]:
+ """Get Azure LLMConfig by name. If no Azure, raise Exception"""
+ if self.llm.api_type == LLMType.AZURE:
+ return self.llm
+ return None
+
+
+def merge_dict(dicts: Iterable[Dict]) -> Dict:
+ """Merge multiple dicts into one, with the latter dict overwriting the former"""
+ result = {}
+ for dictionary in dicts:
+ result.update(dictionary)
+ return result
+
+
+config = Config.default()
diff --git a/tests/metagpt/test_action.py b/metagpt/configs/__init__.py
similarity index 59%
rename from tests/metagpt/test_action.py
rename to metagpt/configs/__init__.py
index af5106ab4..e42e6788f 100644
--- a/tests/metagpt/test_action.py
+++ b/metagpt/configs/__init__.py
@@ -1,7 +1,7 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
-@Time : 2023/5/11 14:44
+@Time : 2024/1/4 16:33
@Author : alexanderwu
-@File : test_action.py
+@File : __init__.py
"""
diff --git a/metagpt/configs/browser_config.py b/metagpt/configs/browser_config.py
new file mode 100644
index 000000000..2f8024f44
--- /dev/null
+++ b/metagpt/configs/browser_config.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:06
+@Author : alexanderwu
+@File : browser_config.py
+"""
+from typing import Literal
+
+from metagpt.tools import WebBrowserEngineType
+from metagpt.utils.yaml_model import YamlModel
+
+
+class BrowserConfig(YamlModel):
+ """Config for Browser"""
+
+ engine: WebBrowserEngineType = WebBrowserEngineType.PLAYWRIGHT
+ browser_type: Literal["chromium", "firefox", "webkit", "chrome", "firefox", "edge", "ie"] = "chromium"
+ """If the engine is Playwright, the value should be one of "chromium", "firefox", or "webkit". If it is Selenium, the value
+ should be either "chrome", "firefox", "edge", or "ie"."""
diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py
new file mode 100644
index 000000000..fa9bc0b1b
--- /dev/null
+++ b/metagpt/configs/llm_config.py
@@ -0,0 +1,90 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 16:33
+@Author : alexanderwu
+@File : llm_config.py
+"""
+from enum import Enum
+from typing import Optional
+
+from pydantic import field_validator
+
+from metagpt.utils.yaml_model import YamlModel
+
+
+class LLMType(Enum):
+ OPENAI = "openai"
+ ANTHROPIC = "anthropic"
+ CLAUDE = "claude" # alias name of anthropic
+ SPARK = "spark"
+ ZHIPUAI = "zhipuai"
+ FIREWORKS = "fireworks"
+ OPEN_LLM = "open_llm"
+ GEMINI = "gemini"
+ METAGPT = "metagpt"
+ AZURE = "azure"
+ OLLAMA = "ollama"
+ QIANFAN = "qianfan" # Baidu BCE
+ DASHSCOPE = "dashscope" # Aliyun LingJi DashScope
+ MOONSHOT = "moonshot"
+ MISTRAL = "mistral"
+ YI = "yi" # lingyiwanwu
+
+ def __missing__(self, key):
+ return self.OPENAI
+
+
+class LLMConfig(YamlModel):
+ """Config for LLM
+
+ OpenAI: https://github.com/openai/openai-python/blob/main/src/openai/resources/chat/completions.py#L681
+ Optional Fields in pydantic: https://docs.pydantic.dev/latest/migration/#required-optional-and-nullable-fields
+ """
+
+ api_key: str = "sk-"
+ api_type: LLMType = LLMType.OPENAI
+ base_url: str = "https://api.openai.com/v1"
+ api_version: Optional[str] = None
+
+ model: Optional[str] = None # also stands for DEPLOYMENT_NAME
+ pricing_plan: Optional[str] = None # Cost Settlement Plan Parameters.
+
+ # For Cloud Service Provider like Baidu/ Alibaba
+ access_key: Optional[str] = None
+ secret_key: Optional[str] = None
+ endpoint: Optional[str] = None # for self-deployed model on the cloud
+
+ # For Spark(Xunfei), maybe remove later
+ app_id: Optional[str] = None
+ api_secret: Optional[str] = None
+ domain: Optional[str] = None
+
+ # For Chat Completion
+ max_token: int = 4096
+ temperature: float = 0.0
+ top_p: float = 1.0
+ top_k: int = 0
+ repetition_penalty: float = 1.0
+ stop: Optional[str] = None
+ presence_penalty: float = 0.0
+ frequency_penalty: float = 0.0
+ best_of: Optional[int] = None
+ n: Optional[int] = None
+ stream: bool = False
+ logprobs: Optional[bool] = None # https://cookbook.openai.com/examples/using_logprobs
+ top_logprobs: Optional[int] = None
+ timeout: int = 60
+
+ # For Network
+ proxy: Optional[str] = None
+
+ # Cost Control
+ calc_usage: bool = True
+
+ @field_validator("api_key")
+ @classmethod
+ def check_llm_key(cls, v):
+ if v in ["", None, "YOUR_API_KEY"]:
+ raise ValueError("Please set your API key in config2.yaml")
+ return v
diff --git a/metagpt/configs/mermaid_config.py b/metagpt/configs/mermaid_config.py
new file mode 100644
index 000000000..50c8a1847
--- /dev/null
+++ b/metagpt/configs/mermaid_config.py
@@ -0,0 +1,19 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:07
+@Author : alexanderwu
+@File : mermaid_config.py
+"""
+from typing import Literal
+
+from metagpt.utils.yaml_model import YamlModel
+
+
+class MermaidConfig(YamlModel):
+ """Config for Mermaid"""
+
+ engine: Literal["nodejs", "ink", "playwright", "pyppeteer"] = "nodejs"
+ path: str = "mmdc" # mmdc
+ puppeteer_config: str = ""
+ pyppeteer_path: str = "/usr/bin/google-chrome-stable"
diff --git a/metagpt/configs/redis_config.py b/metagpt/configs/redis_config.py
new file mode 100644
index 000000000..c4cfb6764
--- /dev/null
+++ b/metagpt/configs/redis_config.py
@@ -0,0 +1,26 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:06
+@Author : alexanderwu
+@File : redis_config.py
+"""
+from metagpt.utils.yaml_model import YamlModelWithoutDefault
+
+
+class RedisConfig(YamlModelWithoutDefault):
+ host: str
+ port: int
+ username: str = ""
+ password: str
+ db: str
+
+ def to_url(self):
+ return f"redis://{self.host}:{self.port}"
+
+ def to_kwargs(self):
+ return {
+ "username": self.username,
+ "password": self.password,
+ "db": self.db,
+ }
diff --git a/metagpt/configs/s3_config.py b/metagpt/configs/s3_config.py
new file mode 100644
index 000000000..72b81fae4
--- /dev/null
+++ b/metagpt/configs/s3_config.py
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:07
+@Author : alexanderwu
+@File : s3_config.py
+"""
+from metagpt.utils.yaml_model import YamlModelWithoutDefault
+
+
+class S3Config(YamlModelWithoutDefault):
+ access_key: str
+ secret_key: str
+ endpoint: str
+ bucket: str
diff --git a/metagpt/configs/search_config.py b/metagpt/configs/search_config.py
new file mode 100644
index 000000000..af928b02a
--- /dev/null
+++ b/metagpt/configs/search_config.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:06
+@Author : alexanderwu
+@File : search_config.py
+"""
+from typing import Callable, Optional
+
+from metagpt.tools import SearchEngineType
+from metagpt.utils.yaml_model import YamlModel
+
+
+class SearchConfig(YamlModel):
+ """Config for Search"""
+
+ api_type: SearchEngineType = SearchEngineType.DUCK_DUCK_GO
+ api_key: str = ""
+ cse_id: str = "" # for google
+ search_func: Optional[Callable] = None
diff --git a/metagpt/configs/workspace_config.py b/metagpt/configs/workspace_config.py
new file mode 100644
index 000000000..df7aeaef9
--- /dev/null
+++ b/metagpt/configs/workspace_config.py
@@ -0,0 +1,38 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 19:09
+@Author : alexanderwu
+@File : workspace_config.py
+"""
+from datetime import datetime
+from pathlib import Path
+from uuid import uuid4
+
+from pydantic import field_validator, model_validator
+
+from metagpt.const import DEFAULT_WORKSPACE_ROOT
+from metagpt.utils.yaml_model import YamlModel
+
+
+class WorkspaceConfig(YamlModel):
+ path: Path = DEFAULT_WORKSPACE_ROOT
+ use_uid: bool = False
+ uid: str = ""
+
+ @field_validator("path")
+ @classmethod
+ def check_workspace_path(cls, v):
+ if isinstance(v, str):
+ v = Path(v)
+ return v
+
+ @model_validator(mode="after")
+ def check_uid_and_update_path(self):
+ if self.use_uid and not self.uid:
+ self.uid = f"{datetime.now().strftime('%Y%m%d%H%M%S')}-{uuid4().hex[-8:]}"
+ self.path = self.path / self.uid
+
+ # Create workspace path if not exists
+ self.path.mkdir(parents=True, exist_ok=True)
+ return self
diff --git a/metagpt/const.py b/metagpt/const.py
index 811ff9516..6dbbfe0c1 100644
--- a/metagpt/const.py
+++ b/metagpt/const.py
@@ -9,7 +9,6 @@
@Modified By: mashenquan, 2023-11-27. Defines file repository paths according to Section 2.2.3.4 of RFC 135.
@Modified By: mashenquan, 2023/12/5. Add directories for code summarization..
"""
-import contextvars
import os
from pathlib import Path
@@ -17,8 +16,6 @@ from loguru import logger
import metagpt
-OPTIONS = contextvars.ContextVar("OPTIONS", default={})
-
def get_metagpt_package_root():
"""Get the root directory of the installed package."""
@@ -47,11 +44,12 @@ def get_metagpt_root():
# METAGPT PROJECT ROOT AND VARS
-
+CONFIG_ROOT = Path.home() / ".metagpt"
METAGPT_ROOT = get_metagpt_root() # Dependent on METAGPT_PROJECT_ROOT
DEFAULT_WORKSPACE_ROOT = METAGPT_ROOT / "workspace"
EXAMPLE_PATH = METAGPT_ROOT / "examples"
+EXAMPLE_DATA_PATH = EXAMPLE_PATH / "data"
DATA_PATH = METAGPT_ROOT / "data"
TEST_DATA_PATH = METAGPT_ROOT / "tests/data"
RESEARCH_PATH = DATA_PATH / "research"
@@ -70,13 +68,13 @@ TMP = METAGPT_ROOT / "tmp"
SOURCE_ROOT = METAGPT_ROOT / "metagpt"
PROMPT_PATH = SOURCE_ROOT / "prompts"
SKILL_DIRECTORY = SOURCE_ROOT / "skills"
-
+TOOL_SCHEMA_PATH = METAGPT_ROOT / "metagpt/tools/schemas"
+TOOL_LIBS_PATH = METAGPT_ROOT / "metagpt/tools/libs"
# REAL CONSTS
MEM_TTL = 24 * 30 * 3600
-
MESSAGE_ROUTE_FROM = "sent_from"
MESSAGE_ROUTE_TO = "send_to"
MESSAGE_ROUTE_CAUSE_BY = "cause_by"
@@ -89,23 +87,26 @@ BUGFIX_FILENAME = "bugfix.txt"
PACKAGE_REQUIREMENTS_FILENAME = "requirements.txt"
DOCS_FILE_REPO = "docs"
-PRDS_FILE_REPO = "docs/prds"
+PRDS_FILE_REPO = "docs/prd"
SYSTEM_DESIGN_FILE_REPO = "docs/system_design"
-TASK_FILE_REPO = "docs/tasks"
+TASK_FILE_REPO = "docs/task"
+CODE_PLAN_AND_CHANGE_FILE_REPO = "docs/code_plan_and_change"
COMPETITIVE_ANALYSIS_FILE_REPO = "resources/competitive_analysis"
DATA_API_DESIGN_FILE_REPO = "resources/data_api_design"
SEQ_FLOW_FILE_REPO = "resources/seq_flow"
SYSTEM_DESIGN_PDF_FILE_REPO = "resources/system_design"
PRD_PDF_FILE_REPO = "resources/prd"
-TASK_PDF_FILE_REPO = "resources/api_spec_and_tasks"
+TASK_PDF_FILE_REPO = "resources/api_spec_and_task"
+CODE_PLAN_AND_CHANGE_PDF_FILE_REPO = "resources/code_plan_and_change"
TEST_CODES_FILE_REPO = "tests"
TEST_OUTPUTS_FILE_REPO = "test_outputs"
-CODE_SUMMARIES_FILE_REPO = "docs/code_summaries"
-CODE_SUMMARIES_PDF_FILE_REPO = "resources/code_summaries"
+CODE_SUMMARIES_FILE_REPO = "docs/code_summary"
+CODE_SUMMARIES_PDF_FILE_REPO = "resources/code_summary"
RESOURCES_FILE_REPO = "resources"
-SD_OUTPUT_FILE_REPO = "resources/SD_Output"
+SD_OUTPUT_FILE_REPO = "resources/sd_output"
GRAPH_REPO_FILE_REPO = "docs/graph_repo"
-CLASS_VIEW_FILE_REPO = "docs/class_views"
+VISUAL_GRAPH_REPO_FILE_REPO = "resources/graph_db"
+CLASS_VIEW_FILE_REPO = "docs/class_view"
YAPI_URL = "http://yapi.deepwisdomai.com/"
diff --git a/metagpt/context.py b/metagpt/context.py
new file mode 100644
index 000000000..0add4c71a
--- /dev/null
+++ b/metagpt/context.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 16:32
+@Author : alexanderwu
+@File : context.py
+"""
+import os
+from pathlib import Path
+from typing import Any, Optional
+
+from pydantic import BaseModel, ConfigDict
+
+from metagpt.config2 import Config
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.provider.base_llm import BaseLLM
+from metagpt.provider.llm_provider_registry import create_llm_instance
+from metagpt.utils.cost_manager import (
+ CostManager,
+ FireworksCostManager,
+ TokenCostManager,
+)
+from metagpt.utils.git_repository import GitRepository
+from metagpt.utils.project_repo import ProjectRepo
+
+
+class AttrDict(BaseModel):
+ """A dict-like object that allows access to keys as attributes, compatible with Pydantic."""
+
+ model_config = ConfigDict(extra="allow")
+
+ def __init__(self, **kwargs):
+ super().__init__(**kwargs)
+ self.__dict__.update(kwargs)
+
+ def __getattr__(self, key):
+ return self.__dict__.get(key, None)
+
+ def __setattr__(self, key, value):
+ self.__dict__[key] = value
+
+ def __delattr__(self, key):
+ if key in self.__dict__:
+ del self.__dict__[key]
+ else:
+ raise AttributeError(f"No such attribute: {key}")
+
+ def set(self, key, val: Any):
+ self.__dict__[key] = val
+
+ def get(self, key, default: Any = None):
+ return self.__dict__.get(key, default)
+
+ def remove(self, key):
+ if key in self.__dict__:
+ self.__delattr__(key)
+
+
+class Context(BaseModel):
+ """Env context for MetaGPT"""
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ kwargs: AttrDict = AttrDict()
+ config: Config = Config.default()
+
+ repo: Optional[ProjectRepo] = None
+ git_repo: Optional[GitRepository] = None
+ src_workspace: Optional[Path] = None
+ cost_manager: CostManager = CostManager()
+
+ _llm: Optional[BaseLLM] = None
+
+ def new_environ(self):
+ """Return a new os.environ object"""
+ env = os.environ.copy()
+ # i = self.options
+ # env.update({k: v for k, v in i.items() if isinstance(v, str)})
+ return env
+
+ # def use_llm(self, name: Optional[str] = None, provider: LLMType = LLMType.OPENAI) -> BaseLLM:
+ # """Use a LLM instance"""
+ # self._llm_config = self.config.get_llm_config(name, provider)
+ # self._llm = None
+ # return self._llm
+
+ def _select_costmanager(self, llm_config: LLMConfig) -> CostManager:
+ """Return a CostManager instance"""
+ if llm_config.api_type == LLMType.FIREWORKS:
+ return FireworksCostManager()
+ elif llm_config.api_type == LLMType.OPEN_LLM:
+ return TokenCostManager()
+ else:
+ return self.cost_manager
+
+ def llm(self) -> BaseLLM:
+ """Return a LLM instance, fixme: support cache"""
+ # if self._llm is None:
+ self._llm = create_llm_instance(self.config.llm)
+ if self._llm.cost_manager is None:
+ self._llm.cost_manager = self._select_costmanager(self.config.llm)
+ return self._llm
+
+ def llm_with_cost_manager_from_llm_config(self, llm_config: LLMConfig) -> BaseLLM:
+ """Return a LLM instance, fixme: support cache"""
+ # if self._llm is None:
+ llm = create_llm_instance(llm_config)
+ if llm.cost_manager is None:
+ llm.cost_manager = self._select_costmanager(llm_config)
+ return llm
diff --git a/metagpt/context_mixin.py b/metagpt/context_mixin.py
new file mode 100644
index 000000000..59daa692f
--- /dev/null
+++ b/metagpt/context_mixin.py
@@ -0,0 +1,101 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/11 17:25
+@Author : alexanderwu
+@File : context_mixin.py
+"""
+from typing import Optional
+
+from pydantic import BaseModel, ConfigDict, Field, model_validator
+
+from metagpt.config2 import Config
+from metagpt.context import Context
+from metagpt.provider.base_llm import BaseLLM
+
+
+class ContextMixin(BaseModel):
+ """Mixin class for context and config"""
+
+ model_config = ConfigDict(arbitrary_types_allowed=True, extra="allow")
+
+ # Pydantic has bug on _private_attr when using inheritance, so we use private_* instead
+ # - https://github.com/pydantic/pydantic/issues/7142
+ # - https://github.com/pydantic/pydantic/issues/7083
+ # - https://github.com/pydantic/pydantic/issues/7091
+
+ # Env/Role/Action will use this context as private context, or use self.context as public context
+ private_context: Optional[Context] = Field(default=None, exclude=True)
+ # Env/Role/Action will use this config as private config, or use self.context.config as public config
+ private_config: Optional[Config] = Field(default=None, exclude=True)
+
+ # Env/Role/Action will use this llm as private llm, or use self.context._llm instance
+ private_llm: Optional[BaseLLM] = Field(default=None, exclude=True)
+
+ @model_validator(mode="after")
+ def validate_context_mixin_extra(self):
+ self._process_context_mixin_extra()
+ return self
+
+ def _process_context_mixin_extra(self):
+ """Process the extra field"""
+ kwargs = self.model_extra or {}
+ self.set_context(kwargs.pop("context", None))
+ self.set_config(kwargs.pop("config", None))
+ self.set_llm(kwargs.pop("llm", None))
+
+ def set(self, k, v, override=False):
+ """Set attribute"""
+ if override or not self.__dict__.get(k):
+ self.__dict__[k] = v
+
+ def set_context(self, context: Context, override=True):
+ """Set context"""
+ self.set("private_context", context, override)
+
+ def set_config(self, config: Config, override=False):
+ """Set config"""
+ self.set("private_config", config, override)
+ if config is not None:
+ _ = self.llm # init llm
+
+ def set_llm(self, llm: BaseLLM, override=False):
+ """Set llm"""
+ self.set("private_llm", llm, override)
+
+ @property
+ def config(self) -> Config:
+ """Role config: role config > context config"""
+ if self.private_config:
+ return self.private_config
+ return self.context.config
+
+ @config.setter
+ def config(self, config: Config) -> None:
+ """Set config"""
+ self.set_config(config)
+
+ @property
+ def context(self) -> Context:
+ """Role context: role context > context"""
+ if self.private_context:
+ return self.private_context
+ return Context()
+
+ @context.setter
+ def context(self, context: Context) -> None:
+ """Set context"""
+ self.set_context(context)
+
+ @property
+ def llm(self) -> BaseLLM:
+ """Role llm: if not existed, init from role.config"""
+ # print(f"class:{self.__class__.__name__}({self.name}), llm: {self._llm}, llm_config: {self._llm_config}")
+ if not self.private_llm:
+ self.private_llm = self.context.llm_with_cost_manager_from_llm_config(self.config.llm)
+ return self.private_llm
+
+ @llm.setter
+ def llm(self, llm: BaseLLM) -> None:
+ """Set llm"""
+ self.private_llm = llm
diff --git a/metagpt/document.py b/metagpt/document.py
index f4fa0a489..4a8bb68d5 100644
--- a/metagpt/document.py
+++ b/metagpt/document.py
@@ -11,15 +11,13 @@ from pathlib import Path
from typing import Optional, Union
import pandas as pd
-from langchain.document_loaders import (
- TextLoader,
- UnstructuredPDFLoader,
- UnstructuredWordDocumentLoader,
-)
-from langchain.text_splitter import CharacterTextSplitter
+from llama_index.core import Document, SimpleDirectoryReader
+from llama_index.core.node_parser import SimpleNodeParser
+from llama_index.readers.file import PDFReader
from pydantic import BaseModel, ConfigDict, Field
from tqdm import tqdm
+from metagpt.logs import logger
from metagpt.repo_parser import RepoParser
@@ -28,7 +26,7 @@ def validate_cols(content_col: str, df: pd.DataFrame):
raise ValueError("Content column not found in DataFrame.")
-def read_data(data_path: Path):
+def read_data(data_path: Path) -> Union[pd.DataFrame, list[Document]]:
suffix = data_path.suffix
if ".xlsx" == suffix:
data = pd.read_excel(data_path)
@@ -37,14 +35,13 @@ def read_data(data_path: Path):
elif ".json" == suffix:
data = pd.read_json(data_path)
elif suffix in (".docx", ".doc"):
- data = UnstructuredWordDocumentLoader(str(data_path), mode="elements").load()
+ data = SimpleDirectoryReader(input_files=[str(data_path)]).load_data()
elif ".txt" == suffix:
- data = TextLoader(str(data_path)).load()
- text_splitter = CharacterTextSplitter(separator="\n", chunk_size=256, chunk_overlap=0)
- texts = text_splitter.split_documents(data)
- data = texts
+ data = SimpleDirectoryReader(input_files=[str(data_path)]).load_data()
+ node_parser = SimpleNodeParser.from_defaults(separator="\n", chunk_size=256, chunk_overlap=0)
+ data = node_parser.get_nodes_from_documents(data)
elif ".pdf" == suffix:
- data = UnstructuredPDFLoader(str(data_path), mode="elements").load()
+ data = PDFReader.load_data(str(data_path))
else:
raise NotImplementedError("File format not supported.")
return data
@@ -130,9 +127,12 @@ class IndexableDocument(Document):
if isinstance(data, pd.DataFrame):
validate_cols(content_col, data)
return cls(data=data, content=str(data), content_col=content_col, meta_col=meta_col)
- else:
+ try:
content = data_path.read_text()
- return cls(data=data, content=content, content_col=content_col, meta_col=meta_col)
+ except Exception as e:
+ logger.debug(f"Load {str(data_path)} error: {e}")
+ content = ""
+ return cls(data=data, content=content, content_col=content_col, meta_col=meta_col)
def _get_docs_and_metadatas_by_df(self) -> (list, list):
df = self.data
@@ -146,9 +146,9 @@ class IndexableDocument(Document):
metadatas.append({})
return docs, metadatas
- def _get_docs_and_metadatas_by_langchain(self) -> (list, list):
+ def _get_docs_and_metadatas_by_llamaindex(self) -> (list, list):
data = self.data
- docs = [i.page_content for i in data]
+ docs = [i.text for i in data]
metadatas = [i.metadata for i in data]
return docs, metadatas
@@ -156,7 +156,7 @@ class IndexableDocument(Document):
if isinstance(self.data, pd.DataFrame):
return self._get_docs_and_metadatas_by_df()
elif isinstance(self.data, list):
- return self._get_docs_and_metadatas_by_langchain()
+ return self._get_docs_and_metadatas_by_llamaindex()
else:
raise NotImplementedError("Data type not supported for metadata extraction.")
diff --git a/metagpt/document_store/base_store.py b/metagpt/document_store/base_store.py
index b719d1083..6aafc57bb 100644
--- a/metagpt/document_store/base_store.py
+++ b/metagpt/document_store/base_store.py
@@ -8,8 +8,6 @@
from abc import ABC, abstractmethod
from pathlib import Path
-from metagpt.config import Config
-
class BaseStore(ABC):
"""FIXME: consider add_index, set_index and think about granularity."""
@@ -31,7 +29,6 @@ class LocalStore(BaseStore, ABC):
def __init__(self, raw_data_path: Path, cache_dir: Path = None):
if not raw_data_path:
raise FileNotFoundError
- self.config = Config()
self.raw_data_path = raw_data_path
self.fname = self.raw_data_path.stem
if not cache_dir:
@@ -41,9 +38,9 @@ class LocalStore(BaseStore, ABC):
if not self.store:
self.store = self.write()
- def _get_index_and_store_fname(self, index_ext=".index", pkl_ext=".pkl"):
- index_file = self.cache_dir / f"{self.fname}{index_ext}"
- store_file = self.cache_dir / f"{self.fname}{pkl_ext}"
+ def _get_index_and_store_fname(self, index_ext=".json", docstore_ext=".json"):
+ index_file = self.cache_dir / "default__vector_store" / index_ext
+ store_file = self.cache_dir / "docstore" / docstore_ext
return index_file, store_file
@abstractmethod
diff --git a/metagpt/document_store/chromadb_store.py b/metagpt/document_store/chromadb_store.py
index d7344d41b..1d3a014ee 100644
--- a/metagpt/document_store/chromadb_store.py
+++ b/metagpt/document_store/chromadb_store.py
@@ -11,9 +11,9 @@ import chromadb
class ChromaStore:
"""If inherited from BaseStore, or importing other modules from metagpt, a Python exception occurs, which is strange."""
- def __init__(self, name):
+ def __init__(self, name: str, get_or_create: bool = False):
client = chromadb.Client()
- collection = client.create_collection(name)
+ collection = client.create_collection(name, get_or_create=get_or_create)
self.client = client
self.collection = collection
diff --git a/metagpt/document_store/faiss_store.py b/metagpt/document_store/faiss_store.py
index 1271f1c23..b196bef27 100644
--- a/metagpt/document_store/faiss_store.py
+++ b/metagpt/document_store/faiss_store.py
@@ -7,52 +7,67 @@
"""
import asyncio
from pathlib import Path
-from typing import Optional
+from typing import Any, Optional
-from langchain.embeddings import OpenAIEmbeddings
-from langchain.vectorstores import FAISS
-from langchain_core.embeddings import Embeddings
+import faiss
+from llama_index.core import VectorStoreIndex, load_index_from_storage
+from llama_index.core.embeddings import BaseEmbedding
+from llama_index.core.schema import Document, QueryBundle, TextNode
+from llama_index.core.storage import StorageContext
+from llama_index.vector_stores.faiss import FaissVectorStore
-from metagpt.config import CONFIG
from metagpt.document import IndexableDocument
from metagpt.document_store.base_store import LocalStore
from metagpt.logs import logger
+from metagpt.utils.embedding import get_embedding
class FaissStore(LocalStore):
def __init__(
- self, raw_data: Path, cache_dir=None, meta_col="source", content_col="output", embedding: Embeddings = None
+ self, raw_data: Path, cache_dir=None, meta_col="source", content_col="output", embedding: BaseEmbedding = None
):
self.meta_col = meta_col
self.content_col = content_col
- self.embedding = embedding or OpenAIEmbeddings(
- openai_api_key=CONFIG.openai_api_key, openai_api_base=CONFIG.openai_base_url
- )
+ self.embedding = embedding or get_embedding()
+ self.store: VectorStoreIndex
super().__init__(raw_data, cache_dir)
- def _load(self) -> Optional["FaissStore"]:
- index_file, store_file = self._get_index_and_store_fname(index_ext=".faiss") # langchain FAISS using .faiss
+ def _load(self) -> Optional["VectorStoreIndex"]:
+ index_file, store_file = self._get_index_and_store_fname()
if not (index_file.exists() and store_file.exists()):
logger.info("Missing at least one of index_file/store_file, load failed and return None")
return None
+ vector_store = FaissVectorStore.from_persist_dir(persist_dir=self.cache_dir)
+ storage_context = StorageContext.from_defaults(persist_dir=self.cache_dir, vector_store=vector_store)
+ index = load_index_from_storage(storage_context, embed_model=self.embedding)
- return FAISS.load_local(self.raw_data_path.parent, self.embedding, self.fname)
+ return index
- def _write(self, docs, metadatas):
- store = FAISS.from_texts(docs, self.embedding, metadatas=metadatas)
- return store
+ def _write(self, docs: list[str], metadatas: list[dict[str, Any]]) -> VectorStoreIndex:
+ assert len(docs) == len(metadatas)
+ documents = [Document(text=doc, metadata=metadatas[idx]) for idx, doc in enumerate(docs)]
+
+ vector_store = FaissVectorStore(faiss_index=faiss.IndexFlatL2(1536))
+ storage_context = StorageContext.from_defaults(vector_store=vector_store)
+ index = VectorStoreIndex.from_documents(
+ documents=documents, storage_context=storage_context, embed_model=self.embedding
+ )
+
+ return index
def persist(self):
- self.store.save_local(self.raw_data_path.parent, self.fname)
+ self.store.storage_context.persist(self.cache_dir)
+
+ def search(self, query: str, expand_cols=False, sep="\n", *args, k=5, **kwargs):
+ retriever = self.store.as_retriever(similarity_top_k=k)
+ rsp = retriever.retrieve(QueryBundle(query_str=query, embedding=self.embedding.get_text_embedding(query)))
- def search(self, query, expand_cols=False, sep="\n", *args, k=5, **kwargs):
- rsp = self.store.similarity_search(query, k=k, **kwargs)
logger.debug(rsp)
if expand_cols:
- return str(sep.join([f"{x.page_content}: {x.metadata}" for x in rsp]))
+ return str(sep.join([f"{x.node.text}: {x.node.metadata}" for x in rsp]))
else:
- return str(sep.join([f"{x.page_content}" for x in rsp]))
+ return str(sep.join([f"{x.node.text}" for x in rsp]))
async def asearch(self, *args, **kwargs):
return await asyncio.to_thread(self.search, *args, **kwargs)
@@ -70,8 +85,12 @@ class FaissStore(LocalStore):
def add(self, texts: list[str], *args, **kwargs) -> list[str]:
"""FIXME: Currently, the store is not updated after adding."""
- return self.store.add_texts(texts)
+ texts_embeds = self.embedding.get_text_embedding_batch(texts)
+ nodes = [TextNode(text=texts[idx], embedding=embed) for idx, embed in enumerate(texts_embeds)]
+ self.store.insert_nodes(nodes)
+
+ return []
def delete(self, *args, **kwargs):
- """Currently, langchain does not provide a delete interface."""
+ """Currently, faiss does not provide a delete interface."""
raise NotImplementedError
diff --git a/metagpt/environment.py b/metagpt/environment.py
deleted file mode 100644
index ddb9ad9dd..000000000
--- a/metagpt/environment.py
+++ /dev/null
@@ -1,168 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-"""
-@Time : 2023/5/11 22:12
-@Author : alexanderwu
-@File : environment.py
-@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.2 of RFC 116:
- 1. Remove the functionality of `Environment` class as a public message buffer.
- 2. Standardize the message forwarding behavior of the `Environment` class.
- 3. Add the `is_idle` property.
-@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing
- functionality is to be consolidated into the `Environment` class.
-"""
-import asyncio
-from pathlib import Path
-from typing import Iterable, Set
-
-from pydantic import BaseModel, ConfigDict, Field, SerializeAsAny, model_validator
-
-from metagpt.config import CONFIG
-from metagpt.logs import logger
-from metagpt.roles.role import Role
-from metagpt.schema import Message
-from metagpt.utils.common import is_subscribed, read_json_file, write_json_file
-
-
-class Environment(BaseModel):
- """环境，承载一批角色，角色可以向环境发布消息，可以被其他角色观察到
- Environment, hosting a batch of roles, roles can publish messages to the environment, and can be observed by other roles
- """
-
- model_config = ConfigDict(arbitrary_types_allowed=True)
-
- desc: str = Field(default="") # 环境描述
- roles: dict[str, SerializeAsAny[Role]] = Field(default_factory=dict, validate_default=True)
- members: dict[Role, Set] = Field(default_factory=dict, exclude=True)
- history: str = "" # For debug
-
- @model_validator(mode="after")
- def init_roles(self):
- self.add_roles(self.roles.values())
- return self
-
- def serialize(self, stg_path: Path):
- roles_path = stg_path.joinpath("roles.json")
- roles_info = []
- for role_key, role in self.roles.items():
- roles_info.append(
- {
- "role_class": role.__class__.__name__,
- "module_name": role.__module__,
- "role_name": role.name,
- "role_sub_tags": list(self.members.get(role)),
- }
- )
- role.serialize(stg_path=stg_path.joinpath(f"roles/{role.__class__.__name__}_{role.name}"))
- write_json_file(roles_path, roles_info)
-
- history_path = stg_path.joinpath("history.json")
- write_json_file(history_path, {"content": self.history})
-
- @classmethod
- def deserialize(cls, stg_path: Path) -> "Environment":
- """stg_path: ./storage/team/environment/"""
- roles_path = stg_path.joinpath("roles.json")
- roles_info = read_json_file(roles_path)
- roles = []
- for role_info in roles_info:
- # role stored in ./environment/roles/{role_class}_{role_name}
- role_path = stg_path.joinpath(f"roles/{role_info.get('role_class')}_{role_info.get('role_name')}")
- role = Role.deserialize(role_path)
- roles.append(role)
-
- history = read_json_file(stg_path.joinpath("history.json"))
- history = history.get("content")
-
- environment = Environment(**{"history": history})
- environment.add_roles(roles)
-
- return environment
-
- def add_role(self, role: Role):
- """增加一个在当前环境的角色
- Add a role in the current environment
- """
- self.roles[role.profile] = role
- role.set_env(self)
-
- def add_roles(self, roles: Iterable[Role]):
- """增加一批在当前环境的角色
- Add a batch of characters in the current environment
- """
- for role in roles:
- self.roles[role.profile] = role
-
- for role in roles: # setup system message with roles
- role.set_env(self)
-
- def publish_message(self, message: Message, peekable: bool = True) -> bool:
- """
- Distribute the message to the recipients.
- In accordance with the Message routing structure design in Chapter 2.2.1 of RFC 116, as already planned
- in RFC 113 for the entire system, the routing information in the Message is only responsible for
- specifying the message recipient, without concern for where the message recipient is located. How to
- route the message to the message recipient is a problem addressed by the transport framework designed
- in RFC 113.
- """
- logger.debug(f"publish_message: {message.dump()}")
- found = False
- # According to the routing feature plan in Chapter 2.2.3.2 of RFC 113
- for role, subscription in self.members.items():
- if is_subscribed(message, subscription):
- role.put_message(message)
- found = True
- if not found:
- logger.warning(f"Message no recipients: {message.dump()}")
- self.history += f"\n{message}" # For debug
-
- return True
-
- async def run(self, k=1):
- """处理一次所有信息的运行
- Process all Role runs at once
- """
- for _ in range(k):
- futures = []
- for role in self.roles.values():
- future = role.run()
- futures.append(future)
-
- await asyncio.gather(*futures)
- logger.debug(f"is idle: {self.is_idle}")
-
- def get_roles(self) -> dict[str, Role]:
- """获得环境内的所有角色
- Process all Role runs at once
- """
- return self.roles
-
- def get_role(self, name: str) -> Role:
- """获得环境内的指定角色
- get all the environment roles
- """
- return self.roles.get(name, None)
-
- def role_names(self) -> list[str]:
- return [i.name for i in self.roles.values()]
-
- @property
- def is_idle(self):
- """If true, all actions have been executed."""
- for r in self.roles.values():
- if not r.is_idle:
- return False
- return True
-
- def get_subscription(self, obj):
- """Get the labels for messages to be consumed by the object."""
- return self.members.get(obj, {})
-
- def set_subscription(self, obj, tags):
- """Set the labels for message to be consumed by the object"""
- self.members[obj] = tags
-
- @staticmethod
- def archive(auto_archive=True):
- if auto_archive and CONFIG.git_repo:
- CONFIG.git_repo.archive()
diff --git a/metagpt/environment/README.md b/metagpt/environment/README.md
new file mode 100644
index 000000000..9476ac75a
--- /dev/null
+++ b/metagpt/environment/README.md
@@ -0,0 +1,38 @@
+Here is a environment description of MetaGPT env for different situation.
+For now, the code only define the environment and still some todos like migrate roles/actions to current version.
+
+## Function
+- Define `ExtEnv`(Base Class) which help users to integrate with external environment like games through apis or construct the game logics.
+- Define `Environment`(Base Class) which is the env that MetaGPT directly used. And it includes roles and so on.
+- Define the `EnvAPIRegistry` to mark the read/write apis that `ExtEnv` provide observe/step ability. And then, users can call the particular one to get observation from env or feedback to env.
+
+## Usage
+
+init environment
+```
+android_env = env.create(EnvType.ANDROID)
+
+assistant = Role(name="Bob", profile="android assistant")
+team = Team(investment=10.0, env=android_env, roles=[assistant])
+```
+
+observe & step inside role's actions
+```
+from metagpt.environment.api.env_api import EnvAPIAbstract
+
+# get screenshot from ExtEnv
+screenshot_path: Path = env.observe(
+ EnvAPIAbstract(
+ api_name="get_screenshot", kwargs={"ss_name": f"{round_count}_before", "local_save_dir": task_dir}
+ )
+ )
+
+# do a `tap` action on the screen
+res = env.step(EnvAPIAbstract("system_tap", kwargs={"x": x, "y": y}))
+```
+
+## TODO
+- add android app operation assistant under `examples/android_assistant`
+- migrate roles/actions of werewolf game from old version into current version
+- migrate roles/actions of mincraft game from old version into current version
+- migrate roles/actions of stanford_town game from old version into current version
diff --git a/metagpt/environment/__init__.py b/metagpt/environment/__init__.py
new file mode 100644
index 000000000..692672fa7
--- /dev/null
+++ b/metagpt/environment/__init__.py
@@ -0,0 +1,13 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
+
+from metagpt.environment.base_env import Environment
+from metagpt.environment.android_env.android_env import AndroidEnv
+from metagpt.environment.mincraft_env.mincraft_env import MincraftExtEnv
+from metagpt.environment.werewolf_env.werewolf_env import WerewolfEnv
+from metagpt.environment.stanford_town_env.stanford_town_env import StanfordTownEnv
+from metagpt.environment.software_env.software_env import SoftwareEnv
+
+
+__all__ = ["AndroidEnv", "MincraftExtEnv", "WerewolfEnv", "StanfordTownEnv", "SoftwareEnv", "Environment"]
diff --git a/metagpt/environment/android_env/__init__.py b/metagpt/environment/android_env/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/android_env/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/android_env/android_env.py b/metagpt/environment/android_env/android_env.py
new file mode 100644
index 000000000..c27e20541
--- /dev/null
+++ b/metagpt/environment/android_env/android_env.py
@@ -0,0 +1,13 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : MG Android Env
+
+from pydantic import Field
+
+from metagpt.environment.android_env.android_ext_env import AndroidExtEnv
+from metagpt.environment.base_env import Environment
+
+
+class AndroidEnv(Environment, AndroidExtEnv):
+ rows: int = Field(default=0, description="rows of a grid on the screenshot")
+ cols: int = Field(default=0, description="cols of a grid on the screenshot")
diff --git a/metagpt/environment/android_env/android_ext_env.py b/metagpt/environment/android_env/android_ext_env.py
new file mode 100644
index 000000000..b81b2cd26
--- /dev/null
+++ b/metagpt/environment/android_env/android_ext_env.py
@@ -0,0 +1,157 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : The Android external environment to integrate with Android apps
+
+import subprocess
+from pathlib import Path
+from typing import Any, Optional
+
+from pydantic import Field
+
+from metagpt.environment.android_env.const import ADB_EXEC_FAIL
+from metagpt.environment.base_env import ExtEnv, mark_as_readable, mark_as_writeable
+
+
+class AndroidExtEnv(ExtEnv):
+ device_id: Optional[str] = Field(default=None)
+ screenshot_dir: Optional[Path] = Field(default=None)
+ xml_dir: Optional[Path] = Field(default=None)
+ width: int = Field(default=720, description="device screen width")
+ height: int = Field(default=1080, description="device screen height")
+
+ def __init__(self, **data: Any):
+ super().__init__(**data)
+ if data.get("device_id"):
+ (width, height) = self.device_shape
+ self.width = data.get("width", width)
+ self.height = data.get("height", height)
+
+ @property
+ def adb_prefix_si(self):
+ """adb cmd prefix with `device_id` and `shell input`"""
+ return f"adb -s {self.device_id} shell input "
+
+ @property
+ def adb_prefix_shell(self):
+ """adb cmd prefix with `device_id` and `shell`"""
+ return f"adb -s {self.device_id} shell "
+
+ @property
+ def adb_prefix(self):
+ """adb cmd prefix with `device_id`"""
+ return f"adb -s {self.device_id} "
+
+ def execute_adb_with_cmd(self, adb_cmd: str) -> str:
+ res = subprocess.run(adb_cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
+ exec_res = ADB_EXEC_FAIL
+ if not res.returncode:
+ exec_res = res.stdout.strip()
+ return exec_res
+
+ @property
+ def device_shape(self) -> tuple[int, int]:
+ adb_cmd = f"{self.adb_prefix_shell} wm size"
+ shape = (0, 0)
+ shape_res = self.execute_adb_with_cmd(adb_cmd)
+ if shape_res != ADB_EXEC_FAIL:
+ shape = tuple(map(int, shape_res.split(": ")[1].split("x")))
+ return shape
+
+ def list_devices(self):
+ adb_cmd = "adb devices"
+ res = self.execute_adb_with_cmd(adb_cmd)
+ devices = []
+ if res != ADB_EXEC_FAIL:
+ devices = res.split("\n")[1:]
+ devices = [device.split()[0] for device in devices]
+ return devices
+
+ @mark_as_readable
+ def get_screenshot(self, ss_name: str, local_save_dir: Path) -> Path:
+ """
+ ss_name: screenshot file name
+ local_save_dir: local dir to store image from virtual machine
+ """
+ assert self.screenshot_dir
+ ss_remote_path = Path(self.screenshot_dir).joinpath(f"{ss_name}.png")
+ ss_cmd = f"{self.adb_prefix_shell} screencap -p {ss_remote_path}"
+ ss_res = self.execute_adb_with_cmd(ss_cmd)
+
+ res = ADB_EXEC_FAIL
+ if ss_res != ADB_EXEC_FAIL:
+ ss_local_path = Path(local_save_dir).joinpath(f"{ss_name}.png")
+ pull_cmd = f"{self.adb_prefix} pull {ss_remote_path} {ss_local_path}"
+ pull_res = self.execute_adb_with_cmd(pull_cmd)
+ if pull_res != ADB_EXEC_FAIL:
+ res = ss_local_path
+ return Path(res)
+
+ @mark_as_readable
+ def get_xml(self, xml_name: str, local_save_dir: Path) -> Path:
+ xml_remote_path = Path(self.xml_dir).joinpath(f"{xml_name}.xml")
+ dump_cmd = f"{self.adb_prefix_shell} uiautomator dump {xml_remote_path}"
+ xml_res = self.execute_adb_with_cmd(dump_cmd)
+
+ res = ADB_EXEC_FAIL
+ if xml_res != ADB_EXEC_FAIL:
+ xml_local_path = Path(local_save_dir).joinpath(f"{xml_name}.xml")
+ pull_cmd = f"{self.adb_prefix} pull {xml_remote_path} {xml_local_path}"
+ pull_res = self.execute_adb_with_cmd(pull_cmd)
+ if pull_res != ADB_EXEC_FAIL:
+ res = xml_local_path
+ return Path(res)
+
+ @mark_as_writeable
+ def system_back(self) -> str:
+ adb_cmd = f"{self.adb_prefix_si} keyevent KEYCODE_BACK"
+ back_res = self.execute_adb_with_cmd(adb_cmd)
+ return back_res
+
+ @mark_as_writeable
+ def system_tap(self, x: int, y: int) -> str:
+ adb_cmd = f"{self.adb_prefix_si} tap {x} {y}"
+ tap_res = self.execute_adb_with_cmd(adb_cmd)
+ return tap_res
+
+ @mark_as_writeable
+ def user_input(self, input_txt: str) -> str:
+ input_txt = input_txt.replace(" ", "%s").replace("'", "")
+ adb_cmd = f"{self.adb_prefix_si} text {input_txt}"
+ input_res = self.execute_adb_with_cmd(adb_cmd)
+ return input_res
+
+ @mark_as_writeable
+ def user_longpress(self, x: int, y: int, duration: int = 500) -> str:
+ adb_cmd = f"{self.adb_prefix_si} swipe {x} {y} {x} {y} {duration}"
+ press_res = self.execute_adb_with_cmd(adb_cmd)
+ return press_res
+
+ @mark_as_writeable
+ def user_swipe(self, x: int, y: int, orient: str = "up", dist: str = "medium", if_quick: bool = False) -> str:
+ dist_unit = int(self.width / 10)
+ if dist == "long":
+ dist_unit *= 3
+ elif dist == "medium":
+ dist_unit *= 2
+
+ if orient == "up":
+ offset = 0, -2 * dist_unit
+ elif orient == "down":
+ offset = 0, 2 * dist_unit
+ elif orient == "left":
+ offset = -1 * dist_unit, 0
+ elif orient == "right":
+ offset = dist_unit, 0
+ else:
+ return ADB_EXEC_FAIL
+
+ duration = 100 if if_quick else 400
+ adb_cmd = f"{self.adb_prefix_si} swipe {x} {y} {x + offset[0]} {y + offset[1]} {duration}"
+ swipe_res = self.execute_adb_with_cmd(adb_cmd)
+ return swipe_res
+
+ @mark_as_writeable
+ def user_swipe_to(self, start: tuple[int, int], end: tuple[int, int], duration: int = 400):
+ adb_cmd = f"{self.adb_prefix_si} swipe {start[0]} {start[1]} {end[0]} {end[1]} {duration}"
+ swipe_res = self.execute_adb_with_cmd(adb_cmd)
+ return swipe_res
diff --git a/metagpt/environment/android_env/const.py b/metagpt/environment/android_env/const.py
new file mode 100644
index 000000000..8811289bf
--- /dev/null
+++ b/metagpt/environment/android_env/const.py
@@ -0,0 +1,6 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
+
+# For Android Assistant Agent
+ADB_EXEC_FAIL = "FAILED"
diff --git a/metagpt/environment/api/__init__.py b/metagpt/environment/api/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/api/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/api/env_api.py b/metagpt/environment/api/env_api.py
new file mode 100644
index 000000000..1e6df544d
--- /dev/null
+++ b/metagpt/environment/api/env_api.py
@@ -0,0 +1,60 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : the environment api store
+
+from typing import Any, Callable, Union
+
+from pydantic import BaseModel, Field
+
+
+class EnvAPIAbstract(BaseModel):
+ """api/interface summary description"""
+
+ api_name: str = Field(default="", description="the api function name or id")
+ args: set = Field(default={}, description="the api function `args` params")
+ kwargs: dict = Field(default=dict(), description="the api function `kwargs` params")
+
+
+class EnvAPIRegistry(BaseModel):
+ """the registry to store environment w&r api/interface"""
+
+ registry: dict[str, dict[str, Union[dict, Any, str]]] = Field(default=dict(), exclude=True)
+
+ def get(self, api_name: str):
+ if api_name not in self.registry:
+ raise ValueError
+ return self.registry.get(api_name)
+
+ def __getitem__(self, api_name: str) -> Callable:
+ return self.get(api_name)
+
+ def __setitem__(self, api_name: str, func: Callable):
+ self.registry[api_name] = func
+
+ def __len__(self):
+ return len(self.registry)
+
+ def get_apis(self, as_str=True) -> dict[str, dict[str, Union[dict, Any, str]]]:
+ """return func schema without func instance"""
+ apis = dict()
+ for func_name, func_schema in self.registry.items():
+ new_func_schema = dict()
+ for key, value in func_schema.items():
+ if key == "func":
+ continue
+ new_func_schema[key] = str(value) if as_str else value
+ new_func_schema = new_func_schema
+ apis[func_name] = new_func_schema
+ return apis
+
+
+class WriteAPIRegistry(EnvAPIRegistry):
+ """just as a explicit class name"""
+
+ pass
+
+
+class ReadAPIRegistry(EnvAPIRegistry):
+ """just as a explicit class name"""
+
+ pass
diff --git a/metagpt/environment/base_env.py b/metagpt/environment/base_env.py
new file mode 100644
index 000000000..14023e3b7
--- /dev/null
+++ b/metagpt/environment/base_env.py
@@ -0,0 +1,212 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : base env of executing environment
+
+import asyncio
+from enum import Enum
+from typing import TYPE_CHECKING, Any, Dict, Iterable, Optional, Set, Union
+
+from pydantic import BaseModel, ConfigDict, Field, SerializeAsAny, model_validator
+
+from metagpt.context import Context
+from metagpt.environment.api.env_api import (
+ EnvAPIAbstract,
+ ReadAPIRegistry,
+ WriteAPIRegistry,
+)
+from metagpt.logs import logger
+from metagpt.schema import Message
+from metagpt.utils.common import get_function_schema, is_coroutine_func, is_send_to
+
+if TYPE_CHECKING:
+ from metagpt.roles.role import Role # noqa: F401
+
+
+class EnvType(Enum):
+ ANDROID = "Android"
+ GYM = "Gym"
+ WEREWOLF = "Werewolf"
+ MINCRAFT = "Mincraft"
+ STANFORDTOWN = "StanfordTown"
+
+
+env_write_api_registry = WriteAPIRegistry()
+env_read_api_registry = ReadAPIRegistry()
+
+
+def mark_as_readable(func):
+ """mark functionn as a readable one in ExtEnv, it observes something from ExtEnv"""
+ env_read_api_registry[func.__name__] = get_function_schema(func)
+ return func
+
+
+def mark_as_writeable(func):
+ """mark functionn as a writeable one in ExtEnv, it does something to ExtEnv"""
+ env_write_api_registry[func.__name__] = get_function_schema(func)
+ return func
+
+
+class ExtEnv(BaseModel):
+ """External Env to integrate actual game environment"""
+
+ def _check_api_exist(self, rw_api: Optional[str] = None):
+ if not rw_api:
+ raise ValueError(f"{rw_api} not exists")
+
+ def get_all_available_apis(self, mode: str = "read") -> list[Any]:
+ """get available read/write apis definition"""
+ assert mode in ["read", "write"]
+ if mode == "read":
+ return env_read_api_registry.get_apis()
+ else:
+ return env_write_api_registry.get_apis()
+
+ async def observe(self, env_action: Union[str, EnvAPIAbstract]):
+ """get observation from particular api of ExtEnv"""
+ if isinstance(env_action, str):
+ read_api = env_read_api_registry.get(api_name=env_action)["func"]
+ self._check_api_exist(read_api)
+ if is_coroutine_func(read_api):
+ res = await read_api(self)
+ else:
+ res = read_api(self)
+ elif isinstance(env_action, EnvAPIAbstract):
+ read_api = env_read_api_registry.get(api_name=env_action.api_name)["func"]
+ self._check_api_exist(read_api)
+ if is_coroutine_func(read_api):
+ res = await read_api(self, *env_action.args, **env_action.kwargs)
+ else:
+ res = read_api(self, *env_action.args, **env_action.kwargs)
+ return res
+
+ async def step(self, env_action: Union[str, Message, EnvAPIAbstract, list[EnvAPIAbstract]]):
+ """execute through particular api of ExtEnv"""
+ res = None
+ if isinstance(env_action, Message):
+ self.publish_message(env_action)
+ elif isinstance(env_action, EnvAPIAbstract):
+ write_api = env_write_api_registry.get(env_action.api_name)["func"]
+ self._check_api_exist(write_api)
+ if is_coroutine_func(write_api):
+ res = await write_api(self, *env_action.args, **env_action.kwargs)
+ else:
+ res = write_api(self, *env_action.args, **env_action.kwargs)
+
+ return res
+
+
+class Environment(ExtEnv):
+ """环境，承载一批角色，角色可以向环境发布消息，可以被其他角色观察到
+ Environment, hosting a batch of roles, roles can publish messages to the environment, and can be observed by other roles
+ """
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ desc: str = Field(default="") # 环境描述
+ roles: dict[str, SerializeAsAny["Role"]] = Field(default_factory=dict, validate_default=True)
+ member_addrs: Dict["Role", Set] = Field(default_factory=dict, exclude=True)
+ history: str = "" # For debug
+ context: Context = Field(default_factory=Context, exclude=True)
+
+ @model_validator(mode="after")
+ def init_roles(self):
+ self.add_roles(self.roles.values())
+ return self
+
+ def add_role(self, role: "Role"):
+ """增加一个在当前环境的角色
+ Add a role in the current environment
+ """
+ self.roles[role.profile] = role
+ role.set_env(self)
+ role.context = self.context
+
+ def add_roles(self, roles: Iterable["Role"]):
+ """增加一批在当前环境的角色
+ Add a batch of characters in the current environment
+ """
+ for role in roles:
+ self.roles[role.profile] = role
+
+ for role in roles: # setup system message with roles
+ role.context = self.context
+ role.set_env(self)
+
+ def publish_message(self, message: Message, peekable: bool = True) -> bool:
+ """
+ Distribute the message to the recipients.
+ In accordance with the Message routing structure design in Chapter 2.2.1 of RFC 116, as already planned
+ in RFC 113 for the entire system, the routing information in the Message is only responsible for
+ specifying the message recipient, without concern for where the message recipient is located. How to
+ route the message to the message recipient is a problem addressed by the transport framework designed
+ in RFC 113.
+ """
+ logger.debug(f"publish_message: {message.dump()}")
+ found = False
+ # According to the routing feature plan in Chapter 2.2.3.2 of RFC 113
+ for role, addrs in self.member_addrs.items():
+ if is_send_to(message, addrs):
+ role.put_message(message)
+ found = True
+ if not found:
+ logger.warning(f"Message no recipients: {message.dump()}")
+ self.history += f"\n{message}" # For debug
+
+ return True
+
+ async def run(self, k=1):
+ """处理一次所有信息的运行
+ Process all Role runs at once
+ """
+ for _ in range(k):
+ futures = []
+ for role in self.roles.values():
+ future = role.run()
+ futures.append(future)
+
+ await asyncio.gather(*futures)
+ logger.debug(f"is idle: {self.is_idle}")
+
+ def get_roles(self) -> dict[str, "Role"]:
+ """获得环境内的所有角色
+ Process all Role runs at once
+ """
+ return self.roles
+
+ def get_role(self, name: str) -> "Role":
+ """获得环境内的指定角色
+ get all the environment roles
+ """
+ return self.roles.get(name, None)
+
+ def role_names(self) -> list[str]:
+ return [i.name for i in self.roles.values()]
+
+ @property
+ def is_idle(self):
+ """If true, all actions have been executed."""
+ for r in self.roles.values():
+ if not r.is_idle:
+ return False
+ return True
+
+ def get_addresses(self, obj):
+ """Get the addresses of the object."""
+ return self.member_addrs.get(obj, {})
+
+ def set_addresses(self, obj, addresses):
+ """Set the addresses of the object"""
+ self.member_addrs[obj] = addresses
+
+ def archive(self, auto_archive=True):
+ if auto_archive and self.context.git_repo:
+ self.context.git_repo.archive()
+
+ @classmethod
+ def model_rebuild(cls, **kwargs):
+ from metagpt.roles.role import Role # noqa: F401
+
+ super().model_rebuild(**kwargs)
+
+
+Environment.model_rebuild()
diff --git a/metagpt/environment/mincraft_env/__init__.py b/metagpt/environment/mincraft_env/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/mincraft_env/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/mincraft_env/const.py b/metagpt/environment/mincraft_env/const.py
new file mode 100644
index 000000000..a7222f9cd
--- /dev/null
+++ b/metagpt/environment/mincraft_env/const.py
@@ -0,0 +1,44 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
+
+from metagpt.const import METAGPT_ROOT
+
+# For Mincraft Game Agent
+MC_CKPT_DIR = METAGPT_ROOT / "data/mincraft/ckpt"
+MC_LOG_DIR = METAGPT_ROOT / "logs"
+MC_DEFAULT_WARMUP = {
+ "context": 15,
+ "biome": 10,
+ "time": 15,
+ "nearby_blocks": 0,
+ "other_blocks": 10,
+ "nearby_entities": 5,
+ "health": 15,
+ "hunger": 15,
+ "position": 0,
+ "equipment": 0,
+ "inventory": 0,
+ "optional_inventory_items": 7,
+ "chests": 0,
+ "completed_tasks": 0,
+ "failed_tasks": 0,
+}
+MC_CURRICULUM_OB = [
+ "context",
+ "biome",
+ "time",
+ "nearby_blocks",
+ "other_blocks",
+ "nearby_entities",
+ "health",
+ "hunger",
+ "position",
+ "equipment",
+ "inventory",
+ "chests",
+ "completed_tasks",
+ "failed_tasks",
+]
+MC_CORE_INVENTORY_ITEMS = r".*_log|.*_planks|stick|crafting_table|furnace"
+r"|cobblestone|dirt|coal|.*_pickaxe|.*_sword|.*_axe", # curriculum_agent: only show these items in inventory before optional_inventory_items reached in warm up
diff --git a/metagpt/environment/mincraft_env/mincraft_env.py b/metagpt/environment/mincraft_env/mincraft_env.py
new file mode 100644
index 000000000..fdc477164
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mincraft_env.py
@@ -0,0 +1,388 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : MG Mincraft Env
+# refs to `voyager voyager.py`
+
+import json
+import re
+import time
+from typing import Any, Iterable
+
+from pydantic import ConfigDict, Field
+
+from metagpt.config2 import config as CONFIG
+from metagpt.environment.base_env import Environment
+from metagpt.environment.mincraft_env.const import MC_CKPT_DIR
+from metagpt.environment.mincraft_env.mincraft_ext_env import MincraftExtEnv
+from metagpt.logs import logger
+from metagpt.rag.vector_stores.chroma import ChromaVectorStore
+from metagpt.utils.common import load_mc_skills_code, read_json_file, write_json_file
+
+
+class MincraftEnv(Environment, MincraftExtEnv):
+ """MincraftEnv, including shared memory of cache and information between roles"""
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ event: dict[str, Any] = Field(default_factory=dict)
+ current_task: str = Field(default="Mine 1 wood log")
+ task_execution_time: float = Field(default=float)
+ context: str = Field(default="You can mine one of oak, birch, spruce, jungle, acacia, dark oak, or mangrove logs.")
+ code: str = Field(default="")
+ program_code: str = Field(default="") # write in skill/code/*.js
+ program_name: str = Field(default="")
+ critique: str = Field(default="")
+ skills: dict = Field(default_factory=dict) # for skills.json
+ retrieve_skills: list[str] = Field(default_factory=list)
+ event_summary: str = Field(default="")
+
+ qa_cache: dict[str, str] = Field(default_factory=dict)
+ completed_tasks: list[str] = Field(default_factory=list) # Critique things
+ failed_tasks: list[str] = Field(default_factory=list)
+
+ skill_desp: str = Field(default="")
+
+ chest_memory: dict[str, Any] = Field(default_factory=dict) # eg: {'(1344, 64, 1381)': 'Unknown'}
+ chest_observation: str = Field(default="") # eg: "Chests: None\n\n"
+
+ runtime_status: bool = False # equal to action execution status: success or failed
+
+ vectordb: ChromaVectorStore = Field(default_factory=ChromaVectorStore)
+
+ qa_cache_questions_vectordb: ChromaVectorStore = Field(default_factory=ChromaVectorStore)
+
+ @property
+ def progress(self):
+ # return len(self.completed_tasks) + 10 # Test only
+ return len(self.completed_tasks)
+
+ @property
+ def programs(self):
+ programs = ""
+ if self.code == "":
+ return programs # TODO: maybe fix 10054 now, a better way is isolating env.step() like voyager
+ for skill_name, entry in self.skills.items():
+ programs += f"{entry['code']}\n\n"
+ for primitives in load_mc_skills_code(): # TODO add skills_dir
+ programs += f"{primitives}\n\n"
+ return programs
+
+ def set_mc_port(self, mc_port):
+ super().set_mc_port(mc_port)
+ self.set_mc_resume()
+
+ def set_mc_resume(self):
+ self.qa_cache_questions_vectordb = ChromaVectorStore(
+ collection_name="qa_cache_questions_vectordb",
+ persist_dir=f"{MC_CKPT_DIR}/curriculum/vectordb",
+ )
+
+ self.vectordb = ChromaVectorStore(
+ collection_name="skill_vectordb",
+ persist_dir=f"{MC_CKPT_DIR}/skill/vectordb",
+ )
+
+ if CONFIG.resume:
+ logger.info(f"Loading Action Developer from {MC_CKPT_DIR}/action")
+ self.chest_memory = read_json_file(f"{MC_CKPT_DIR}/action/chest_memory.json")
+
+ logger.info(f"Loading Curriculum Agent from {MC_CKPT_DIR}/curriculum")
+ self.completed_tasks = read_json_file(f"{MC_CKPT_DIR}/curriculum/completed_tasks.json")
+ self.failed_tasks = read_json_file(f"{MC_CKPT_DIR}/curriculum/failed_tasks.json")
+
+ logger.info(f"Loading Skill Manager from {MC_CKPT_DIR}/skill\033[0m")
+ self.skills = read_json_file(f"{MC_CKPT_DIR}/skill/skills.json")
+
+ logger.info(f"Loading Qa Cache from {MC_CKPT_DIR}/curriculum\033[0m")
+ self.qa_cache = read_json_file(f"{MC_CKPT_DIR}/curriculum/qa_cache.json")
+
+ if self.vectordb._collection.count() == 0:
+ logger.info(self.vectordb._collection.count())
+ # Set vdvs for skills & qa_cache
+ skill_desps = [skill["description"] for program_name, skill in self.skills.items()]
+ program_names = [program_name for program_name, skill in self.skills.items()]
+ metadatas = [{"name": program_name} for program_name in program_names]
+ # add vectordb from file
+ self.vectordb.add_texts(
+ texts=skill_desps,
+ ids=program_names,
+ metadatas=metadatas,
+ )
+ self.vectordb.persist()
+
+ logger.info(self.qa_cache_questions_vectordb._collection.count())
+ if self.qa_cache_questions_vectordb._collection.count() == 0:
+ questions = [question for question, answer in self.qa_cache.items()]
+
+ self.qa_cache_questions_vectordb.add_texts(texts=questions)
+
+ self.qa_cache_questions_vectordb.persist()
+
+ logger.info(
+ f"INIT_CHECK: There are {self.vectordb._collection.count()} skills in vectordb and {len(self.skills)} skills in skills.json."
+ )
+ # Check if Skill Manager's vectordb right using
+ assert self.vectordb._collection.count() == len(self.skills), (
+ f"Skill Manager's vectordb is not synced with skills.json.\n"
+ f"There are {self.vectordb._collection.count()} skills in vectordb but {len(self.skills)} skills in skills.json.\n"
+ f"Did you set resume=False when initializing the manager?\n"
+ f"You may need to manually delete the vectordb directory for running from scratch."
+ )
+
+ logger.info(
+ f"INIT_CHECK: There are {self.qa_cache_questions_vectordb._collection.count()} qa_cache in vectordb and {len(self.qa_cache)} questions in qa_cache.json."
+ )
+ assert self.qa_cache_questions_vectordb._collection.count() == len(self.qa_cache), (
+ f"Curriculum Agent's qa cache question vectordb is not synced with qa_cache.json.\n"
+ f"There are {self.qa_cache_questions_vectordb._collection.count()} questions in vectordb "
+ f"but {len(self.qa_cache)} questions in qa_cache.json.\n"
+ f"Did you set resume=False when initializing the agent?\n"
+ f"You may need to manually delete the qa cache question vectordb directory for running from scratch.\n"
+ )
+
+ def register_roles(self, roles: Iterable["Minecraft"]):
+ for role in roles:
+ role.set_memory(self)
+
+ def update_event(self, event: dict):
+ if self.event == event:
+ return
+ self.event = event
+ self.update_chest_memory(event)
+ self.update_chest_observation()
+ # self.event_summary = self.summarize_chatlog(event)
+
+ def update_task(self, task: str):
+ self.current_task = task
+
+ def update_context(self, context: str):
+ self.context = context
+
+ def update_program_code(self, program_code: str):
+ self.program_code = program_code
+
+ def update_code(self, code: str):
+ self.code = code # action_developer.gen_action_code to HERE
+
+ def update_program_name(self, program_name: str):
+ self.program_name = program_name
+
+ def update_critique(self, critique: str):
+ self.critique = critique # critic_agent.check_task_success to HERE
+
+ def append_skill(self, skill: dict):
+ self.skills[self.program_name] = skill # skill_manager.retrieve_skills to HERE
+
+ def update_retrieve_skills(self, retrieve_skills: list):
+ self.retrieve_skills = retrieve_skills
+
+ def update_skill_desp(self, skill_desp: str):
+ self.skill_desp = skill_desp
+
+ async def update_qa_cache(self, qa_cache: dict):
+ self.qa_cache = qa_cache
+
+ def update_chest_memory(self, events: dict):
+ """
+ Input: events: Dict
+ Result: self.chest_memory update & save to json
+ """
+ nearbyChests = events[-1][1]["nearbyChests"]
+ for position, chest in nearbyChests.items():
+ if position in self.chest_memory:
+ if isinstance(chest, dict):
+ self.chest_memory[position] = chest
+ if chest == "Invalid":
+ logger.info(f"Action Developer removing chest {position}: {chest}")
+ self.chest_memory.pop(position)
+ else:
+ if chest != "Invalid":
+ logger.info(f"Action Developer saving chest {position}: {chest}")
+ self.chest_memory[position] = chest
+
+ write_json_file(f"{MC_CKPT_DIR}/action/chest_memory.json", self.chest_memory)
+
+ def update_chest_observation(self):
+ """
+ update chest_memory to chest_observation.
+ Refer to @ https://github.com/MineDojo/Voyager/blob/main/voyager/agents/action.py
+ """
+
+ chests = []
+ for chest_position, chest in self.chest_memory.items():
+ if isinstance(chest, dict) and len(chest) > 0:
+ chests.append(f"{chest_position}: {chest}")
+ for chest_position, chest in self.chest_memory.items():
+ if isinstance(chest, dict) and len(chest) == 0:
+ chests.append(f"{chest_position}: Empty")
+ for chest_position, chest in self.chest_memory.items():
+ if isinstance(chest, str):
+ assert chest == "Unknown"
+ chests.append(f"{chest_position}: Unknown items inside")
+ assert len(chests) == len(self.chest_memory)
+ if chests:
+ chests = "\n".join(chests)
+ self.chest_observation = f"Chests:\n{chests}\n\n"
+ else:
+ self.chest_observation = "Chests: None\n\n"
+
+ def summarize_chatlog(self, events):
+ def filter_item(message: str):
+ craft_pattern = r"I cannot make \w+ because I need: (.*)"
+ craft_pattern2 = r"I cannot make \w+ because there is no crafting table nearby"
+ mine_pattern = r"I need at least a (.*) to mine \w+!"
+ if re.match(craft_pattern, message):
+ self.event_summary = re.match(craft_pattern, message).groups()[0]
+ elif re.match(craft_pattern2, message):
+ self.event_summary = "a nearby crafting table"
+ elif re.match(mine_pattern, message):
+ self.event_summary = re.match(mine_pattern, message).groups()[0]
+ else:
+ self.event_summary = ""
+ return self.event_summary
+
+ chatlog = set()
+ for event_type, event in events:
+ if event_type == "onChat":
+ item = filter_item(event["onChat"])
+ if item:
+ chatlog.add(item)
+ self.event_summary = "I also need " + ", ".join(chatlog) + "." if chatlog else ""
+
+ def reset_block_info(self):
+ # revert all the placing event in the last step
+ pass
+
+ def update_exploration_progress(self, success: bool):
+ """
+ Split task into completed_tasks or failed_tasks
+ Args: info = {
+ "task": self.task,
+ "success": success,
+ "conversations": self.conversations,
+ }
+ """
+ self.runtime_status = success
+ task = self.current_task
+ if task.startswith("Deposit useless items into the chest at"):
+ return
+ if success:
+ logger.info(f"Completed task {task}.")
+ self.completed_tasks.append(task)
+ else:
+ logger.info(f"Failed to complete task {task}. Skipping to next task.")
+ self.failed_tasks.append(task)
+ # when not success, below to update event!
+ # revert all the placing event in the last step
+ blocks = []
+ positions = []
+ for event_type, event in self.event:
+ if event_type == "onSave" and event["onSave"].endswith("_placed"):
+ block = event["onSave"].split("_placed")[0]
+ position = event["status"]["position"]
+ blocks.append(block)
+ positions.append(position)
+ new_events = self.step(
+ f"await givePlacedItemBack(bot, {json.dumps(blocks)}, {json.dumps(positions)})",
+ programs=self.programs,
+ )
+ self.event[-1][1]["inventory"] = new_events[-1][1]["inventory"]
+ self.event[-1][1]["voxels"] = new_events[-1][1]["voxels"]
+
+ self.save_sorted_tasks()
+
+ def save_sorted_tasks(self):
+ updated_completed_tasks = []
+ # record repeated failed tasks
+ updated_failed_tasks = self.failed_tasks
+ # dedup but keep order
+ for task in self.completed_tasks:
+ if task not in updated_completed_tasks:
+ updated_completed_tasks.append(task)
+
+ # remove completed tasks from failed tasks
+ for task in updated_completed_tasks:
+ while task in updated_failed_tasks:
+ updated_failed_tasks.remove(task)
+
+ self.completed_tasks = updated_completed_tasks
+ self.failed_tasks = updated_failed_tasks
+
+ # dump to json
+ write_json_file(f"{MC_CKPT_DIR}/curriculum/completed_tasks.json", self.completed_tasks)
+ write_json_file(f"{MC_CKPT_DIR}/curriculum/failed_tasks.json", self.failed_tasks)
+
+ async def on_event_retrieve(self, *args):
+ """
+ Retrieve Minecraft events.
+
+ Returns:
+ list: A list of Minecraft events.
+
+ Raises:
+ Exception: If there is an issue retrieving events.
+ """
+ try:
+ self.reset(
+ options={
+ "mode": "soft",
+ "wait_ticks": 20,
+ }
+ )
+ # difficulty = "easy" if len(self.completed_tasks) > 15 else "peaceful"
+ difficulty = "peaceful"
+
+ events = self.step("bot.chat(`/time set ${getNextTime()}`);\n" + f"bot.chat('/difficulty {difficulty}');")
+ self.update_event(events)
+ return events
+ except Exception as e:
+ time.sleep(3) # wait for mineflayer to exit
+ # reset bot status here
+ events = self.reset(
+ options={
+ "mode": "hard",
+ "wait_ticks": 20,
+ "inventory": self.event[-1][1]["inventory"],
+ "equipment": self.event[-1][1]["status"]["equipment"],
+ "position": self.event[-1][1]["status"]["position"],
+ }
+ )
+ self.update_event(events)
+ logger.error(f"Failed to retrieve Minecraft events: {str(e)}")
+ return events
+
+ async def on_event_execute(self, *args):
+ """
+ Execute Minecraft events.
+
+ This function is used to obtain events from the Minecraft environment. Check the implementation in
+ the 'voyager/env/bridge.py step()' function to capture events generated within the game.
+
+ Returns:
+ list: A list of Minecraft events.
+
+ Raises:
+ Exception: If there is an issue retrieving events.
+ """
+ try:
+ events = self.step(
+ code=self.code,
+ programs=self.programs,
+ )
+ self.update_event(events)
+ return events
+ except Exception as e:
+ time.sleep(3) # wait for mineflayer to exit
+ # reset bot status here
+ events = self.reset(
+ options={
+ "mode": "hard",
+ "wait_ticks": 20,
+ "inventory": self.event[-1][1]["inventory"],
+ "equipment": self.event[-1][1]["status"]["equipment"],
+ "position": self.event[-1][1]["status"]["position"],
+ }
+ )
+ self.update_event(events)
+ logger.error(f"Failed to execute Minecraft events: {str(e)}")
+ return events
diff --git a/metagpt/environment/mincraft_env/mincraft_ext_env.py b/metagpt/environment/mincraft_env/mincraft_ext_env.py
new file mode 100644
index 000000000..b86250d8c
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mincraft_ext_env.py
@@ -0,0 +1,180 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : The Mincraft external environment to integrate with Mincraft game
+# refs to `voyager bridge.py`
+
+import json
+import time
+from typing import Optional
+
+import requests
+from pydantic import ConfigDict, Field, model_validator
+
+from metagpt.environment.base_env import ExtEnv, mark_as_writeable
+from metagpt.environment.mincraft_env.const import (
+ MC_CKPT_DIR,
+ MC_CORE_INVENTORY_ITEMS,
+ MC_CURRICULUM_OB,
+ MC_DEFAULT_WARMUP,
+ METAGPT_ROOT,
+)
+from metagpt.environment.mincraft_env.process_monitor import SubprocessMonitor
+from metagpt.logs import logger
+
+
+class MincraftExtEnv(ExtEnv):
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ mc_port: Optional[int] = Field(default=None)
+ server_host: str = Field(default="http://127.0.0.1")
+ server_port: str = Field(default=3000)
+ request_timeout: int = Field(default=600)
+
+ mineflayer: Optional[SubprocessMonitor] = Field(default=None, validate_default=True)
+
+ has_reset: bool = Field(default=False)
+ reset_options: Optional[dict] = Field(default=None)
+ connected: bool = Field(default=False)
+ server_paused: bool = Field(default=False)
+ warm_up: dict = Field(default=dict())
+
+ @property
+ def server(self) -> str:
+ return f"{self.server_host}:{self.server_port}"
+
+ @model_validator(mode="after")
+ def _post_init_ext_env(self):
+ if not self.mineflayer:
+ self.mineflayer = SubprocessMonitor(
+ commands=[
+ "node",
+ METAGPT_ROOT.joinpath("metagpt", "environment", "mincraft_env", "mineflayer", "index.js"),
+ str(self.server_port),
+ ],
+ name="mineflayer",
+ ready_match=r"Server started on port (\d+)",
+ )
+ if not self.warm_up:
+ warm_up = MC_DEFAULT_WARMUP
+ if "optional_inventory_items" in warm_up:
+ assert MC_CORE_INVENTORY_ITEMS is not None
+ # self.core_inv_items_regex = re.compile(MC_CORE_INVENTORY_ITEMS)
+ self.warm_up["optional_inventory_items"] = warm_up["optional_inventory_items"]
+ else:
+ self.warm_up["optional_inventory_items"] = 0
+ for key in MC_CURRICULUM_OB:
+ self.warm_up[key] = warm_up.get(key, MC_DEFAULT_WARMUP[key])
+ self.warm_up["nearby_blocks"] = 0
+ self.warm_up["inventory"] = 0
+ self.warm_up["completed_tasks"] = 0
+ self.warm_up["failed_tasks"] = 0
+
+ # init ckpt sub-forders
+ MC_CKPT_DIR.joinpath("curriculum/vectordb").mkdir(parents=True, exist_ok=True)
+ MC_CKPT_DIR.joinpath("action").mkdir(exist_ok=True)
+ MC_CKPT_DIR.joinpath("skill/code").mkdir(parents=True, exist_ok=True)
+ MC_CKPT_DIR.joinpath("skill/description").mkdir(exist_ok=True)
+ MC_CKPT_DIR.joinpath("skill/vectordb").mkdir(exist_ok=True)
+
+ def set_mc_port(self, mc_port: int):
+ self.mc_port = mc_port
+
+ @mark_as_writeable
+ def close(self) -> bool:
+ self.unpause()
+ if self.connected:
+ res = requests.post(f"{self.server}/stop")
+ if res.status_code == 200:
+ self.connected = False
+ self.mineflayer.stop()
+ return not self.connected
+
+ @mark_as_writeable
+ def check_process(self) -> dict:
+ retry = 0
+ while not self.mineflayer.is_running:
+ logger.info("Mineflayer process has exited, restarting")
+ self.mineflayer.run()
+ if not self.mineflayer.is_running:
+ if retry > 3:
+ logger.error("Mineflayer process failed to start")
+ raise {}
+ else:
+ retry += 1
+ continue
+ logger.info(self.mineflayer.ready_line)
+ res = requests.post(
+ f"{self.server}/start",
+ json=self.reset_options,
+ timeout=self.request_timeout,
+ )
+ if res.status_code != 200:
+ self.mineflayer.stop()
+ logger.error(f"Minecraft server reply with code {res.status_code}")
+ raise {}
+ return res.json()
+
+ @mark_as_writeable
+ def reset(self, *, seed=None, options=None) -> dict:
+ if options is None:
+ options = {}
+ if options.get("inventory", {}) and options.get("mode", "hard") != "hard":
+ logger.error("inventory can only be set when options is hard")
+ raise {}
+
+ self.reset_options = {
+ "port": self.mc_port,
+ "reset": options.get("mode", "hard"),
+ "inventory": options.get("inventory", {}),
+ "equipment": options.get("equipment", []),
+ "spread": options.get("spread", False),
+ "waitTicks": options.get("wait_ticks", 5),
+ "position": options.get("position", None),
+ }
+
+ self.unpause()
+ self.mineflayer.stop()
+ time.sleep(1) # wait for mineflayer to exit
+
+ returned_data = self.check_process()
+ self.has_reset = True
+ self.connected = True
+ # All the reset in step will be soft
+ self.reset_options["reset"] = "soft"
+ self.pause()
+ return json.loads(returned_data)
+
+ @mark_as_writeable
+ def step(self, code: str, programs: str = "") -> dict:
+ if not self.has_reset:
+ raise RuntimeError("Environment has not been reset yet")
+ self.check_process()
+ self.unpause()
+ data = {
+ "code": code,
+ "programs": programs,
+ }
+ res = requests.post(f"{self.server}/step", json=data, timeout=self.request_timeout)
+ if res.status_code != 200:
+ raise RuntimeError("Failed to step Minecraft server")
+ returned_data = res.json()
+ self.pause()
+ return json.loads(returned_data)
+
+ @mark_as_writeable
+ def pause(self) -> bool:
+ if self.mineflayer.is_running and not self.server_paused:
+ res = requests.post(f"{self.server}/pause")
+ if res.status_code == 200:
+ self.server_paused = True
+ return self.server_paused
+
+ @mark_as_writeable
+ def unpause(self) -> bool:
+ if self.mineflayer.is_running and self.server_paused:
+ res = requests.post(f"{self.server}/pause")
+ if res.status_code == 200:
+ self.server_paused = False
+ else:
+ logger.info(f"mineflayer pause result: {res.json()}")
+ return self.server_paused
diff --git a/metagpt/environment/mincraft_env/mineflayer/.gitignore b/metagpt/environment/mincraft_env/mineflayer/.gitignore
new file mode 100644
index 000000000..0fd468410
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/.gitignore
@@ -0,0 +1 @@
+!/lib
\ No newline at end of file
diff --git a/metagpt/environment/mincraft_env/mineflayer/.prettierignore b/metagpt/environment/mincraft_env/mineflayer/.prettierignore
new file mode 100644
index 000000000..1b07c39e9
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/.prettierignore
@@ -0,0 +1,3 @@
+# Ignore artifacts:
+build
+coverage
\ No newline at end of file
diff --git a/metagpt/environment/mincraft_env/mineflayer/.prettierrc.json b/metagpt/environment/mincraft_env/mineflayer/.prettierrc.json
new file mode 100644
index 000000000..0a02bcefd
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/.prettierrc.json
@@ -0,0 +1,3 @@
+{
+ "tabWidth": 4
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/index.js b/metagpt/environment/mincraft_env/mineflayer/index.js
new file mode 100644
index 000000000..7fb0a8787
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/index.js
@@ -0,0 +1,425 @@
+const fs = require("fs");
+const express = require("express");
+const bodyParser = require("body-parser");
+const mineflayer = require("mineflayer");
+
+const skills = require("./lib/skillLoader");
+const { initCounter, getNextTime } = require("./lib/utils");
+const obs = require("./lib/observation/base");
+const OnChat = require("./lib/observation/onChat");
+const OnError = require("./lib/observation/onError");
+const { Voxels, BlockRecords } = require("./lib/observation/voxels");
+const Status = require("./lib/observation/status");
+const Inventory = require("./lib/observation/inventory");
+const OnSave = require("./lib/observation/onSave");
+const Chests = require("./lib/observation/chests");
+const { plugin: tool } = require("mineflayer-tool");
+
+let bot = null;
+
+const app = express();
+
+app.use(bodyParser.json({ limit: "50mb" }));
+app.use(bodyParser.urlencoded({ limit: "50mb", extended: false }));
+
+app.post("/start", (req, res) => {
+ if (bot) onDisconnect("Restarting bot");
+ bot = null;
+ console.log(req.body);
+ bot = mineflayer.createBot({
+ host: "localhost", // minecraft server ip
+ port: req.body.port, // minecraft server port
+ username: "bot",
+ disableChatSigning: true,
+ checkTimeoutInterval: 60 * 60 * 1000,
+ });
+ bot.once("error", onConnectionFailed);
+
+ // Event subscriptions
+ bot.waitTicks = req.body.waitTicks;
+ bot.globalTickCounter = 0;
+ bot.stuckTickCounter = 0;
+ bot.stuckPosList = [];
+ bot.iron_pickaxe = false;
+
+ bot.on("kicked", onDisconnect);
+
+ // mounting will cause physicsTick to stop
+ bot.on("mount", () => {
+ bot.dismount();
+ });
+
+ bot.once("spawn", async () => {
+ bot.removeListener("error", onConnectionFailed);
+ let itemTicks = 1;
+ if (req.body.reset === "hard") {
+ bot.chat("/clear @s");
+ bot.chat("/kill @s");
+ const inventory = req.body.inventory ? req.body.inventory : {};
+ const equipment = req.body.equipment
+ ? req.body.equipment
+ : [null, null, null, null, null, null];
+ for (let key in inventory) {
+ bot.chat(`/give @s minecraft:${key} ${inventory[key]}`);
+ itemTicks += 1;
+ }
+ const equipmentNames = [
+ "armor.head",
+ "armor.chest",
+ "armor.legs",
+ "armor.feet",
+ "weapon.mainhand",
+ "weapon.offhand",
+ ];
+ for (let i = 0; i < 6; i++) {
+ if (i === 4) continue;
+ if (equipment[i]) {
+ bot.chat(
+ `/item replace entity @s ${equipmentNames[i]} with minecraft:${equipment[i]}`
+ );
+ itemTicks += 1;
+ }
+ }
+ }
+
+ if (req.body.position) {
+ bot.chat(
+ `/tp @s ${req.body.position.x} ${req.body.position.y} ${req.body.position.z}`
+ );
+ }
+
+ // if iron_pickaxe is in bot's inventory
+ if (
+ bot.inventory.items().find((item) => item.name === "iron_pickaxe")
+ ) {
+ bot.iron_pickaxe = true;
+ }
+
+ const { pathfinder } = require("mineflayer-pathfinder");
+ const tool = require("mineflayer-tool").plugin;
+ const collectBlock = require("mineflayer-collectblock").plugin;
+ const pvp = require("mineflayer-pvp").plugin;
+ const minecraftHawkEye = require("minecrafthawkeye");
+ bot.loadPlugin(pathfinder);
+ bot.loadPlugin(tool);
+ bot.loadPlugin(collectBlock);
+ bot.loadPlugin(pvp);
+ bot.loadPlugin(minecraftHawkEye);
+
+ // bot.collectBlock.movements.digCost = 0;
+ // bot.collectBlock.movements.placeCost = 0;
+
+ obs.inject(bot, [
+ OnChat,
+ OnError,
+ Voxels,
+ Status,
+ Inventory,
+ OnSave,
+ Chests,
+ BlockRecords,
+ ]);
+ skills.inject(bot);
+
+ if (req.body.spread) {
+ bot.chat(`/spreadplayers ~ ~ 0 300 under 80 false @s`);
+ await bot.waitForTicks(bot.waitTicks);
+ }
+
+ await bot.waitForTicks(bot.waitTicks * itemTicks);
+ res.json(bot.observe());
+
+ initCounter(bot);
+ bot.chat("/gamerule keepInventory true");
+ bot.chat("/gamerule doDaylightCycle false");
+ });
+
+ function onConnectionFailed(e) {
+ console.log(e);
+ bot = null;
+ res.status(400).json({ error: e });
+ }
+ function onDisconnect(message) {
+ if (bot.viewer) {
+ bot.viewer.close();
+ }
+ bot.end();
+ console.log(message);
+ bot = null;
+ }
+});
+
+app.post("/step", async (req, res) => {
+ // import useful package
+ let response_sent = false;
+ function otherError(err) {
+ console.log("Uncaught Error");
+ bot.emit("error", handleError(err));
+ bot.waitForTicks(bot.waitTicks).then(() => {
+ if (!response_sent) {
+ response_sent = true;
+ res.json(bot.observe());
+ }
+ });
+ }
+
+ process.on("uncaughtException", otherError);
+
+ const mcData = require("minecraft-data")(bot.version);
+ mcData.itemsByName["leather_cap"] = mcData.itemsByName["leather_helmet"];
+ mcData.itemsByName["leather_tunic"] =
+ mcData.itemsByName["leather_chestplate"];
+ mcData.itemsByName["leather_pants"] =
+ mcData.itemsByName["leather_leggings"];
+ mcData.itemsByName["leather_boots"] = mcData.itemsByName["leather_boots"];
+ mcData.itemsByName["lapis_lazuli_ore"] = mcData.itemsByName["lapis_ore"];
+ mcData.blocksByName["lapis_lazuli_ore"] = mcData.blocksByName["lapis_ore"];
+ const {
+ Movements,
+ goals: {
+ Goal,
+ GoalBlock,
+ GoalNear,
+ GoalXZ,
+ GoalNearXZ,
+ GoalY,
+ GoalGetToBlock,
+ GoalLookAtBlock,
+ GoalBreakBlock,
+ GoalCompositeAny,
+ GoalCompositeAll,
+ GoalInvert,
+ GoalFollow,
+ GoalPlaceBlock,
+ },
+ pathfinder,
+ Move,
+ ComputedPath,
+ PartiallyComputedPath,
+ XZCoordinates,
+ XYZCoordinates,
+ SafeBlock,
+ GoalPlaceBlockOptions,
+ } = require("mineflayer-pathfinder");
+ const { Vec3 } = require("vec3");
+
+ // Set up pathfinder
+ const movements = new Movements(bot, mcData);
+ bot.pathfinder.setMovements(movements);
+
+ bot.globalTickCounter = 0;
+ bot.stuckTickCounter = 0;
+ bot.stuckPosList = [];
+
+ function onTick() {
+ bot.globalTickCounter++;
+ if (bot.pathfinder.isMoving()) {
+ bot.stuckTickCounter++;
+ if (bot.stuckTickCounter >= 100) {
+ onStuck(1.5);
+ bot.stuckTickCounter = 0;
+ }
+ }
+ }
+
+ bot.on("physicTick", onTick);
+
+ // initialize fail count
+ let _craftItemFailCount = 0;
+ let _killMobFailCount = 0;
+ let _mineBlockFailCount = 0;
+ let _placeItemFailCount = 0;
+ let _smeltItemFailCount = 0;
+
+ // Retrieve array form post bod
+ const code = req.body.code;
+ const programs = req.body.programs;
+ bot.cumulativeObs = [];
+ await bot.waitForTicks(bot.waitTicks);
+ const r = await evaluateCode(code, programs);
+ process.off("uncaughtException", otherError);
+ if (r !== "success") {
+ bot.emit("error", handleError(r));
+ }
+ await returnItems();
+ // wait for last message
+ await bot.waitForTicks(bot.waitTicks);
+ if (!response_sent) {
+ response_sent = true;
+ res.json(bot.observe());
+ }
+ bot.removeListener("physicTick", onTick);
+
+ async function evaluateCode(code, programs) {
+ // Echo the code produced for players to see it. Don't echo when the bot code is already producing dialog or it will double echo
+ try {
+ await eval("(async () => {" + programs + "\n" + code + "})()");
+ return "success";
+ } catch (err) {
+ return err;
+ }
+ }
+
+ function onStuck(posThreshold) {
+ const currentPos = bot.entity.position;
+ bot.stuckPosList.push(currentPos);
+
+ // Check if the list is full
+ if (bot.stuckPosList.length === 5) {
+ const oldestPos = bot.stuckPosList[0];
+ const posDifference = currentPos.distanceTo(oldestPos);
+
+ if (posDifference < posThreshold) {
+ teleportBot(); // execute the function
+ }
+
+ // Remove the oldest time from the list
+ bot.stuckPosList.shift();
+ }
+ }
+
+ function teleportBot() {
+ const blocks = bot.findBlocks({
+ matching: (block) => {
+ return block.type === 0;
+ },
+ maxDistance: 1,
+ count: 27,
+ });
+
+ if (blocks) {
+ // console.log(blocks.length);
+ const randomIndex = Math.floor(Math.random() * blocks.length);
+ const block = blocks[randomIndex];
+ bot.chat(`/tp @s ${block.x} ${block.y} ${block.z}`);
+ } else {
+ bot.chat("/tp @s ~ ~1.25 ~");
+ }
+ }
+
+ function returnItems() {
+ bot.chat("/gamerule doTileDrops false");
+ const crafting_table = bot.findBlock({
+ matching: mcData.blocksByName.crafting_table.id,
+ maxDistance: 128,
+ });
+ if (crafting_table) {
+ bot.chat(
+ `/setblock ${crafting_table.position.x} ${crafting_table.position.y} ${crafting_table.position.z} air destroy`
+ );
+ bot.chat("/give @s crafting_table");
+ }
+ const furnace = bot.findBlock({
+ matching: mcData.blocksByName.furnace.id,
+ maxDistance: 128,
+ });
+ if (furnace) {
+ bot.chat(
+ `/setblock ${furnace.position.x} ${furnace.position.y} ${furnace.position.z} air destroy`
+ );
+ bot.chat("/give @s furnace");
+ }
+ if (bot.inventoryUsed() >= 32) {
+ // if chest is not in bot's inventory
+ if (!bot.inventory.items().find((item) => item.name === "chest")) {
+ bot.chat("/give @s chest");
+ }
+ }
+ // if iron_pickaxe not in bot's inventory and bot.iron_pickaxe
+ if (
+ bot.iron_pickaxe &&
+ !bot.inventory.items().find((item) => item.name === "iron_pickaxe")
+ ) {
+ bot.chat("/give @s iron_pickaxe");
+ }
+ bot.chat("/gamerule doTileDrops true");
+ }
+
+ function handleError(err) {
+ let stack = err.stack;
+ if (!stack) {
+ return err;
+ }
+ console.log(stack);
+ const final_line = stack.split("\n")[1];
+ const regex = /:(\d+):\d+\)/;
+
+ const programs_length = programs.split("\n").length;
+ let match_line = null;
+ for (const line of stack.split("\n")) {
+ const match = regex.exec(line);
+ if (match) {
+ const line_num = parseInt(match[1]);
+ if (line_num >= programs_length) {
+ match_line = line_num - programs_length;
+ break;
+ }
+ }
+ }
+ if (!match_line) {
+ return err.message;
+ }
+ let f_line = final_line.match(
+ /\((?.*):(?\d+):(?\d+)\)/
+ );
+ if (f_line && f_line.groups && fs.existsSync(f_line.groups.file)) {
+ const { file, line, pos } = f_line.groups;
+ const f = fs.readFileSync(file, "utf8").split("\n");
+ // let filename = file.match(/(?<=node_modules\\)(.*)/)[1];
+ let source = file + `:${line}\n${f[line - 1].trim()}\n `;
+
+ const code_source =
+ "at " +
+ code.split("\n")[match_line - 1].trim() +
+ " in your code";
+ return source + err.message + "\n" + code_source;
+ } else if (
+ f_line &&
+ f_line.groups &&
+ f_line.groups.file.includes("")
+ ) {
+ const { file, line, pos } = f_line.groups;
+ let source =
+ "Your code" +
+ `:${match_line}\n${code.split("\n")[match_line - 1].trim()}\n `;
+ let code_source = "";
+ if (line < programs_length) {
+ source =
+ "In your program code: " +
+ programs.split("\n")[line - 1].trim() +
+ "\n";
+ code_source = `at line ${match_line}:${code
+ .split("\n")
+ [match_line - 1].trim()} in your code`;
+ }
+ return source + err.message + "\n" + code_source;
+ }
+ return err.message;
+ }
+});
+
+app.post("/stop", (req, res) => {
+ bot.end();
+ res.json({
+ message: "Bot stopped",
+ });
+});
+
+app.post("/pause", (req, res) => {
+ if (!bot) {
+ res.status(400).json({ error: "Bot not spawned" });
+ return;
+ }
+ bot.chat("/pause");
+ bot.waitForTicks(bot.waitTicks).then(() => {
+ res.json({ message: "Success" });
+ });
+});
+
+// Server listening to PORT 3000
+
+const DEFAULT_PORT = 3000;
+const PORT = process.argv[2] || DEFAULT_PORT;
+app.listen(PORT, () => {
+ console.log(`Server started on port ${PORT}`);
+});
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/base.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/base.js
new file mode 100644
index 000000000..b661a24b5
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/base.js
@@ -0,0 +1,45 @@
+class Observation {
+ constructor(bot) {
+ if (new.target === Observation) {
+ throw new TypeError(
+ "Cannot instantiate abstract class Observation"
+ );
+ }
+
+ this.bot = bot;
+ this.name = "Observation";
+ }
+
+ observe() {
+ throw new TypeError("Method 'observe()' must be implemented.");
+ }
+
+ reset() {}
+}
+
+function inject(bot, obs_list) {
+ bot.obsList = [];
+ bot.cumulativeObs = [];
+ bot.eventMemory = {};
+ obs_list.forEach((obs) => {
+ bot.obsList.push(new obs(bot));
+ });
+ bot.event = function (event_name) {
+ let result = {};
+ bot.obsList.forEach((obs) => {
+ if (obs.name.startsWith("on") && obs.name !== event_name) {
+ return;
+ }
+ result[obs.name] = obs.observe();
+ });
+ bot.cumulativeObs.push([event_name, result]);
+ };
+ bot.observe = function () {
+ bot.event("observe");
+ const result = bot.cumulativeObs;
+ bot.cumulativeObs = [];
+ return JSON.stringify(result);
+ };
+}
+
+module.exports = { Observation, inject };
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/chests.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/chests.js
new file mode 100644
index 000000000..842bd171d
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/chests.js
@@ -0,0 +1,31 @@
+const { Observation } = require("./base");
+
+class Chests extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "nearbyChests";
+ this.chestsItems = {};
+ bot.on("closeChest", (chestItems, position) => {
+ this.chestsItems[position] = chestItems;
+ });
+ bot.on("removeChest", (chestPosition) => {
+ this.chestsItems[chestPosition] = "Invalid";
+ });
+ }
+
+ observe() {
+ const chests = this.bot.findBlocks({
+ matching: this.bot.registry.blocksByName.chest.id,
+ maxDistance: 16,
+ count: 999,
+ });
+ chests.forEach((chest) => {
+ if (!this.chestsItems.hasOwnProperty(chest)) {
+ this.chestsItems[chest] = "Unknown";
+ }
+ });
+ return this.chestsItems;
+ }
+}
+
+module.exports = Chests;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/inventory.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/inventory.js
new file mode 100644
index 000000000..0645d1bfa
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/inventory.js
@@ -0,0 +1,39 @@
+const { Observation } = require("./base");
+
+class Inventory extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "inventory";
+ }
+
+ observe() {
+ return listItems(this.bot);
+ }
+}
+
+function listItems(bot) {
+ const items = getInventoryItems(bot);
+ return items.reduce(itemToDict, {});
+}
+
+function getInventoryItems(bot) {
+ const inventory = bot.currentWindow || bot.inventory;
+ return inventory.items();
+}
+
+function itemToDict(acc, cur) {
+ if (cur.name && cur.count) {
+ //if both name and count property are defined
+ if (acc[cur.name]) {
+ //if the item is already in the dict
+ acc[cur.name] += cur.count;
+ } else {
+ //if the item is not in the dict
+ acc[cur.name] = cur.count;
+ }
+ }
+ return acc;
+}
+
+//export modules
+module.exports = Inventory;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/onChat.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onChat.js
new file mode 100644
index 000000000..54b411e2a
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onChat.js
@@ -0,0 +1,26 @@
+const Observation = require("./base.js").Observation;
+
+class onChat extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "onChat";
+ this.obs = "";
+ bot.on("chatEvent", (username, message) => {
+ // Save entity status to local variable
+ if (message.startsWith("/")) {
+ return;
+ }
+
+ this.obs += message;
+ this.bot.event(this.name);
+ });
+ }
+
+ observe() {
+ const result = this.obs;
+ this.obs = "";
+ return result;
+ }
+}
+
+module.exports = onChat;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/onError.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onError.js
new file mode 100644
index 000000000..ac8fed9e5
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onError.js
@@ -0,0 +1,22 @@
+const Observation = require("./base.js").Observation;
+
+class onError extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "onError";
+ this.obs = null;
+ bot.on("error", (err) => {
+ // Save entity status to local variable
+ this.obs = err;
+ this.bot.event(this.name);
+ });
+ }
+
+ observe() {
+ const result = this.obs;
+ this.obs = null;
+ return result;
+ }
+}
+
+module.exports = onError;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/onSave.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onSave.js
new file mode 100644
index 000000000..e5983590f
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/onSave.js
@@ -0,0 +1,22 @@
+const Observation = require("./base.js").Observation;
+
+class onSave extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "onSave";
+ this.obs = null;
+ bot.on("save", (eventName) => {
+ // Save entity status to local variable
+ this.obs = eventName;
+ this.bot.event(this.name);
+ });
+ }
+
+ observe() {
+ const result = this.obs;
+ this.obs = null;
+ return result;
+ }
+}
+
+module.exports = onSave;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/status.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/status.js
new file mode 100644
index 000000000..b031fbcf2
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/status.js
@@ -0,0 +1,103 @@
+const Observation = require("./base.js").Observation;
+
+class Status extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "status";
+ }
+
+ observe() {
+ return {
+ health: this.bot.health,
+ food: this.bot.food,
+ saturation: this.bot.foodSaturation,
+ oxygen: this.bot.oxygenLevel,
+ position: this.bot.entity.position,
+ velocity: this.bot.entity.velocity,
+ yaw: this.bot.entity.yaw,
+ pitch: this.bot.entity.pitch,
+ onGround: this.bot.entity.onGround,
+ equipment: this.getEquipment(),
+ name: this.bot.entity.username,
+ timeSinceOnGround: this.bot.entity.timeSinceOnGround,
+ isInWater: this.bot.entity.isInWater,
+ isInLava: this.bot.entity.isInLava,
+ isInWeb: this.bot.entity.isInWeb,
+ isCollidedHorizontally: this.bot.entity.isCollidedHorizontally,
+ isCollidedVertically: this.bot.entity.isCollidedVertically,
+ biome: this.bot.blockAt(this.bot.entity.position)
+ ? this.bot.blockAt(this.bot.entity.position).biome.name
+ : "None",
+ entities: this.getEntities(),
+ timeOfDay: this.getTime(),
+ inventoryUsed: this.bot.inventoryUsed(),
+ elapsedTime: this.bot.globalTickCounter,
+ };
+ }
+
+ itemToObs(item) {
+ if (!item) return null;
+ return item.name;
+ }
+
+ getTime() {
+ const timeOfDay = this.bot.time.timeOfDay;
+ let time = "";
+ if (timeOfDay < 1000) {
+ time = "sunrise";
+ } else if (timeOfDay < 6000) {
+ time = "day";
+ } else if (timeOfDay < 12000) {
+ time = "noon";
+ } else if (timeOfDay < 13000) {
+ time = "sunset";
+ } else if (timeOfDay < 18000) {
+ time = "night";
+ } else if (timeOfDay < 22000) {
+ time = "midnight";
+ } else {
+ time = "sunrise";
+ }
+ return time;
+ }
+
+ // For each item in equipment, if it exists, return the name of the item
+ // otherwise return null
+ getEquipment() {
+ const slots = this.bot.inventory.slots;
+ const mainHand = this.bot.heldItem;
+ return slots
+ .slice(5, 9)
+ .concat(mainHand, slots[45])
+ .map(this.itemToObs);
+ }
+
+ getEntities() {
+ const entities = this.bot.entities;
+ if (!entities) return {};
+ // keep all monsters in one list, keep other mobs in another list
+ const mobs = {};
+ for (const id in entities) {
+ const entity = entities[id];
+ if (!entity.displayName) continue;
+ if (entity.name === "player" || entity.name === "item") continue;
+ if (entity.position.distanceTo(this.bot.entity.position) < 32) {
+ if (!mobs[entity.name]) {
+ mobs[entity.name] = entity.position.distanceTo(
+ this.bot.entity.position
+ );
+ } else if (
+ mobs[entity.name] >
+ entity.position.distanceTo(this.bot.entity.position)
+ ) {
+ mobs[entity.name] = entity.position.distanceTo(
+ this.bot.entity.position
+ );
+ }
+ }
+ }
+ return mobs;
+ }
+}
+
+module.exports = Status;
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/observation/voxels.js b/metagpt/environment/mincraft_env/mineflayer/lib/observation/voxels.js
new file mode 100644
index 000000000..ecb0c14b7
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/observation/voxels.js
@@ -0,0 +1,67 @@
+// Blocks = require("./blocks")
+const { Observation } = require("./base");
+
+class Voxels extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "voxels";
+ }
+
+ observe() {
+ return Array.from(getSurroundingBlocks(this.bot, 8, 2, 8));
+ }
+}
+
+class BlockRecords extends Observation {
+ constructor(bot) {
+ super(bot);
+ this.name = "blockRecords";
+ this.records = new Set();
+ this.tick = 0;
+ bot.on("physicsTick", () => {
+ this.tick++;
+ if (this.tick >= 100) {
+ const items = getInventoryItems(this.bot);
+ getSurroundingBlocks(this.bot, 8, 2, 8).forEach((block) => {
+ if (!items.has(block)) this.records.add(block);
+ });
+ this.tick = 0;
+ }
+ });
+ }
+
+ observe() {
+ return Array.from(this.records);
+ }
+
+ reset() {
+ this.records = new Set();
+ }
+}
+
+function getSurroundingBlocks(bot, x_distance, y_distance, z_distance) {
+ const surroundingBlocks = new Set();
+
+ for (let x = -x_distance; x <= x_distance; x++) {
+ for (let y = -y_distance; y <= y_distance; y++) {
+ for (let z = -z_distance; z <= z_distance; z++) {
+ const block = bot.blockAt(bot.entity.position.offset(x, y, z));
+ if (block && block.type !== 0) {
+ surroundingBlocks.add(block.name);
+ }
+ }
+ }
+ }
+ // console.log(surroundingBlocks);
+ return surroundingBlocks;
+}
+
+function getInventoryItems(bot) {
+ const items = new Set();
+ bot.inventory.items().forEach((item) => {
+ if (item) items.add(item.name);
+ });
+ return items;
+}
+
+module.exports = { Voxels, BlockRecords };
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/skillLoader.js b/metagpt/environment/mincraft_env/mineflayer/lib/skillLoader.js
new file mode 100644
index 000000000..d78cf7820
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/skillLoader.js
@@ -0,0 +1,79 @@
+function inject(bot) {
+ bot._sleep = bot.sleep;
+ bot.sleep = async (bedBlock) => {
+ await bot.waitForTicks(20);
+ await bot._sleep(bedBlock);
+ await bot.waitForTicks(135);
+ };
+
+ bot._fish = bot.fish;
+ bot.fish = async () => {
+ if (bot.heldItem?.name !== "fishing_rod") {
+ bot.chat("I'm not holding a fishing rod!");
+ return;
+ }
+ let timeout = null;
+ await Promise.race([
+ bot._fish(),
+ new Promise(
+ (resolve, reject) =>
+ (timeout = setTimeout(() => {
+ bot.activateItem();
+ reject(
+ new Error(
+ "Finishing timeout, make sure you get to and look at a water block!"
+ )
+ );
+ }, 60000))
+ ),
+ ]);
+ clearTimeout(timeout);
+ await bot.waitForTicks(20);
+ };
+
+ bot._consume = bot.consume;
+ bot.consume = async () => {
+ // action_count.activateItem++;
+ await bot._consume();
+ await bot.waitForTicks(20);
+ };
+
+ bot._useOn = bot.useOn;
+ bot.useOn = async (entity) => {
+ if (entity.position.distanceTo(bot.entity.position) > 6) {
+ bot.chat("Please goto a place near the entity first!");
+ return;
+ }
+ await bot._useOn(entity);
+ await bot.waitForTicks(20);
+ };
+
+ bot._activateBlock = bot.activateBlock;
+ bot.activateBlock = async (block) => {
+ if (block.position.distanceTo(bot.entity.position) > 6) {
+ bot.chat("Please goto a place near the block first!");
+ return;
+ }
+ // action_count.activateBlock++;
+ await bot._activateBlock(block);
+ };
+
+ bot._chat = bot.chat;
+ bot.chat = (message) => {
+ // action_count.chat++;
+ bot.emit("chatEvent", "bot", message);
+ bot._chat(message);
+ };
+
+ bot.inventoryUsed = () => {
+ return bot.inventory.slots.slice(9, 45).filter((item) => item !== null)
+ .length;
+ };
+
+ bot.save = function (eventName) {
+ bot.emit("save", eventName);
+ };
+}
+
+// export all control_primitives
+module.exports = { inject };
diff --git a/metagpt/environment/mincraft_env/mineflayer/lib/utils.js b/metagpt/environment/mincraft_env/mineflayer/lib/utils.js
new file mode 100644
index 000000000..68af30796
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/lib/utils.js
@@ -0,0 +1,31 @@
+let gameTimeCounter = 0;
+let gameTimeList = [];
+const initCounter = (bot) => {
+ gameTimeList = [];
+ for (let i = 0; i < 13000; i += 1000) {
+ gameTimeList.push(i);
+ }
+ for (let i = 13000; i < 24000; i += 2000) {
+ gameTimeList.push(i);
+ }
+ const timeOfDay = bot.time.timeOfDay;
+ for (let i = 0; i < gameTimeList.length; i++) {
+ if (gameTimeList[i] > timeOfDay) {
+ gameTimeCounter = i - 1;
+ break;
+ }
+ }
+};
+
+const getNextTime = () => {
+ gameTimeCounter++;
+ if (gameTimeCounter >= gameTimeList.length) {
+ gameTimeCounter = 0;
+ }
+ return gameTimeList[gameTimeCounter];
+};
+
+module.exports = {
+ initCounter,
+ getNextTime,
+};
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/.gitignore b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/.gitignore
new file mode 100644
index 000000000..0578fdca3
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/.gitignore
@@ -0,0 +1,107 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# TypeScript v1 declaration files
+typings/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variables file
+.env
+.env.test
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+
+# Next.js build output
+.next
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and *not* Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+lib/
+package-lock.json
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/LICENSE b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/LICENSE
new file mode 100644
index 000000000..f2896b56e
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2020 TheDudeFromCI
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/README.md b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/README.md
new file mode 100644
index 000000000..555acb761
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/README.md
@@ -0,0 +1,89 @@
+mineflayer-collectblock
+A small utility plugin for allowing users to collect blocks using a higher level API.
+
+
+
+
+---
+## This is a modified version to better support Voyager
+
+## Showcase
+
+You can see a video of the plugin in action, [here.](https://youtu.be/5T_rcCnNnf4)
+The source code of the bot in the video can be seen in the examples folder, [here.](https://github.com/TheDudeFromCI/mineflayer-collectblock/blob/master/examples/collector.js)
+
+### Description
+
+This plugin is a wrapper for mineflayer that allows for easier API usage when collecting blocks or item drops. This plugin is designed to reduce some of the boilerplate code based around the act of pathfinding to a block _(handled by_ ***mineflayer-pathfinder***_)_, selecting the best tool to mine that block _(handled by_ ***mineflayer-tool***_)_, actually mining it, then moving to collect the item drops from that block. This plugin allows for all of that basic concept to be wrapped up into a single API function.
+
+In addition to the usage above, some additional quality of life features are available in this plugin. These include the ability to automatically deposit items into a chest when the bot's inventory is full, collecting new tools from a chest if the bot doesn't currently have a required tool _(also handled by_ ***mineflayer-tool***_)_, and allowing for queueing of multiple blocks or item drops to the collection task, so they can be processed later.
+
+### Getting Started
+
+This plugin is built using Node and can be installed using:
+```bash
+npm install --save mineflayer-collectblock
+```
+
+### Simple Bot
+
+The brief description goes here.
+
+```js
+// Create your bot
+const mineflayer = require("mineflayer")
+const bot = mineflayer.createBot({
+ host: 'localhost',
+ username: 'Player',
+})
+let mcData
+
+// Load collect block
+bot.loadPlugin(require('mineflayer-collectblock').plugin)
+
+async function collectGrass() {
+ // Find a nearby grass block
+ const grass = bot.findBlock({
+ matching: mcData.blocksByName.grass_block.id,
+ maxDistance: 64
+ })
+
+ if (grass) {
+ // If we found one, collect it.
+ try {
+ await bot.collectBlock.collect(grass)
+ collectGrass() // Collect another grass block
+ } catch (err) {
+ console.log(err) // Handle errors, if any
+ }
+ }
+}
+
+// On spawn, start collecting all nearby grass
+bot.once('spawn', () => {
+ mcData = require('minecraft-data')(bot.version)
+ collectGrass()
+})
+```
+
+### Documentation
+
+[API](https://github.com/TheDudeFromCI/mineflayer-collectblock/blob/master/docs/api.md)
+
+[Examples](https://github.com/TheDudeFromCI/mineflayer-collectblock/tree/master/examples)
+
+### License
+
+This project uses the [MIT](https://github.com/TheDudeFromCI/mineflayer-collectblock/blob/master/LICENSE) license.
+
+### Contributions
+
+This project is accepting PRs and Issues. See something you think can be improved? Go for it! Any and all help is highly appreciated!
+
+For larger changes, it is recommended to discuss these changes in the issues tab before writing any code. It's also preferred to make many smaller PRs than one large one, where applicable.
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/_config.yml b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/_config.yml
new file mode 100644
index 000000000..c4192631f
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/_config.yml
@@ -0,0 +1 @@
+theme: jekyll-theme-cayman
\ No newline at end of file
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/docs/api.md b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/docs/api.md
new file mode 100644
index 000000000..66d8a3ecc
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/docs/api.md
@@ -0,0 +1,52 @@
+# API
+
+Welcome to the *mineflayer-collectblock* API documentation page.
+
+## Table of Contents
+
+- [1. Summary](#1-summary)
+- [Properties](#properties)
+ - [`bot.collectblock.movements: Movements`](#botcollectblockmovements-movements)
+- [Functions](#functions)
+ - [collect](#collect)
+ - [Options:](#options)
+
+## 1. Summary
+
+The collect block plugin is a utility plugin that can be used to help make collecting blocks and item drops very easy, using only a single API call. No need to worry about pathfinding to the block, selecting the right tool, or moving to pick up the item drop after mining.
+
+## Properties
+
+### `bot.collectblock.movements: Movements`
+
+The movements object used by the pathfinder plugin to define the movement configuration. This object is passed to the pathfinder plugin when any API from this plugin is called in order to control how pathfinding should work when collecting the given blocks or item.
+
+If set to null, the pathfinder plugin movements is not updated.
+
+Defaults to a new movements object instance.
+
+## Functions
+
+### collect
+
+Usage: `bot.collectblock.collect(target: Collectable | Collectable[], options?: CollectOptions, cb: (err?: Error) => void): void`
+
+Causes the bot to collect the given block, item drop, or list of those. If the target is a block, the bot will move to the block, mine it, and pick up the item drop. If the target is an item drop, the bot will move to the item drop and pick it up. If the target is a list of collectables, the bot will move from target to target in order of closest to furthest and collect each target in turn.
+
+#### Options:
+
+ * `append: boolean`
+
+ If true, the target(s) will be appended to the existing target list instead of starting a new task. Defaults to false.
+
+ * `ignoreNoPath: boolean`
+
+ If true, errors will not be thrown when a path to the target block cannot be found. The bot will attempt to choose the best available position it can find, instead. Errors are still thrown if the bot cannot interact with the block from it's final location. Defaults to false.
+
+ * `chestLocations: Vec3[]`
+
+ Gets the list of chest locations to use when storing items after the bot's inventory becomes full. If undefined, it defaults to the chest location list on the bot.collectBlock plugin.
+
+ * `itemFilter: ItemFilter`
+
+ When transferring items to a chest, this filter is used to determine what items are allowed to be moved, and what items aren't allowed to be moved. Defaults to the item filter specified on the bot.collectBlock plugin.
\ No newline at end of file
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/collector.js b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/collector.js
new file mode 100644
index 000000000..b9bb8faf9
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/collector.js
@@ -0,0 +1,70 @@
+/**
+ * This bot example show how to direct a bot to collect a specific block type
+ * or a group of nearby blocks of that type.
+ */
+
+const mineflayer = require('mineflayer')
+const collectBlock = require('mineflayer-collectblock').plugin
+
+if (process.argv.length < 4 || process.argv.length > 6) {
+ console.log('Usage : node collector.js [] []')
+ process.exit(1)
+}
+
+const bot = mineflayer.createBot({
+ host: process.argv[2],
+ port: process.argv[3],
+ username: process.argv[4] || 'collector',
+ password: process.argv[5]
+})
+
+bot.loadPlugin(collectBlock)
+
+let mcData
+bot.once('spawn', () => {
+ mcData = require('minecraft-data')(bot.version)
+})
+
+bot.on('chat', async (username, message) => {
+ const args = message.split(' ')
+ if (args[0] !== 'collect') return
+
+ let count = 1
+ if (args.length === 3) count = parseInt(args[1])
+
+ let type = args[1]
+ if (args.length === 3) type = args[2]
+
+ const blockType = mcData.blocksByName[type]
+ if (!blockType) {
+ return
+ }
+
+ const blocks = bot.findBlocks({
+ matching: blockType.id,
+ maxDistance: 64,
+ count: count
+ })
+
+ if (blocks.length === 0) {
+ bot.chat("I don't see that block nearby.")
+ return
+ }
+
+ const targets = []
+ for (let i = 0; i < Math.min(blocks.length, count); i++) {
+ targets.push(bot.blockAt(blocks[i]))
+ }
+
+ bot.chat(`Found ${targets.length} ${type}(s)`)
+
+ try {
+ await bot.collectBlock.collect(targets)
+ // All blocks have been collected.
+ bot.chat('Done')
+ } catch (err) {
+ // An error occurred, report it.
+ bot.chat(err.message)
+ console.log(err)
+ }
+})
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/oreMiner.js b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/oreMiner.js
new file mode 100644
index 000000000..6accac88f
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/oreMiner.js
@@ -0,0 +1,59 @@
+/**
+ * This bot example shows how to collect a vein of ores quickly after only finding a single block.
+ * This makes it easy to collect a vein of ores or mine a tree without looking for every block in the
+ * area.
+ */
+
+const mineflayer = require('mineflayer')
+const collectBlock = require('mineflayer-collectblock').plugin
+
+if (process.argv.length < 4 || process.argv.length > 6) {
+ console.log('Usage : node oreMiner.js [] []')
+ process.exit(1)
+}
+
+const bot = mineflayer.createBot({
+ host: process.argv[2],
+ port: process.argv[3],
+ username: process.argv[4] || 'oreMiner',
+ password: process.argv[5]
+})
+
+bot.loadPlugin(collectBlock)
+
+let mcData
+bot.once('spawn', () => {
+ mcData = require('minecraft-data')(bot.version)
+})
+
+bot.on('chat', async (username, message) => {
+ const args = message.split(' ')
+ if (args[0] !== 'collect') return
+
+ const blockType = mcData.blocksByName[args[1]]
+ if (!blockType) {
+ bot.chat(`I don't know any blocks named ${args[1]}.`)
+ return
+ }
+
+ const block = bot.findBlock({
+ matching: blockType.id,
+ maxDistance: 64
+ })
+
+ if (!block) {
+ bot.chat("I don't see that block nearby.")
+ return
+ }
+
+ const targets = bot.collectBlock.findFromVein(block)
+ try {
+ await bot.collectBlock.collect(targets)
+ // All blocks have been collected.
+ bot.chat('Done')
+ } catch (err) {
+ // An error occurred, report it.
+ bot.chat(err.message)
+ console.log(err)
+ }
+})
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/storageBot.js b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/storageBot.js
new file mode 100644
index 000000000..b6f9971f2
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/examples/storageBot.js
@@ -0,0 +1,107 @@
+/**
+ * This bot example shows how to use the chest filling mechanic of the plugin.
+ * Simply provide a given storage chest, and the bot will automatically try and
+ * store it's inventory in that chest when the bot's inventory becomes full.
+ */
+
+if (process.argv.length < 4 || process.argv.length > 6) {
+ console.log('Usage : node storageBot.js [] []')
+ process.exit(1)
+}
+
+// Load your libraries
+const mineflayer = require('mineflayer')
+const collectBlock = require('mineflayer-collectblock').plugin
+
+// Create your bot
+const bot = mineflayer.createBot({
+ host: process.argv[2],
+ port: parseInt(process.argv[3]),
+ username: process.argv[4] ? process.argv[4] : 'storageBot',
+ password: process.argv[5]
+})
+
+// Load the collect block plugin
+bot.loadPlugin(collectBlock)
+
+// Load mcData on login
+let mcData
+bot.once('login', () => {
+ mcData = require('minecraft-data')(bot.version)
+})
+
+// On spawn, try to find any nearby chests and save those as storage locations.
+// When the bot's inventory becomes too full, it will empty it's inventory into
+// these chests before collecting more resources. If a chest gets full, it moves
+// to the next one in order until it's inventory is empty or it runs out of chests.
+bot.once('spawn', () => {
+ bot.collectBlock.chestLocations = bot.findBlocks({
+ matching: mcData.blocksByName.chest.id,
+ maxDistance: 16,
+ count: 999999 // Get as many chests as we can
+ })
+
+ if (bot.collectBlock.chestLocations.length === 0) {
+ bot.chat("I don't see any chests nearby.")
+ } else {
+ for (const chestPos of bot.collectBlock.chestLocations) {
+ bot.chat(`I found a chest at ${chestPos}`)
+ }
+ }
+})
+
+// Wait for someone to say something
+bot.on('chat', async (username, message) => {
+ // If the player says something start starts with "collect"
+ // Otherwise, do nothing
+ const args = message.split(' ')
+ if (args[0] !== 'collect') return
+
+ // If the player specifies a number, collect that many. Otherwise, default to 1.
+ let count = 1
+ if (args.length === 3) count = parseInt(args[1])
+
+ // If a number was given the item number is the 3rd arg, not the 2nd.
+ let type = args[1]
+ if (args.length === 3) type = args[2]
+
+ // Get the id of that block type for this version of Minecraft.
+ const blockType = mcData.blocksByName[type]
+ if (!blockType) {
+ bot.chat(`I don't know any blocks named ${type}.`)
+ return
+ }
+
+ // Find all nearby blocks of that type, up to the given count, within 64 blocks.
+ const blocks = bot.findBlocks({
+ matching: blockType.id,
+ maxDistance: 64,
+ count: count
+ })
+
+ // Complain if we can't find any nearby blocks of that type.
+ if (blocks.length === 0) {
+ bot.chat("I don't see that block nearby.")
+ return
+ }
+
+ // Convert the block position array into a block array to pass to collect block.
+ const targets = []
+ for (let i = 0; i < Math.min(blocks.length, count); i++) {
+ targets.push(bot.blockAt(blocks[i]))
+ }
+
+ // Announce what we found.
+ bot.chat(`Found ${targets.length} ${type}(s)`)
+
+ // Tell the bot to collect all of the given blocks in the block list.
+ try {
+ await bot.collectBlock.collect(targets)
+ // All blocks have been collected.
+ bot.chat('Done')
+ } catch (err) {
+ // An error occurred, report it.
+ bot.chat(err.message)
+ console.log(err)
+ }
+})
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/package.json b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/package.json
new file mode 100644
index 000000000..0f59e7aa6
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/package.json
@@ -0,0 +1,44 @@
+{
+ "name": "mineflayer-collectblock",
+ "version": "1.4.1",
+ "description": "A simple utility plugin for Mineflayer that add a higher level API for collecting blocks.",
+ "main": "lib/index.js",
+ "types": "lib/index.d.ts",
+ "scripts": {
+ "build": "ts-standard && tsc && require-self",
+ "clean": "rm -rf lib",
+ "test": "test"
+ },
+ "repository": {
+ "type": "git",
+ "url": "git+https://github.com/TheDudeFromCI/mineflayer-collectblock.git"
+ },
+ "keywords": [
+ "mineflayer",
+ "plugin",
+ "api",
+ "utility",
+ "helper",
+ "collect"
+ ],
+ "author": "TheDudeFromCI",
+ "license": "MIT",
+ "bugs": {
+ "url": "https://github.com/TheDudeFromCI/mineflayer-collectblock/issues"
+ },
+ "homepage": "https://github.com/TheDudeFromCI/mineflayer-collectblock#readme",
+ "dependencies": {
+ "mineflayer": "^4.0.0",
+ "mineflayer-pathfinder": "^2.1.1",
+ "mineflayer-tool": "^1.1.0"
+ },
+ "devDependencies": {
+ "@types/node": "^18.6.4",
+ "require-self": "^0.2.3",
+ "ts-standard": "^11.0.0",
+ "typescript": "^4.1.3"
+ },
+ "files": [
+ "lib/**/*"
+ ]
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/BlockVeins.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/BlockVeins.ts
new file mode 100644
index 000000000..ae5542ce3
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/BlockVeins.ts
@@ -0,0 +1,35 @@
+import { Bot } from 'mineflayer'
+import { Block } from 'prismarine-block'
+
+export function findFromVein (bot: Bot, block: Block, maxBlocks: number, maxDistance: number, floodRadius: number): Block[] {
+ const targets: Block[] = []
+ const open: Block[] = [block]
+ const type = block.type
+ const center = block.position
+
+ for (let i = 0; i < maxBlocks; i++) {
+ const next = open.pop()
+ if (next == null) break
+
+ targets.push(next)
+
+ for (let x = -floodRadius; x <= floodRadius; x++) {
+ for (let y = -floodRadius; y <= floodRadius; y++) {
+ for (let z = -floodRadius; z <= floodRadius; z++) {
+ const neighborPos = next.position.offset(x, y, z)
+ if (neighborPos.manhattanDistanceTo(center) > maxDistance) continue
+
+ const neighbor = bot.blockAt(neighborPos)
+ if (neighbor == null || neighbor.type !== type) continue
+
+ if (targets.includes(neighbor)) continue
+ if (open.includes(neighbor)) continue
+
+ open.push(neighbor)
+ }
+ }
+ }
+ }
+
+ return targets
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/CollectBlock.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/CollectBlock.ts
new file mode 100644
index 000000000..d2be87822
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/CollectBlock.ts
@@ -0,0 +1,451 @@
+import { Bot } from "mineflayer";
+import { Block } from "prismarine-block";
+import { Movements, goals } from "mineflayer-pathfinder";
+import { TemporarySubscriber } from "./TemporarySubscriber";
+import { Entity } from "prismarine-entity";
+import { error } from "./Util";
+import { Vec3 } from "vec3";
+import { emptyInventoryIfFull, ItemFilter } from "./Inventory";
+import { findFromVein } from "./BlockVeins";
+import { Collectable, Targets } from "./Targets";
+import { Item } from "prismarine-item";
+import mcDataLoader from "minecraft-data";
+import { once } from "events";
+import { callbackify } from "util";
+
+export type Callback = (err?: Error) => void;
+
+async function collectAll(
+ bot: Bot,
+ options: CollectOptionsFull
+): Promise {
+ let success_count = 0;
+ while (!options.targets.empty) {
+ await emptyInventoryIfFull(
+ bot,
+ options.chestLocations,
+ options.itemFilter
+ );
+ const closest = options.targets.getClosest();
+ if (closest == null) break;
+ switch (closest.constructor.name) {
+ case "Block": {
+ try {
+ if (success_count >= options.count) {
+ break;
+ }
+ await bot.tool.equipForBlock(
+ closest as Block,
+ equipToolOptions
+ );
+ const goal = new goals.GoalLookAtBlock(
+ closest.position,
+ bot.world
+ );
+ await bot.pathfinder.goto(goal);
+ await mineBlock(bot, closest as Block, options);
+ success_count++;
+ // TODO: options.ignoreNoPath
+ } catch (err) {
+ // @ts-ignore
+ // console.log(err.stack)
+ // bot.pathfinder.stop()
+ // bot.waitForTicks(10)
+ try {
+ bot.pathfinder.setGoal(null);
+ } catch (err) {}
+ if (options.ignoreNoPath) {
+ // @ts-ignore
+ if (err.name === "Invalid block") {
+ console.log(
+ `Block ${closest.name} at ${closest.position} is not valid! Skip it!`
+ );
+ } // @ts-ignore
+ else if (err.name === "Unsafe block") {
+ console.log(
+ `${closest.name} at ${closest.position} is not safe to break! Skip it!`
+ );
+ // @ts-ignore
+ } else if (err.name === "NoItem") {
+ const properties =
+ bot.registry.blocksByName[closest.name];
+ const leastTool = Object.keys(
+ properties.harvestTools
+ )[0];
+ const item = bot.registry.items[leastTool];
+ bot.chat(
+ `I need at least a ${item.name} to mine ${closest.name}! Skip it!`
+ );
+ return;
+ } else if (
+ // @ts-ignore
+ err.name === "NoPath" ||
+ // @ts-ignore
+ err.name === "Timeout"
+ ) {
+ if (
+ bot.entity.position.distanceTo(
+ closest.position
+ ) < 0.5
+ ) {
+ await mineBlock(bot, closest as Block, options);
+ break;
+ }
+ console.log(
+ `No path to ${closest.name} at ${closest.position}! Skip it!`
+ );
+ // @ts-ignore
+ } else if (err.message === "Digging aborted") {
+ console.log(`Digging aborted! Skip it!`);
+ } else {
+ // @ts-ignore
+ bot.chat(`Error: ${err.message}`);
+ }
+ break;
+ }
+ throw err;
+ }
+ break;
+ }
+ case "Entity": {
+ // Don't collect any entities that are marked as 'invalid'
+ if (!(closest as Entity).isValid) break;
+ try {
+ const tempEvents = new TemporarySubscriber(bot);
+ const waitForPickup = new Promise(
+ (resolve, reject) => {
+ const timeout = setTimeout(() => {
+ // After 10 seconds, reject the promise
+ clearTimeout(timeout);
+ tempEvents.cleanup();
+ reject(new Error("Failed to pickup item"));
+ }, 10000);
+ tempEvents.subscribeTo(
+ "entityGone",
+ (entity: Entity) => {
+ if (entity === closest) {
+ clearTimeout(timeout);
+ tempEvents.cleanup();
+ resolve();
+ }
+ }
+ );
+ }
+ );
+ bot.pathfinder.setGoal(
+ new goals.GoalFollow(closest as Entity, 0)
+ );
+ // await bot.pathfinder.goto(new goals.GoalBlock(closest.position.x, closest.position.y, closest.position.z))
+ await waitForPickup;
+ } catch (err) {
+ // @ts-ignore
+ console.log(err.stack);
+ try {
+ bot.pathfinder.setGoal(null);
+ } catch (err) {}
+ if (options.ignoreNoPath) {
+ // @ts-ignore
+ if (err.message === "Failed to pickup item") {
+ bot.chat(`Failed to pickup item! Skip it!`);
+ }
+ break;
+ }
+ throw err;
+ }
+ break;
+ }
+ default: {
+ throw error(
+ "UnknownType",
+ `Target ${closest.constructor.name} is not a Block or Entity!`
+ );
+ }
+ }
+ options.targets.removeTarget(closest);
+ }
+ bot.chat(`Collect finish!`);
+}
+
+const equipToolOptions = {
+ requireHarvest: true,
+ getFromChest: false,
+ maxTools: 2,
+};
+
+async function mineBlock(
+ bot: Bot,
+ block: Block,
+ options: CollectOptionsFull
+): Promise {
+ if (
+ bot.blockAt(block.position)?.type !== block.type ||
+ bot.blockAt(block.position)?.type === 0
+ ) {
+ options.targets.removeTarget(block);
+ throw error("Invalid block", "Block is not valid!");
+ // @ts-expect-error
+ } else if (!bot.pathfinder.movements.safeToBreak(block)) {
+ options.targets.removeTarget(block);
+ throw error("Unsafe block", "Block is not safe to break!");
+ }
+
+ await bot.tool.equipForBlock(block, equipToolOptions);
+
+ if (!block.canHarvest(bot.heldItem ? bot.heldItem.type : bot.heldItem)) {
+ options.targets.removeTarget(block);
+ throw error("NoItem", "Bot does not have a harvestable tool!");
+ }
+
+ const tempEvents = new TemporarySubscriber(bot);
+ tempEvents.subscribeTo("itemDrop", (entity: Entity) => {
+ if (
+ entity.position.distanceTo(block.position.offset(0.5, 0.5, 0.5)) <=
+ 0.5
+ ) {
+ options.targets.appendTarget(entity);
+ }
+ });
+ try {
+ await bot.dig(block);
+ // Waiting for items to drop
+ await new Promise((resolve) => {
+ let remainingTicks = 10;
+ tempEvents.subscribeTo("physicTick", () => {
+ remainingTicks--;
+ if (remainingTicks <= 0) {
+ tempEvents.cleanup();
+ resolve();
+ }
+ });
+ });
+ } finally {
+ tempEvents.cleanup();
+ }
+}
+
+/**
+ * A set of options to apply when collecting the given targets.
+ */
+export interface CollectOptions {
+ /**
+ * If true, the target(s) will be appended to the existing target list instead of
+ * starting a new task. Defaults to false.
+ */
+ append?: boolean;
+
+ /**
+ * If true, errors will not be thrown when a path to the target block cannot
+ * be found. The bot will attempt to choose the best available position it
+ * can find, instead. Errors are still thrown if the bot cannot interact with
+ * the block from it's final location. Defaults to false.
+ */
+ ignoreNoPath?: boolean;
+
+ /**
+ * Gets the list of chest locations to use when storing items after the bot's
+ * inventory becomes full. If undefined, it defaults to the chest location
+ * list on the bot.collectBlock plugin.
+ */
+ chestLocations?: Vec3[];
+
+ /**
+ * When transferring items to a chest, this filter is used to determine what
+ * items are allowed to be moved, and what items aren't allowed to be moved.
+ * Defaults to the item filter specified on the bot.collectBlock plugin.
+ */
+ itemFilter?: ItemFilter;
+
+ /**
+ * The total number of items to collect
+ */
+ count?: number;
+}
+
+/**
+ * A version of collect options where all values are assigned.
+ */
+interface CollectOptionsFull {
+ append: boolean;
+ ignoreNoPath: boolean;
+ chestLocations: Vec3[];
+ itemFilter: ItemFilter;
+ targets: Targets;
+ count: number;
+}
+
+/**
+ * The collect block plugin.
+ */
+export class CollectBlock {
+ /**
+ * The bot.
+ */
+ private readonly bot: Bot;
+
+ /**
+ * The list of active targets being collected.
+ */
+ private readonly targets: Targets;
+
+ /**
+ * The movements configuration to be sent to the pathfinder plugin.
+ */
+ movements?: Movements;
+
+ /**
+ * A list of chest locations which the bot is allowed to empty their inventory into
+ * if it becomes full while the bot is collecting resources.
+ */
+ chestLocations: Vec3[] = [];
+
+ /**
+ * When collecting items, this filter is used to determine what items should be placed
+ * into a chest if the bot's inventory becomes full. By default, returns true for all
+ * items except for tools, weapons, and armor.
+ *
+ * @param item - The item stack in the bot's inventory to check.
+ *
+ * @returns True if the item should be moved into the chest. False otherwise.
+ */
+ itemFilter: ItemFilter = (item: Item) => {
+ if (item.name.includes("helmet")) return false;
+ if (item.name.includes("chestplate")) return false;
+ if (item.name.includes("leggings")) return false;
+ if (item.name.includes("boots")) return false;
+ if (item.name.includes("shield")) return false;
+ if (item.name.includes("sword")) return false;
+ if (item.name.includes("pickaxe")) return false;
+ if (item.name.includes("axe")) return false;
+ if (item.name.includes("shovel")) return false;
+ if (item.name.includes("hoe")) return false;
+ return true;
+ };
+
+ /**
+ * Creates a new instance of the create block plugin.
+ *
+ * @param bot - The bot this plugin is acting on.
+ */
+ constructor(bot: Bot) {
+ this.bot = bot;
+ this.targets = new Targets(bot);
+ // @ts-ignore
+ this.movements = new Movements(bot, mcDataLoader(bot.version));
+ }
+
+ /**
+ * If target is a block:
+ * Causes the bot to break and collect the target block.
+ *
+ * If target is an item drop:
+ * Causes the bot to collect the item drop.
+ *
+ * If target is an array containing items or blocks, preforms the correct action for
+ * all targets in that array sorting dynamically by distance.
+ *
+ * @param target - The block(s) or item(s) to collect.
+ * @param options - The set of options to use when handling these targets
+ * @param cb - The callback that is called finished.
+ */
+ async collect(
+ target: Collectable | Collectable[],
+ options: CollectOptions | Callback = {},
+ cb?: Callback
+ ): Promise {
+ if (typeof options === "function") {
+ cb = options;
+ options = {};
+ }
+ // @ts-expect-error
+ if (cb != null) return callbackify(this.collect)(target, options, cb);
+
+ const optionsFull: CollectOptionsFull = {
+ append: options.append ?? false,
+ ignoreNoPath: options.ignoreNoPath ?? false,
+ chestLocations: options.chestLocations ?? this.chestLocations,
+ itemFilter: options.itemFilter ?? this.itemFilter,
+ targets: this.targets,
+ count: options.count ?? Infinity,
+ };
+
+ if (this.bot.pathfinder == null) {
+ throw error(
+ "UnresolvedDependency",
+ "The mineflayer-collectblock plugin relies on the mineflayer-pathfinder plugin to run!"
+ );
+ }
+
+ if (this.bot.tool == null) {
+ throw error(
+ "UnresolvedDependency",
+ "The mineflayer-collectblock plugin relies on the mineflayer-tool plugin to run!"
+ );
+ }
+
+ if (this.movements != null) {
+ this.bot.pathfinder.setMovements(this.movements);
+ }
+
+ if (!optionsFull.append) await this.cancelTask();
+ if (Array.isArray(target)) {
+ this.targets.appendTargets(target);
+ } else {
+ this.targets.appendTarget(target);
+ }
+
+ try {
+ await collectAll(this.bot, optionsFull);
+ this.targets.clear();
+ } catch (err) {
+ this.targets.clear();
+ // Ignore path stopped error for cancelTask to work properly (imo we shouldn't throw any pathing errors)
+ // @ts-expect-error
+ if (err.name !== "PathStopped") throw err;
+ } finally {
+ // @ts-expect-error
+ this.bot.emit("collectBlock_finished");
+ }
+ }
+
+ /**
+ * Loads all touching blocks of the same type to the given block and returns them as an array.
+ * This effectively acts as a flood fill algorithm to retrieve blocks in the same ore vein and similar.
+ *
+ * @param block - The starting block.
+ * @param maxBlocks - The maximum number of blocks to look for before stopping.
+ * @param maxDistance - The max distance from the starting block to look.
+ * @param floodRadius - The max distance distance from block A to block B to be considered "touching"
+ */
+ findFromVein(
+ block: Block,
+ maxBlocks = 100,
+ maxDistance = 16,
+ floodRadius = 1
+ ): Block[] {
+ return findFromVein(
+ this.bot,
+ block,
+ maxBlocks,
+ maxDistance,
+ floodRadius
+ );
+ }
+
+ /**
+ * Cancels the current collection task, if still active.
+ *
+ * @param cb - The callback to use when the task is stopped.
+ */
+ async cancelTask(cb?: Callback): Promise {
+ if (this.targets.empty) {
+ if (cb != null) cb();
+ return await Promise.resolve();
+ }
+ this.bot.pathfinder.stop();
+ if (cb != null) {
+ // @ts-expect-error
+ this.bot.once("collectBlock_finished", cb);
+ }
+ await once(this.bot, "collectBlock_finished");
+ }
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Inventory.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Inventory.ts
new file mode 100644
index 000000000..6a17d0cc5
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Inventory.ts
@@ -0,0 +1,87 @@
+import { Bot } from 'mineflayer'
+import { Callback } from './CollectBlock'
+import { Vec3 } from 'vec3'
+import { error } from './Util'
+import { Item } from 'prismarine-item'
+import { goals } from 'mineflayer-pathfinder'
+import { callbackify } from 'util'
+
+export type ItemFilter = (item: Item) => boolean
+
+function getClosestChest (bot: Bot, chestLocations: Vec3[]): Vec3 | null {
+ let chest = null
+ let distance = 0
+
+ for (const c of chestLocations) {
+ const dist = c.distanceTo(bot.entity.position)
+ if (chest == null || dist < distance) {
+ chest = c
+ distance = dist
+ }
+ }
+
+ if (chest != null) {
+ chestLocations.splice(chestLocations.indexOf(chest), 1)
+ }
+
+ return chest
+}
+
+export async function emptyInventoryIfFull (bot: Bot, chestLocations: Vec3[], itemFilter: ItemFilter, cb?: Callback): Promise {
+ // @ts-expect-error
+ if (cb != null) return callbackify(emptyInventoryIfFull)(bot, chestLocations, cb)
+ if (bot.inventory.emptySlotCount() > 0) return
+ return await emptyInventory(bot, chestLocations, itemFilter)
+}
+
+export async function emptyInventory (bot: Bot, chestLocations: Vec3[], itemFilter: ItemFilter, cb?: Callback): Promise {
+ // @ts-expect-error
+ if (cb != null) return callbackify(emptyInventory)(bot, chestLocations, cb)
+ if (chestLocations.length === 0) {
+ throw error('NoChests', 'There are no defined chest locations!')
+ }
+
+ // Shallow clone so we can safely remove chests from the list that are full.
+ chestLocations = [...chestLocations]
+
+ while (true) {
+ const chest = getClosestChest(bot, chestLocations)
+ if (chest == null) {
+ throw error('NoChests', 'All chests are full.')
+ }
+ const hasRemaining = await tryEmptyInventory(bot, chest, itemFilter)
+ if (!hasRemaining) return
+ }
+}
+
+async function tryEmptyInventory (bot: Bot, chestLocation: Vec3, itemFilter: ItemFilter, cb?: (err: Error | undefined, hasRemaining: boolean) => void): Promise {
+ // @ts-expect-error
+ if (cb != null) return callbackify(tryEmptyInventory)(bot, chestLocation, itemFilter, cb)
+ await gotoChest(bot, chestLocation)
+ return await placeItems(bot, chestLocation, itemFilter)
+}
+
+async function gotoChest (bot: Bot, location: Vec3, cb?: Callback): Promise {
+ // @ts-expect-error
+ if (cb != null) return callbackify(gotoChest)(bot, location)
+ await bot.pathfinder.goto(new goals.GoalGetToBlock(location.x, location.y, location.z))
+}
+
+async function placeItems (bot: Bot, chestPos: Vec3, itemFilter: ItemFilter, cb?: (err: Error | undefined, hasRemaining: boolean) => void): Promise {
+ // @ts-expect-error
+ if (cb != null) return callbackify(placeItems)(bot, chestPos, itemFilter, cb)
+ const chestBlock = bot.blockAt(chestPos)
+ if (chestBlock == null) {
+ throw error('UnloadedChunk', 'Chest is in an unloaded chunk!')
+ }
+ const chest = await bot.openChest(chestBlock)
+ for (const item of bot.inventory.items()) {
+ if (!itemFilter(item)) continue
+ if (chest.firstEmptyContainerSlot() === null) {
+ // We have items that didn't fit.
+ return true
+ }
+ await chest.deposit(item.type, item.metadata, item.count)
+ }
+ return false
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Targets.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Targets.ts
new file mode 100644
index 000000000..568d07ad9
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Targets.ts
@@ -0,0 +1,60 @@
+import { Bot } from 'mineflayer'
+import { Block } from 'prismarine-block'
+import { Entity } from 'prismarine-entity'
+
+export type Collectable = Block | Entity
+
+export class Targets {
+ private readonly bot: Bot
+ private targets: Collectable[] = []
+
+ constructor (bot: Bot) {
+ this.bot = bot
+ }
+
+ appendTargets (targets: Collectable[]): void {
+ for (const target of targets) {
+ this.appendTarget(target)
+ }
+ }
+
+ appendTarget (target: Collectable): void {
+ if (this.targets.includes(target)) return
+ this.targets.push(target)
+ }
+
+ /**
+ * Gets the closest target to the bot in this list.
+ *
+ * @returns The closest target, or null if there are no targets.
+ */
+ getClosest (): Collectable | null {
+ let closest: Collectable | null = null
+ let distance: number = 0
+
+ for (const target of this.targets) {
+ const dist = target.position.distanceTo(this.bot.entity.position)
+
+ if (closest == null || dist < distance) {
+ closest = target
+ distance = dist
+ }
+ }
+
+ return closest
+ }
+
+ get empty (): boolean {
+ return this.targets.length === 0
+ }
+
+ clear (): void {
+ this.targets.length = 0
+ }
+
+ removeTarget (target: Collectable): void {
+ const index = this.targets.indexOf(target)
+ if (index < 0) return
+ this.targets.splice(index, 1)
+ }
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TaskQueue.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TaskQueue.ts
new file mode 100644
index 000000000..81fe3bc5a
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TaskQueue.ts
@@ -0,0 +1,77 @@
+import type { Callback } from './index'
+export type Task = (cb: Callback) => void
+export type SyncTask = () => void
+
+/**
+ * A simple utility class for queuing up a series of async tasks to execute.
+ */
+export class TaskQueue {
+ private tasks: Task[] = []
+
+ /**
+ * If true, the task list will stop executing if one of the tasks throws an error.
+ */
+ readonly stopOnError: boolean = true
+
+ /**
+ * Adds a new async task to this queue. The provided callback should be executed when
+ * the async task is complete.
+ *
+ * @param task - The async task to add.
+ */
+ add (task: Task): void {
+ this.tasks.push(task)
+ }
+
+ /**
+ * Adds a synchronous task toi this queue.
+ *
+ * @param task - The sync task to add.
+ */
+ addSync (task: SyncTask): void {
+ this.add((cb) => {
+ try {
+ task()
+ cb()
+ } catch (err: any) {
+ cb(err)
+ }
+ })
+ }
+
+ /**
+ * Runs all tasks currently in this queue and empties the queue.
+ *
+ * @param cb - The optional callback to be executed when all tasks in this queue have
+ * finished executing.
+ */
+ runAll (cb?: Callback): void {
+ const taskList = this.tasks
+ this.tasks = []
+
+ let index = -1
+ const runNext: () => void = () => {
+ index++
+ if (index >= taskList.length) {
+ if (cb !== undefined) cb()
+ return
+ }
+
+ try {
+ taskList[index]((err) => {
+ if (err !== undefined) {
+ if (cb !== undefined) cb(err)
+
+ if (this.stopOnError) return
+ }
+
+ runNext()
+ })
+ } catch (err: any) {
+ if (cb !== undefined) cb(err)
+ }
+ }
+
+ runNext()
+ }
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TemporarySubscriber.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TemporarySubscriber.ts
new file mode 100644
index 000000000..3f14a607d
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/TemporarySubscriber.ts
@@ -0,0 +1,34 @@
+import { Bot } from 'mineflayer'
+
+class Subscription {
+ constructor (readonly eventName: string, readonly callback: Function) {}
+}
+
+export class TemporarySubscriber {
+ private readonly subscriptions: Subscription[] = []
+
+ constructor (readonly bot: Bot) {}
+
+ /**
+ * Adds a new temporary event listener to the bot.
+ *
+ * @param event - The event to subscribe to.
+ * @param callback - The function to execute.
+ */
+ subscribeTo (event: string, callback: Function): void {
+ this.subscriptions.push(new Subscription(event, callback))
+
+ // @ts-expect-error
+ this.bot.on(event, callback)
+ }
+
+ /**
+ * Removes all attached event listeners from the bot.
+ */
+ cleanup (): void {
+ for (const sub of this.subscriptions) {
+ // @ts-expect-error
+ this.bot.removeListener(sub.eventName, sub.callback)
+ }
+ }
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Util.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Util.ts
new file mode 100644
index 000000000..ee0f29e0c
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/Util.ts
@@ -0,0 +1,13 @@
+/**
+ * Creates a new error object with the given type and message.
+ *
+ * @param type - The error type.
+ * @param message - The error message.
+ *
+ * @returns The error object.
+ */
+export function error (type: string, message: string): Error {
+ const e = new Error(message)
+ e.name = type
+ return e
+}
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/index.ts b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/index.ts
new file mode 100644
index 000000000..45c9a8508
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/src/index.ts
@@ -0,0 +1,25 @@
+import { Bot } from 'mineflayer'
+import { CollectBlock } from './CollectBlock'
+import { pathfinder as pathfinderPlugin } from 'mineflayer-pathfinder'
+import { plugin as toolPlugin } from 'mineflayer-tool'
+
+export function plugin (bot: Bot): void {
+ // @ts-expect-error
+ bot.collectBlock = new CollectBlock(bot)
+
+ // Load plugins if not loaded manually.
+ setTimeout(() => loadPathfinderPlugin(bot), 0)
+ setTimeout(() => loadToolPlugin(bot), 0)
+}
+
+function loadPathfinderPlugin (bot: Bot): void {
+ if (bot.pathfinder != null) return
+ bot.loadPlugin(pathfinderPlugin)
+}
+
+function loadToolPlugin (bot: Bot): void {
+ if (bot.tool != null) return
+ bot.loadPlugin(toolPlugin)
+}
+
+export { CollectBlock, Callback, CollectOptions } from './CollectBlock'
diff --git a/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/tsconfig.json b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/tsconfig.json
new file mode 100644
index 000000000..a6076bc0c
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/mineflayer-collectblock/tsconfig.json
@@ -0,0 +1,69 @@
+{
+ "compilerOptions": {
+ /* Visit https://aka.ms/tsconfig.json to read more about this file */
+ /* Basic Options */
+ // "incremental": true, /* Enable incremental compilation */
+ "target": "ES2015", /* Specify ECMAScript target version: 'ES3' (default), 'ES5', 'ES2015', 'ES2016', 'ES2017', 'ES2018', 'ES2019', 'ES2020', or 'ESNEXT'. */
+ "module": "commonjs", /* Specify module code generation: 'none', 'commonjs', 'amd', 'system', 'umd', 'es2015', 'es2020', or 'ESNext'. */
+ // "lib": [], /* Specify library files to be included in the compilation. */
+ "allowJs": true, /* Allow javascript files to be compiled. */
+ "checkJs": true, /* Report errors in .js files. */
+ // "jsx": "preserve", /* Specify JSX code generation: 'preserve', 'react-native', or 'react'. */
+ "declaration": true,
+ // "declarationMap": true, /* Generates a sourcemap for each corresponding '.d.ts' file. */
+ // "sourceMap": true, /* Generates corresponding '.map' file. */
+ // "outFile": "./", /* Concatenate and emit output to single file. */
+ "outDir": "./lib",
+ // "rootDir": "./", /* Specify the root directory of input files. Use to control the output directory structure with --outDir. */
+ // "composite": true, /* Enable project compilation */
+ // "tsBuildInfoFile": "./", /* Specify file to store incremental compilation information */
+ // "removeComments": true, /* Do not emit comments to output. */
+ // "noEmit": true, /* Do not emit outputs. */
+ // "importHelpers": true, /* Import emit helpers from 'tslib'. */
+ // "downlevelIteration": true, /* Provide full support for iterables in 'for-of', spread, and destructuring when targeting 'ES5' or 'ES3'. */
+ // "isolatedModules": true, /* Transpile each file as a separate module (similar to 'ts.transpileModule'). */
+ /* Strict Type-Checking Options */
+ "strict": true, /* Enable all strict type-checking options. */
+ // "noImplicitAny": true, /* Raise error on expressions and declarations with an implied 'any' type. */
+ "strictNullChecks": true, /* Enable strict null checks. */
+ // "strictFunctionTypes": true, /* Enable strict checking of function types. */
+ // "strictBindCallApply": true, /* Enable strict 'bind', 'call', and 'apply' methods on functions. */
+ // "strictPropertyInitialization": true, /* Enable strict checking of property initialization in classes. */
+ // "noImplicitThis": true, /* Raise error on 'this' expressions with an implied 'any' type. */
+ "alwaysStrict": true, /* Parse in strict mode and emit "use strict" for each source file. */
+ /* Additional Checks */
+ "noUnusedLocals": true, /* Report errors on unused locals. */
+ // "noUnusedParameters": true, /* Report errors on unused parameters. */
+ "noImplicitReturns": true, /* Report error when not all code paths in function return a value. */
+ // "noFallthroughCasesInSwitch": true, /* Report errors for fallthrough cases in switch statement. */
+ /* Module Resolution Options */
+ // "moduleResolution": "node", /* Specify module resolution strategy: 'node' (Node.js) or 'classic' (TypeScript pre-1.6). */
+ // "baseUrl": "./", /* Base directory to resolve non-absolute module names. */
+ // "paths": {}, /* A series of entries which re-map imports to lookup locations relative to the 'baseUrl'. */
+ // "rootDirs": [], /* List of root folders whose combined content represents the structure of the project at runtime. */
+ // "typeRoots": [], /* List of folders to include type definitions from. */
+ // "types": [], /* Type declaration files to be included in compilation. */
+ // "allowSyntheticDefaultImports": true, /* Allow default imports from modules with no default export. This does not affect code emit, just typechecking. */
+ "esModuleInterop": true, /* Enables emit interoperability between CommonJS and ES Modules via creation of namespace objects for all imports. Implies 'allowSyntheticDefaultImports'. */
+ // "preserveSymlinks": true, /* Do not resolve the real path of symlinks. */
+ // "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */
+ /* Source Map Options */
+ // "sourceRoot": "", /* Specify the location where debugger should locate TypeScript files instead of source locations. */
+ // "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */
+ // "inlineSourceMap": true, /* Emit a single file with source maps instead of having a separate file. */
+ // "inlineSources": true, /* Emit the source alongside the sourcemaps within a single file; requires '--inlineSourceMap' or '--sourceMap' to be set. */
+ /* Experimental Options */
+ // "experimentalDecorators": true, /* Enables experimental support for ES7 decorators. */
+ // "emitDecoratorMetadata": true, /* Enables experimental support for emitting type metadata for decorators. */
+ /* Advanced Options */
+ "skipLibCheck": true, /* Skip type checking of declaration files. */
+ "forceConsistentCasingInFileNames": true /* Disallow inconsistently-cased references to the same file. */
+ },
+ "include": [
+ "src"
+ ],
+ "exclude": [
+ "node_modules",
+ "**/__tests__/*"
+ ]
+}
\ No newline at end of file
diff --git a/metagpt/environment/mincraft_env/mineflayer/package.json b/metagpt/environment/mincraft_env/mineflayer/package.json
new file mode 100644
index 000000000..9e389d268
--- /dev/null
+++ b/metagpt/environment/mincraft_env/mineflayer/package.json
@@ -0,0 +1,38 @@
+{
+ "name": "voyager",
+ "version": "1.0.0",
+ "description": "",
+ "main": "index.js",
+ "scripts": {
+ "test": "echo \"Error: no test specified\" && exit 1"
+ },
+ "keywords": [],
+ "author": "",
+ "license": "ISC",
+ "dependencies": {
+ "body-parser": "^1.20.2",
+ "express": "^4.18.2",
+ "magic-string": "^0.30.0",
+ "minecraft-data": "^3.31.0",
+ "minecrafthawkeye": "^1.3.6",
+ "mineflayer": "^4.8.1",
+ "mineflayer-collectblock": "file:mineflayer-collectblock",
+ "mineflayer-pathfinder": "^2.4.2",
+ "mineflayer-pvp": "^1.3.2",
+ "mineflayer-tool": "^1.2.0",
+ "mocha": "^10.2.0",
+ "prismarine-biome": "^1.3.0",
+ "prismarine-block": "=1.16.3",
+ "prismarine-entity": "^2.2.0",
+ "prismarine-item": "^1.12.1",
+ "prismarine-nbt": "^2.2.1",
+ "prismarine-recipe": "^1.3.1",
+ "prismarine-viewer": "^1.24.0",
+ "typescript": "^4.9.5",
+ "vec3": "^0.1.8",
+ "graceful-fs": "^4.2.11"
+ },
+ "devDependencies": {
+ "prettier": "2.8.5"
+ }
+}
diff --git a/metagpt/environment/mincraft_env/process_monitor.py b/metagpt/environment/mincraft_env/process_monitor.py
new file mode 100644
index 000000000..b62aa6005
--- /dev/null
+++ b/metagpt/environment/mincraft_env/process_monitor.py
@@ -0,0 +1,79 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# refs to `voyager process_monitor.py`
+
+import re
+import subprocess
+import threading
+import warnings
+from typing import List
+
+import psutil
+
+from metagpt.logs import define_log_level
+
+
+class SubprocessMonitor:
+ def __init__(
+ self,
+ commands: List[str],
+ name: str,
+ ready_match: str = r".*",
+ callback_match: str = r"^(?!x)x$", # regex that will never match
+ callback: callable = None,
+ finished_callback: callable = None,
+ ):
+ self.commands = commands
+ self.name = name
+ self.logger = define_log_level(name=name)
+ self.process = None
+ self.ready_match = ready_match
+ self.ready_event = None
+ self.ready_line = None
+ self.callback_match = callback_match
+ self.callback = callback
+ self.finished_callback = finished_callback
+ self.thread = None
+
+ def _start(self):
+ self.logger.info(f"Starting subprocess with commands: {self.commands}")
+
+ self.process = psutil.Popen(
+ self.commands,
+ stdout=subprocess.PIPE,
+ stderr=subprocess.STDOUT,
+ universal_newlines=True,
+ )
+ self.logger.info(f"Subprocess {self.name} started with PID {self.process.pid}.")
+ for line in iter(self.process.stdout.readline, ""):
+ self.logger.info(line.strip())
+ if re.search(self.ready_match, line):
+ self.ready_line = line
+ self.logger.info("Subprocess is ready.")
+ self.ready_event.set()
+ if re.search(self.callback_match, line):
+ self.callback()
+ if not self.ready_event.is_set():
+ self.ready_event.set()
+ warnings.warn(f"Subprocess {self.name} failed to start.")
+ if self.finished_callback:
+ self.finished_callback()
+
+ def run(self):
+ self.ready_event = threading.Event()
+ self.ready_line = None
+ self.thread = threading.Thread(target=self._start)
+ self.thread.start()
+ self.ready_event.wait()
+
+ def stop(self):
+ self.logger.info("Stopping subprocess.")
+ if self.process and self.process.is_running():
+ self.process.terminate()
+ self.process.wait()
+
+ @property
+ def is_running(self):
+ if self.process is None:
+ return False
+ return self.process.is_running()
diff --git a/metagpt/environment/software_env/__init__.py b/metagpt/environment/software_env/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/software_env/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/software_env/software_env.py b/metagpt/environment/software_env/software_env.py
new file mode 100644
index 000000000..94bc11659
--- /dev/null
+++ b/metagpt/environment/software_env/software_env.py
@@ -0,0 +1,12 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : MG Software Env
+
+
+from metagpt.environment.base_env import Environment
+
+
+class SoftwareEnv(Environment):
+ """a specific alias name"""
+
+ pass
diff --git a/metagpt/environment/stanford_town_env/__init__.py b/metagpt/environment/stanford_town_env/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/stanford_town_env/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/stanford_town_env/stanford_town_env.py b/metagpt/environment/stanford_town_env/stanford_town_env.py
new file mode 100644
index 000000000..8721d6cd1
--- /dev/null
+++ b/metagpt/environment/stanford_town_env/stanford_town_env.py
@@ -0,0 +1,12 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : MG StanfordTown Env
+
+from metagpt.environment.base_env import Environment
+from metagpt.environment.stanford_town_env.stanford_town_ext_env import (
+ StanfordTownExtEnv,
+)
+
+
+class StanfordTownEnv(Environment, StanfordTownExtEnv):
+ pass
diff --git a/metagpt/environment/stanford_town_env/stanford_town_ext_env.py b/metagpt/environment/stanford_town_env/stanford_town_ext_env.py
new file mode 100644
index 000000000..8a9a65965
--- /dev/null
+++ b/metagpt/environment/stanford_town_env/stanford_town_ext_env.py
@@ -0,0 +1,379 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : The StanfordTown external environment to interate with the web interface
+# refs to `generative_agents maze.py`
+
+import math
+from pathlib import Path
+from typing import Optional, Tuple
+
+from pydantic import ConfigDict, Field, model_validator
+
+from metagpt.environment.base_env import ExtEnv, mark_as_readable, mark_as_writeable
+from metagpt.utils.common import read_csv_to_list, read_json_file
+
+
+class StanfordTownExtEnv(ExtEnv):
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ maze_asset_path: Optional[Path] = Field(default=None, description="the path to store maze assets")
+ maze_width: int = Field(default=140, description="maze map width")
+ maze_height: int = Field(default=100, description="maze map height")
+ sq_tile_size: int = Field(default=32, description="the pixel height/width of a tile")
+ special_constraint: str = Field(
+ default="", description="a string description of any relevant special constraints " "the world might have"
+ )
+ tiles: list[list[dict]] = Field(default=[])
+ address_tiles: dict[str, set] = Field(default=dict())
+ collision_maze: list[list] = Field(default=[])
+
+ @model_validator(mode="before")
+ @classmethod
+ def _init_maze(cls, values):
+ maze_asset_path = values["maze_asset_path"]
+ assert maze_asset_path
+ maze_asset_path = Path(maze_asset_path)
+
+ maze_matrix_path = maze_asset_path.joinpath("matrix")
+ meta_info = read_json_file(maze_matrix_path.joinpath("maze_meta_info.json"))
+
+ maze_width = int(meta_info["maze_width"])
+ maze_height = int(meta_info["maze_height"])
+ values["maze_width"] = maze_width
+ values["maze_height"] = maze_height
+ values["sq_tile_size"] = int(meta_info["sq_tile_size"])
+ values["special_constraint"] = meta_info["special_constraint"]
+
+ # READING IN SPECIAL BLOCKS
+ # Special blocks are those that are colored in the Tiled map.
+ # Here is an example row for the arena block file:
+ # e.g, "25331, Double Studio, Studio, Bedroom 2, Painting"
+
+ blocks_folder = maze_matrix_path.joinpath("special_blocks")
+
+ _wb = blocks_folder.joinpath("world_blocks.csv")
+ wb_rows = read_csv_to_list(_wb, header=False)
+ wb = wb_rows[0][-1]
+
+ _sb = blocks_folder.joinpath("sector_blocks.csv")
+ sb_rows = read_csv_to_list(_sb, header=False)
+ sb_dict = dict()
+ for i in sb_rows:
+ sb_dict[i[0]] = i[-1]
+
+ _ab = blocks_folder.joinpath("arena_blocks.csv")
+ ab_rows = read_csv_to_list(_ab, header=False)
+ ab_dict = dict()
+ for i in ab_rows:
+ ab_dict[i[0]] = i[-1]
+
+ _gob = blocks_folder.joinpath("game_object_blocks.csv")
+ gob_rows = read_csv_to_list(_gob, header=False)
+ gob_dict = dict()
+ for i in gob_rows:
+ gob_dict[i[0]] = i[-1]
+
+ _slb = blocks_folder.joinpath("spawning_location_blocks.csv")
+ slb_rows = read_csv_to_list(_slb, header=False)
+ slb_dict = dict()
+ for i in slb_rows:
+ slb_dict[i[0]] = i[-1]
+
+ # [SECTION 3] Reading in the matrices
+ # This is your typical two dimensional matrices. It's made up of 0s and
+ # the number that represents the color block from the blocks folder.
+ maze_folder = maze_matrix_path.joinpath("maze")
+
+ _cm = maze_folder.joinpath("collision_maze.csv")
+ collision_maze_raw = read_csv_to_list(_cm, header=False)[0]
+ _sm = maze_folder.joinpath("sector_maze.csv")
+ sector_maze_raw = read_csv_to_list(_sm, header=False)[0]
+ _am = maze_folder.joinpath("arena_maze.csv")
+ arena_maze_raw = read_csv_to_list(_am, header=False)[0]
+ _gom = maze_folder.joinpath("game_object_maze.csv")
+ game_object_maze_raw = read_csv_to_list(_gom, header=False)[0]
+ _slm = maze_folder.joinpath("spawning_location_maze.csv")
+ spawning_location_maze_raw = read_csv_to_list(_slm, header=False)[0]
+
+ # Loading the maze. The mazes are taken directly from the json exports of
+ # Tiled maps. They should be in csv format.
+ # Importantly, they are "not" in a 2-d matrix format -- they are single
+ # row matrices with the length of width x height of the maze. So we need
+ # to convert here.
+ # example format: [['0', '0', ... '25309', '0',...], ['0',...]...]
+ # 25309 is the collision bar number right now.
+ collision_maze = []
+ sector_maze = []
+ arena_maze = []
+ game_object_maze = []
+ spawning_location_maze = []
+ for i in range(0, len(collision_maze_raw), maze_width):
+ tw = maze_width
+ collision_maze += [collision_maze_raw[i : i + tw]]
+ sector_maze += [sector_maze_raw[i : i + tw]]
+ arena_maze += [arena_maze_raw[i : i + tw]]
+ game_object_maze += [game_object_maze_raw[i : i + tw]]
+ spawning_location_maze += [spawning_location_maze_raw[i : i + tw]]
+ values["collision_maze"] = collision_maze
+
+ tiles = []
+ for i in range(maze_height):
+ row = []
+ for j in range(maze_width):
+ tile_details = dict()
+ tile_details["world"] = wb
+
+ tile_details["sector"] = ""
+ if sector_maze[i][j] in sb_dict:
+ tile_details["sector"] = sb_dict[sector_maze[i][j]]
+
+ tile_details["arena"] = ""
+ if arena_maze[i][j] in ab_dict:
+ tile_details["arena"] = ab_dict[arena_maze[i][j]]
+
+ tile_details["game_object"] = ""
+ if game_object_maze[i][j] in gob_dict:
+ tile_details["game_object"] = gob_dict[game_object_maze[i][j]]
+
+ tile_details["spawning_location"] = ""
+ if spawning_location_maze[i][j] in slb_dict:
+ tile_details["spawning_location"] = slb_dict[spawning_location_maze[i][j]]
+
+ tile_details["collision"] = False
+ if collision_maze[i][j] != "0":
+ tile_details["collision"] = True
+
+ tile_details["events"] = set()
+
+ row += [tile_details]
+ tiles += [row]
+ values["tiles"] = tiles
+
+ # Each game object occupies an event in the tile. We are setting up the
+ # default event value here.
+ for i in range(maze_height):
+ for j in range(maze_width):
+ if tiles[i][j]["game_object"]:
+ object_name = ":".join(
+ [tiles[i][j]["world"], tiles[i][j]["sector"], tiles[i][j]["arena"], tiles[i][j]["game_object"]]
+ )
+ go_event = (object_name, None, None, None)
+ tiles[i][j]["events"].add(go_event)
+
+ # Reverse tile access.
+ # -- given a string address, we return a set of all
+ # tile coordinates belonging to that address (this is opposite of
+ # tiles that give you the string address given a coordinate). This is
+ # an optimization component for finding paths for the personas' movement.
+ # address_tiles['bedroom-2-a'] == {(58, 9)}
+ # address_tiles['double studio:recreation:pool table']
+ # == {(29, 14), (31, 11), (30, 14), (32, 11), ...},
+ address_tiles = dict()
+ for i in range(maze_height):
+ for j in range(maze_width):
+ addresses = []
+ if tiles[i][j]["sector"]:
+ add = f'{tiles[i][j]["world"]}:'
+ add += f'{tiles[i][j]["sector"]}'
+ addresses += [add]
+ if tiles[i][j]["arena"]:
+ add = f'{tiles[i][j]["world"]}:'
+ add += f'{tiles[i][j]["sector"]}:'
+ add += f'{tiles[i][j]["arena"]}'
+ addresses += [add]
+ if tiles[i][j]["game_object"]:
+ add = f'{tiles[i][j]["world"]}:'
+ add += f'{tiles[i][j]["sector"]}:'
+ add += f'{tiles[i][j]["arena"]}:'
+ add += f'{tiles[i][j]["game_object"]}'
+ addresses += [add]
+ if tiles[i][j]["spawning_location"]:
+ add = f'{tiles[i][j]["spawning_location"]}'
+ addresses += [add]
+
+ for add in addresses:
+ if add in address_tiles:
+ address_tiles[add].add((j, i))
+ else:
+ address_tiles[add] = set([(j, i)])
+ values["address_tiles"] = address_tiles
+ return values
+
+ def turn_coordinate_to_tile(self, px_coordinate: tuple[int, int]) -> tuple[int, int]:
+ """
+ Turns a pixel coordinate to a tile coordinate.
+ """
+ x = math.ceil(px_coordinate[0] / self.sq_tile_size)
+ y = math.ceil(px_coordinate[1] / self.sq_tile_size)
+ return (x, y)
+
+ @mark_as_readable
+ def get_collision_maze(self) -> list:
+ return self.collision_maze
+
+ @mark_as_readable
+ def get_address_tiles(self) -> dict:
+ return self.address_tiles
+
+ @mark_as_readable
+ def access_tile(self, tile: tuple[int, int]) -> dict:
+ """
+ Returns the tiles details dictionary that is stored in self.tiles of the
+ designated x, y location.
+
+ INPUT
+ tile: The tile coordinate of our interest in (x, y) form.
+ OUTPUT
+ The tile detail dictionary for the designated tile.
+ EXAMPLE OUTPUT
+ Given (58, 9),
+ self.tiles[9][58] = {'world': 'double studio',
+ 'sector': 'double studio', 'arena': 'bedroom 2',
+ 'game_object': 'bed', 'spawning_location': 'bedroom-2-a',
+ 'collision': False,
+ 'events': {('double studio:double studio:bedroom 2:bed',
+ None, None)}}
+ """
+ x = tile[0]
+ y = tile[1]
+ return self.tiles[y][x]
+
+ @mark_as_readable
+ def get_tile_path(self, tile: tuple[int, int], level: str) -> str:
+ """
+ Get the tile string address given its coordinate. You designate the level
+ by giving it a string level description.
+
+ INPUT:
+ tile: The tile coordinate of our interest in (x, y) form.
+ level: world, sector, arena, or game object
+ OUTPUT
+ The string address for the tile.
+ EXAMPLE OUTPUT
+ Given tile=(58, 9), and level=arena,
+ "double studio:double studio:bedroom 2"
+ """
+ x = tile[0]
+ y = tile[1]
+ tile = self.tiles[y][x]
+
+ path = f"{tile['world']}"
+ if level == "world":
+ return path
+ else:
+ path += f":{tile['sector']}"
+
+ if level == "sector":
+ return path
+ else:
+ path += f":{tile['arena']}"
+
+ if level == "arena":
+ return path
+ else:
+ path += f":{tile['game_object']}"
+
+ return path
+
+ @mark_as_readable
+ def get_nearby_tiles(self, tile: tuple[int, int], vision_r: int) -> list[tuple[int, int]]:
+ """
+ Given the current tile and vision_r, return a list of tiles that are
+ within the radius. Note that this implementation looks at a square
+ boundary when determining what is within the radius.
+ i.e., for vision_r, returns x's.
+ x x x x x
+ x x x x x
+ x x P x x
+ x x x x x
+ x x x x x
+
+ INPUT:
+ tile: The tile coordinate of our interest in (x, y) form.
+ vision_r: The radius of the persona's vision.
+ OUTPUT:
+ nearby_tiles: a list of tiles that are within the radius.
+ """
+ left_end = 0
+ if tile[0] - vision_r > left_end:
+ left_end = tile[0] - vision_r
+
+ right_end = self.maze_width - 1
+ if tile[0] + vision_r + 1 < right_end:
+ right_end = tile[0] + vision_r + 1
+
+ bottom_end = self.maze_height - 1
+ if tile[1] + vision_r + 1 < bottom_end:
+ bottom_end = tile[1] + vision_r + 1
+
+ top_end = 0
+ if tile[1] - vision_r > top_end:
+ top_end = tile[1] - vision_r
+
+ nearby_tiles = []
+ for i in range(left_end, right_end):
+ for j in range(top_end, bottom_end):
+ nearby_tiles += [(i, j)]
+ return nearby_tiles
+
+ @mark_as_writeable
+ def add_tiles_event(self, pt_y: int, pt_x: int, event: Tuple[str, str, str, str]):
+ self.tiles[pt_y][pt_x]["events"].add(event)
+
+ @mark_as_writeable
+ def add_event_from_tile(self, curr_event: tuple[str], tile: tuple[int, int]) -> None:
+ """
+ Add an event triple to a tile.
+
+ INPUT:
+ curr_event: Current event triple.
+ e.g., ('double studio:double studio:bedroom 2:bed', None,
+ None)
+ tile: The tile coordinate of our interest in (x, y) form.
+ OUPUT:
+ None
+ """
+ self.tiles[tile[1]][tile[0]]["events"].add(curr_event)
+
+ @mark_as_writeable
+ def remove_event_from_tile(self, curr_event: tuple[str], tile: tuple[int, int]) -> None:
+ """dswaq
+ Remove an event triple from a tile.
+
+ INPUT:
+ curr_event: Current event triple.
+ e.g., ('double studio:double studio:bedroom 2:bed', None,
+ None)
+ tile: The tile coordinate of our interest in (x, y) form.
+ OUPUT:
+ None
+ """
+ curr_tile_ev_cp = self.tiles[tile[1]][tile[0]]["events"].copy()
+ for event in curr_tile_ev_cp:
+ if event == curr_event:
+ self.tiles[tile[1]][tile[0]]["events"].remove(event)
+
+ @mark_as_writeable
+ def turn_event_from_tile_idle(self, curr_event: tuple[str], tile: tuple[int, int]) -> None:
+ curr_tile_ev_cp = self.tiles[tile[1]][tile[0]]["events"].copy()
+ for event in curr_tile_ev_cp:
+ if event == curr_event:
+ self.tiles[tile[1]][tile[0]]["events"].remove(event)
+ new_event = (event[0], None, None, None)
+ self.tiles[tile[1]][tile[0]]["events"].add(new_event)
+
+ @mark_as_writeable
+ def remove_subject_events_from_tile(self, subject: str, tile: tuple[int, int]) -> None:
+ """
+ Remove an event triple that has the input subject from a tile.
+
+ INPUT:
+ subject: "Isabella Rodriguez"
+ tile: The tile coordinate of our interest in (x, y) form.
+ OUPUT:
+ None
+ """
+ curr_tile_ev_cp = self.tiles[tile[1]][tile[0]]["events"].copy()
+ for event in curr_tile_ev_cp:
+ if event[0] == subject:
+ self.tiles[tile[1]][tile[0]]["events"].remove(event)
diff --git a/metagpt/environment/werewolf_env/__init__.py b/metagpt/environment/werewolf_env/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/metagpt/environment/werewolf_env/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
diff --git a/metagpt/environment/werewolf_env/werewolf_env.py b/metagpt/environment/werewolf_env/werewolf_env.py
new file mode 100644
index 000000000..d174f322c
--- /dev/null
+++ b/metagpt/environment/werewolf_env/werewolf_env.py
@@ -0,0 +1,31 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : MG Werewolf Env
+
+from pydantic import Field
+
+from metagpt.environment.base_env import Environment
+from metagpt.environment.werewolf_env.werewolf_ext_env import WerewolfExtEnv
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+
+class WerewolfEnv(Environment, WerewolfExtEnv):
+ timestamp: int = Field(default=0)
+
+ def publish_message(self, message: Message, add_timestamp: bool = True):
+ """Post information to the current environment"""
+ logger.debug(f"publish_message: {message.dump()}")
+ if add_timestamp:
+ # Because the content of the message may be repeated, for example, killing the same person in two nights
+ # Therefore, a unique timestamp prefix needs to be added so that the same message will not be automatically deduplicated when added to the memory.
+ message.content = f"{self.timestamp} | " + message.content
+ self.memory.add(message)
+ self.history += f"\n{message}"
+
+ async def run(self, k=1):
+ """Process all Role runs by order"""
+ for _ in range(k):
+ for role in self.roles.values():
+ await role.run()
+ self.timestamp += 1
diff --git a/metagpt/environment/werewolf_env/werewolf_ext_env.py b/metagpt/environment/werewolf_env/werewolf_ext_env.py
new file mode 100644
index 000000000..7c4b4c475
--- /dev/null
+++ b/metagpt/environment/werewolf_env/werewolf_ext_env.py
@@ -0,0 +1,335 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : The werewolf game external environment to integrate with
+
+import random
+from collections import Counter
+from enum import Enum
+from typing import Callable, Optional
+
+from pydantic import ConfigDict, Field
+
+from metagpt.environment.base_env import ExtEnv, mark_as_readable, mark_as_writeable
+from metagpt.logs import logger
+
+
+class RoleState(Enum):
+ ALIVE = "alive" # the role is alive
+ KILLED = "killed" # the role is killed by werewolf or voting
+ POISONED = "poisoned" # the role is killed by posion
+ SAVED = "saved" # the role is saved by antidote
+
+
+# the ordered rules by the moderator to announce to everyone each step
+STEP_INSTRUCTIONS = {
+ 0: {
+ "content": "It’s dark, everyone close your eyes. I will talk with you/your team secretly at night.",
+ "send_to": "Moderator", # for moderator to continuen speaking
+ "restricted_to": "",
+ },
+ 1: {
+ "content": "Guard, please open your eyes!",
+ "send_to": "Moderator", # for moderator to continuen speaking
+ "restricted_to": "",
+ },
+ 2: {
+ "content": """Guard, now tell me who you protect tonight?
+ You only choose one from the following living options please: {living_players}.
+ Or you can pass. For example: Protect ...""",
+ "send_to": "Guard",
+ "restricted_to": "Moderator,Guard",
+ },
+ 3: {"content": "Guard, close your eyes", "send_to": "Moderator", "restricted_to": ""},
+ 4: {"content": "Werewolves, please open your eyes!", "send_to": "Moderator", "restricted_to": ""},
+ 5: {
+ "content": """Werewolves, I secretly tell you that {werewolf_players} are
+ all of the 2 werewolves! Keep in mind you are teammates. The rest players are not werewolves.
+ choose one from the following living options please:
+ {living_players}. For example: Kill ...""",
+ "send_to": "Werewolf",
+ "restricted_to": "Moderator,Werewolf",
+ },
+ 6: {"content": "Werewolves, close your eyes", "send_to": "Moderator", "restricted_to": ""},
+ 7: {"content": "Witch, please open your eyes!", "send_to": "Moderator", "restricted_to": ""},
+ 8: {
+ "content": """Witch, tonight {player_hunted} has been killed by the werewolves.
+ You have a bottle of antidote, would you like to save him/her? If so, say "Save", else, say "Pass".""",
+ "send_to": "Witch",
+ "restricted_to": "Moderator,Witch",
+ }, # 要先判断女巫是否有解药，再去询问女巫是否使用解药救人
+ 9: {
+ "content": """Witch, you also have a bottle of poison, would you like to use it to kill one of the living players?
+ Choose one from the following living options: {living_players}.
+ If so, say ONLY "Poison PlayerX", replace PlayerX with the actual player name, else, say "Pass".""",
+ "send_to": "Witch",
+ "restricted_to": "Moderator,Witch",
+ }, #
+ 10: {"content": "Witch, close your eyes", "send_to": "Moderator", "restricted_to": ""},
+ 11: {"content": "Seer, please open your eyes!", "send_to": "Moderator", "restricted_to": ""},
+ 12: {
+ "content": """Seer, you can check one player's identity. Who are you going to verify its identity tonight?
+ Choose only one from the following living options:{living_players}.""",
+ "send_to": "Seer",
+ "restricted_to": "Moderator,Seer",
+ },
+ 13: {"content": "Seer, close your eyes", "send_to": "Moderator", "restricted_to": ""},
+ # The 1-st daytime
+ 14: {
+ "content": """It's daytime. Everyone woke up except those who had been killed.""",
+ "send_to": "Moderator",
+ "restricted_to": "",
+ },
+ 15: {"content": "{player_current_dead} was killed last night!", "send_to": "Moderator", "restricted_to": ""},
+ 16: {
+ "content": """Living players: {living_players}, now freely talk about the current situation based on your observation and
+ reflection with a few sentences. Decide whether to reveal your identity based on your reflection.""",
+ "send_to": "", # send to all to speak in daytime
+ "restricted_to": "",
+ },
+ 17: {
+ "content": """Now vote and tell me who you think is the werewolf. Don’t mention your role.
+ You only choose one from the following living options please:
+ {living_players}. Say ONLY: I vote to eliminate ...""",
+ "send_to": "",
+ "restricted_to": "",
+ },
+ 18: {"content": """{player_current_dead} was eliminated.""", "send_to": "Moderator", "restricted_to": ""},
+}
+
+
+class WerewolfExtEnv(ExtEnv):
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ players_state: dict[str, tuple[str, RoleState]] = Field(
+ default=dict(), description="the player's role type and state by player_name"
+ )
+
+ round_idx: int = Field(default=0) # the current round
+ step_idx: int = Field(default=0) # the current step of current round
+ eval_step_idx: int = Field(default=0)
+ per_round_steps: int = Field(default=len(STEP_INSTRUCTIONS))
+
+ # game global states
+ game_setup: str = Field(default="", description="game setup including role and its num")
+ special_role_players: list[str] = Field(default=[])
+ winner: Optional[str] = Field(default=None)
+ win_reason: Optional[str] = Field(default=None)
+ witch_poison_left: int = Field(default=1)
+ witch_antidote_left: int = Field(default=1)
+
+ # game current round states, a round is from closing your eyes to the next time you close your eyes
+ round_hunts: dict[str, str] = Field(default=dict(), description="nighttime wolf hunt result")
+ round_votes: dict[str, str] = Field(
+ default=dict(), description="daytime all players vote result, key=voteer, value=voted one"
+ )
+ player_hunted: Optional[str] = Field(default=None)
+ player_protected: Optional[str] = Field(default=None)
+ is_hunted_player_saved: bool = Field(default=False)
+ player_poisoned: Optional[str] = Field(default=None)
+ player_current_dead: list[str] = Field(default=[])
+
+ @property
+ def living_players(self) -> list[str]:
+ player_names = []
+ for name, roletype_state in self.players_state.items():
+ if roletype_state[1] in [RoleState.ALIVE, RoleState.SAVED]:
+ player_names.append(name)
+ return player_names
+
+ def _role_type_players(self, role_type: str) -> list[str]:
+ """return player name of particular role type"""
+ player_names = []
+ for name, roletype_state in self.players_state.items():
+ if role_type in roletype_state[0]:
+ player_names.append(name)
+ return player_names
+
+ @property
+ def werewolf_players(self) -> list[str]:
+ player_names = self._role_type_players(role_type="Werewolf")
+ return player_names
+
+ @property
+ def villager_players(self) -> list[str]:
+ player_names = self._role_type_players(role_type="Villager")
+ return player_names
+
+ def _init_players_state(self, players: list["Role"]):
+ for play in players:
+ self.players_state[play.name] = (play.profile, RoleState.ALIVE)
+
+ self.special_role_players = [
+ p for p in self.living_players if p not in self.werewolf_players + self.villager_players
+ ]
+
+ def init_game_setup(
+ self,
+ role_uniq_objs: list[object],
+ num_villager: int = 2,
+ num_werewolf: int = 2,
+ shuffle=True,
+ add_human=False,
+ use_reflection=True,
+ use_experience=False,
+ use_memory_selection=False,
+ new_experience_version="",
+ prepare_human_player=Callable,
+ ) -> tuple[str, list]:
+ """init players using different roles' num"""
+ role_objs = []
+ for role_obj in role_uniq_objs:
+ if str(role_obj) == "Villager":
+ role_objs.extend([role_obj] * num_villager)
+ elif str(role_obj) == "Werewolf":
+ role_objs.extend([role_obj] * num_werewolf)
+ else:
+ role_objs.append(role_obj)
+ if shuffle:
+ random.shuffle(len(role_objs))
+ if add_human:
+ assigned_role_idx = random.randint(0, len(role_objs) - 1)
+ assigned_role = role_objs[assigned_role_idx]
+ role_objs[assigned_role_idx] = prepare_human_player(assigned_role) # TODO
+
+ players = [
+ role(
+ name=f"Player{i + 1}",
+ use_reflection=use_reflection,
+ use_experience=use_experience,
+ use_memory_selection=use_memory_selection,
+ new_experience_version=new_experience_version,
+ )
+ for i, role in enumerate(role_objs)
+ ]
+
+ if add_human:
+ logger.info(f"You are assigned {players[assigned_role_idx].name}({players[assigned_role_idx].profile})")
+
+ game_setup = ["Game setup:"] + [f"{player.name}: {player.profile}," for player in players]
+ self.game_setup = "\n".join(game_setup)
+
+ self._init_players_state(players) # init players state
+
+ return self.game_setup, players
+
+ def _update_players_state(self, player_names: list[str], state: RoleState = RoleState.KILLED):
+ for player_name in player_names:
+ if player_name in self.players_state:
+ roletype_state = self.players_state[player_name]
+ self.players_state[player_name] = (roletype_state[0], state)
+
+ def _check_valid_role(self, player: "Role", role_type: str) -> bool:
+ return True if role_type in str(player) else False
+
+ def _check_player_continue(self, player_name: str, particular_step: int = -1) -> bool:
+ step_idx = self.step_idx % self.per_round_steps
+ if particular_step > 0 and step_idx != particular_step: # step no
+ # particular_step = 18, not daytime vote time, ignore
+ # particular_step = 15, not nighttime hunt time, ignore
+ return False
+ if player_name not in self.living_players:
+ return False
+ return True
+
+ @mark_as_readable
+ def curr_step_instruction(self) -> dict:
+ step_idx = self.step_idx % len(STEP_INSTRUCTIONS)
+ instruction = STEP_INSTRUCTIONS[step_idx]
+ self.step_idx += 1
+ return instruction
+
+ @mark_as_readable
+ def get_players_state(self, player_names: list[str]) -> dict[str, RoleState]:
+ players_state = {
+ player_name: self.players_state[player_name][1] # only return role state
+ for player_name in player_names
+ if player_name in self.players_state
+ }
+ return players_state
+
+ @mark_as_writeable
+ def vote_kill_someone(self, voteer: "Role", player_name: str = None):
+ """player vote result at daytime
+ player_name: if it's None, regard as abstaining from voting
+ """
+ if not self._check_player_continue(voteer.name, particular_step=18): # 18=step no
+ return
+
+ self.round_votes[voteer.name] = player_name
+ # check if all living players finish voting, then get the dead one
+ if list(self.round_votes.keys()) == self.living_players:
+ voted_all = list(self.round_votes.values()) # TODO in case of tie vote, check who was voted first
+ voted_all = [item for item in voted_all if item]
+ self.player_current_dead = Counter(voted_all).most_common()[0][0]
+ self._update_players_state([self.player_current_dead])
+
+ @mark_as_writeable
+ def wolf_kill_someone(self, wolf: "Role", player_name: str):
+ if not self._check_valid_role(wolf, "Werewolf"):
+ return
+ if not self._check_player_continue(wolf.name, particular_step=5): # 5=step no
+ return
+
+ self.round_hunts[wolf.name] = player_name
+ living_werewolf = [p for p in self.werewolf_players if p in self.living_players]
+ # check if all living wolfs finish hunting, then get the hunted one
+ if list(self.round_hunts.keys()) == living_werewolf:
+ hunted_all = list(self.round_hunts.values())
+ self.player_hunted = Counter(hunted_all).most_common()[0][0]
+
+ @mark_as_writeable
+ def witch_poison_someone(self, witch: "Role", player_name: str = None):
+ if not self._check_valid_role(witch, "Witch"):
+ return
+ if not self._check_player_continue(player_name):
+ return
+
+ self._update_players_state([player_name], RoleState.POISONED)
+ self.player_poisoned = player_name
+
+ @mark_as_writeable
+ def witch_save_someone(self, witch: "Role", player_name: str = None):
+ if not self._check_valid_role(witch, "Witch"):
+ return
+ if not self._check_player_continue(player_name):
+ return
+
+ self._update_players_state([player_name], RoleState.SAVED)
+ self.player_protected = player_name
+
+ @mark_as_writeable
+ def update_game_states(self, memories: list):
+ step_idx = self.step_idx % self.per_round_steps
+ if step_idx not in [15, 18] or self.step_idx in self.eval_step_idx:
+ return
+ else:
+ self.eval_step_idx.append(self.step_idx) # record evaluation, avoid repetitive evaluation at the same step
+
+ if step_idx == 15: # step no
+ # night ends: after all special roles acted, process the whole night
+ self.player_current_dead = [] # reset
+
+ if self.player_hunted != self.player_protected and not self.is_hunted_player_saved:
+ self.player_current_dead.append(self.player_hunted)
+ if self.player_poisoned:
+ self.player_current_dead.append(self.player_poisoned)
+
+ self._update_players_state([self.player_current_dead])
+ # reset
+ self.player_hunted = None
+ self.player_protected = None
+ self.is_hunted_player_saved = False
+ self.player_poisoned = None
+
+ # game's termination condition
+ living_werewolf = [p for p in self.werewolf_players if p in self.living_players]
+ living_villagers = [p for p in self.villager_players if p in self.living_players]
+ living_special_roles = [p for p in self.special_role_players if p in self.living_players]
+ if not living_werewolf:
+ self.winner = "good guys"
+ self.win_reason = "werewolves all dead"
+ elif not living_villagers or not living_special_roles:
+ self.winner = "werewolf"
+ self.win_reason = "villagers all dead" if not living_villagers else "special roles all dead"
+ if self.winner is not None:
+ self._record_all_experiences() # TODO
diff --git a/metagpt/learn/google_search.py b/metagpt/learn/google_search.py
index 3f356f7dd..399c14de4 100644
--- a/metagpt/learn/google_search.py
+++ b/metagpt/learn/google_search.py
@@ -8,5 +8,5 @@ async def google_search(query: str, max_results: int = 6, **kwargs):
:param max_results: The number of search results to retrieve
:return: The web search results in markdown format.
"""
- results = await SearchEngine().run(query, max_results=max_results, as_string=False)
+ results = await SearchEngine(**kwargs).run(query, max_results=max_results, as_string=False)
return "\n".join(f"{i}. [{j['title']}]({j['link']}): {j['snippet']}" for i, j in enumerate(results, 1))
diff --git a/metagpt/learn/skill_loader.py b/metagpt/learn/skill_loader.py
index 7383af66d..bcf28bb87 100644
--- a/metagpt/learn/skill_loader.py
+++ b/metagpt/learn/skill_loader.py
@@ -13,7 +13,7 @@ import aiofiles
import yaml
from pydantic import BaseModel, Field
-from metagpt.config import CONFIG
+from metagpt.context import Context
class Example(BaseModel):
@@ -73,14 +73,15 @@ class SkillsDeclaration(BaseModel):
skill_data = yaml.safe_load(data)
return SkillsDeclaration(**skill_data)
- def get_skill_list(self, entity_name: str = "Assistant") -> Dict:
+ def get_skill_list(self, entity_name: str = "Assistant", context: Context = None) -> Dict:
"""Return the skill name based on the skill description."""
entity = self.entities.get(entity_name)
if not entity:
return {}
# List of skills that the agent chooses to activate.
- agent_skills = CONFIG.agent_skills
+ ctx = context or Context()
+ agent_skills = ctx.kwargs.agent_skills
if not agent_skills:
return {}
diff --git a/metagpt/learn/text_to_embedding.py b/metagpt/learn/text_to_embedding.py
index 26dab0419..f859ab638 100644
--- a/metagpt/learn/text_to_embedding.py
+++ b/metagpt/learn/text_to_embedding.py
@@ -6,19 +6,19 @@
@File : text_to_embedding.py
@Desc : Text-to-Embedding skill, which provides text-to-embedding functionality.
"""
-
-from metagpt.config import CONFIG
+import metagpt.config2
+from metagpt.config2 import Config
from metagpt.tools.openai_text_to_embedding import oas3_openai_text_to_embedding
-async def text_to_embedding(text, model="text-embedding-ada-002", openai_api_key="", **kwargs):
+async def text_to_embedding(text, model="text-embedding-ada-002", config: Config = metagpt.config2.config):
"""Text to embedding
:param text: The text used for embedding.
:param model: One of ['text-embedding-ada-002'], ID of the model to use. For more details, checkout: `https://api.openai.com/v1/models`.
- :param openai_api_key: OpenAI API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
+ :param config: OpenAI config with API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
:return: A json object of :class:`ResultEmbedding` class if successful, otherwise `{}`.
"""
- if CONFIG.OPENAI_API_KEY or openai_api_key:
- return await oas3_openai_text_to_embedding(text, model=model, openai_api_key=openai_api_key)
- raise EnvironmentError
+ openai_api_key = config.get_openai_llm().api_key
+ proxy = config.get_openai_llm().proxy
+ return await oas3_openai_text_to_embedding(text, model=model, openai_api_key=openai_api_key, proxy=proxy)
diff --git a/metagpt/learn/text_to_image.py b/metagpt/learn/text_to_image.py
index c3c62fb67..163859fc0 100644
--- a/metagpt/learn/text_to_image.py
+++ b/metagpt/learn/text_to_image.py
@@ -8,33 +8,37 @@
"""
import base64
-from metagpt.config import CONFIG
+import metagpt.config2
+from metagpt.config2 import Config
from metagpt.const import BASE64_FORMAT
+from metagpt.llm import LLM
from metagpt.tools.metagpt_text_to_image import oas3_metagpt_text_to_image
from metagpt.tools.openai_text_to_image import oas3_openai_text_to_image
from metagpt.utils.s3 import S3
-async def text_to_image(text, size_type: str = "512x512", openai_api_key="", model_url="", **kwargs):
+async def text_to_image(text, size_type: str = "512x512", config: Config = metagpt.config2.config):
"""Text to image
:param text: The text used for image conversion.
- :param openai_api_key: OpenAI API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
:param size_type: If using OPENAI, the available size options are ['256x256', '512x512', '1024x1024'], while for MetaGPT, the options are ['512x512', '512x768'].
- :param model_url: MetaGPT model url
+ :param config: Config
:return: The image data is returned in Base64 encoding.
"""
image_declaration = "data:image/png;base64,"
- if CONFIG.METAGPT_TEXT_TO_IMAGE_MODEL_URL or model_url:
+
+ model_url = config.metagpt_tti_url
+ if model_url:
binary_data = await oas3_metagpt_text_to_image(text, size_type, model_url)
- elif CONFIG.OPENAI_API_KEY or openai_api_key:
- binary_data = await oas3_openai_text_to_image(text, size_type)
+ elif config.get_openai_llm():
+ llm = LLM(llm_config=config.get_openai_llm())
+ binary_data = await oas3_openai_text_to_image(text, size_type, llm=llm)
else:
raise ValueError("Missing necessary parameters.")
base64_data = base64.b64encode(binary_data).decode("utf-8")
- s3 = S3()
- url = await s3.cache(data=base64_data, file_ext=".png", format=BASE64_FORMAT) if s3.is_valid else ""
+ s3 = S3(config.s3)
+ url = await s3.cache(data=base64_data, file_ext=".png", format=BASE64_FORMAT)
if url:
return f""
return image_declaration + base64_data if base64_data else ""
diff --git a/metagpt/learn/text_to_speech.py b/metagpt/learn/text_to_speech.py
index ecd00c724..8dbd6d243 100644
--- a/metagpt/learn/text_to_speech.py
+++ b/metagpt/learn/text_to_speech.py
@@ -6,8 +6,8 @@
@File : text_to_speech.py
@Desc : Text-to-Speech skill, which provides text-to-speech functionality
"""
-
-from metagpt.config import CONFIG
+import metagpt.config2
+from metagpt.config2 import Config
from metagpt.const import BASE64_FORMAT
from metagpt.tools.azure_tts import oas3_azsure_tts
from metagpt.tools.iflytek_tts import oas3_iflytek_tts
@@ -20,12 +20,7 @@ async def text_to_speech(
voice="zh-CN-XiaomoNeural",
style="affectionate",
role="Girl",
- subscription_key="",
- region="",
- iflytek_app_id="",
- iflytek_api_key="",
- iflytek_api_secret="",
- **kwargs,
+ config: Config = metagpt.config2.config,
):
"""Text to speech
For more details, check out:`https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-support?tabs=tts`
@@ -44,27 +39,31 @@ async def text_to_speech(
"""
- if (CONFIG.AZURE_TTS_SUBSCRIPTION_KEY and CONFIG.AZURE_TTS_REGION) or (subscription_key and region):
+ subscription_key = config.azure_tts_subscription_key
+ region = config.azure_tts_region
+ if subscription_key and region:
audio_declaration = "data:audio/wav;base64,"
base64_data = await oas3_azsure_tts(text, lang, voice, style, role, subscription_key, region)
- s3 = S3()
- url = await s3.cache(data=base64_data, file_ext=".wav", format=BASE64_FORMAT) if s3.is_valid else ""
+ s3 = S3(config.s3)
+ url = await s3.cache(data=base64_data, file_ext=".wav", format=BASE64_FORMAT)
if url:
return f"[{text}]({url})"
return audio_declaration + base64_data if base64_data else base64_data
- if (CONFIG.IFLYTEK_APP_ID and CONFIG.IFLYTEK_API_KEY and CONFIG.IFLYTEK_API_SECRET) or (
- iflytek_app_id and iflytek_api_key and iflytek_api_secret
- ):
+
+ iflytek_app_id = config.iflytek_app_id
+ iflytek_api_key = config.iflytek_api_key
+ iflytek_api_secret = config.iflytek_api_secret
+ if iflytek_app_id and iflytek_api_key and iflytek_api_secret:
audio_declaration = "data:audio/mp3;base64,"
base64_data = await oas3_iflytek_tts(
text=text, app_id=iflytek_app_id, api_key=iflytek_api_key, api_secret=iflytek_api_secret
)
- s3 = S3()
- url = await s3.cache(data=base64_data, file_ext=".mp3", format=BASE64_FORMAT) if s3.is_valid else ""
+ s3 = S3(config.s3)
+ url = await s3.cache(data=base64_data, file_ext=".mp3", format=BASE64_FORMAT)
if url:
return f"[{text}]({url})"
return audio_declaration + base64_data if base64_data else base64_data
raise ValueError(
- "AZURE_TTS_SUBSCRIPTION_KEY, AZURE_TTS_REGION, IFLYTEK_APP_ID, IFLYTEK_API_KEY, IFLYTEK_API_SECRET error"
+ "azure_tts_subscription_key, azure_tts_region, iflytek_app_id, iflytek_api_key, iflytek_api_secret error"
)
diff --git a/metagpt/llm.py b/metagpt/llm.py
index 76dd5a0f8..465e419a1 100644
--- a/metagpt/llm.py
+++ b/metagpt/llm.py
@@ -5,20 +5,16 @@
@Author : alexanderwu
@File : llm.py
"""
-
from typing import Optional
-from metagpt.config import CONFIG, LLMProviderEnum
+from metagpt.configs.llm_config import LLMConfig
+from metagpt.context import Context
from metagpt.provider.base_llm import BaseLLM
-from metagpt.provider.human_provider import HumanProvider
-from metagpt.provider.llm_provider_registry import LLM_REGISTRY
-
-_ = HumanProvider() # Avoid pre-commit error
-def LLM(provider: Optional[LLMProviderEnum] = None) -> BaseLLM:
- """get the default llm provider"""
- if provider is None:
- provider = CONFIG.get_default_llm_provider_enum()
-
- return LLM_REGISTRY.get_provider(provider)
+def LLM(llm_config: Optional[LLMConfig] = None, context: Context = None) -> BaseLLM:
+ """get the default llm provider if name is None"""
+ ctx = context or Context()
+ if llm_config is not None:
+ return ctx.llm_with_cost_manager_from_llm_config(llm_config)
+ return ctx.llm()
diff --git a/metagpt/logs.py b/metagpt/logs.py
index fb0fdd553..90bac21aa 100644
--- a/metagpt/logs.py
+++ b/metagpt/logs.py
@@ -15,14 +15,15 @@ from loguru import logger as _logger
from metagpt.const import METAGPT_ROOT
-def define_log_level(print_level="INFO", logfile_level="DEBUG"):
+def define_log_level(print_level="INFO", logfile_level="DEBUG", name: str = None):
"""Adjust the log level to above level"""
current_date = datetime.now()
formatted_date = current_date.strftime("%Y%m%d")
+ log_name = f"{name}_{formatted_date}" if name else formatted_date # name a log with prefix name
_logger.remove()
_logger.add(sys.stderr, level=print_level)
- _logger.add(METAGPT_ROOT / f"logs/{formatted_date}.txt", level=logfile_level)
+ _logger.add(METAGPT_ROOT / f"logs/{log_name}.txt", level=logfile_level)
return _logger
diff --git a/metagpt/memory/brain_memory.py b/metagpt/memory/brain_memory.py
index ff29eaddb..c58148ead 100644
--- a/metagpt/memory/brain_memory.py
+++ b/metagpt/memory/brain_memory.py
@@ -14,8 +14,8 @@ from typing import Dict, List, Optional
from pydantic import BaseModel, Field
-from metagpt.config import CONFIG
-from metagpt.const import DEFAULT_LANGUAGE, DEFAULT_MAX_TOKENS, DEFAULT_TOKEN_SIZE
+from metagpt.config2 import config
+from metagpt.const import DEFAULT_MAX_TOKENS, DEFAULT_TOKEN_SIZE
from metagpt.logs import logger
from metagpt.provider import MetaGPTLLM
from metagpt.provider.base_llm import BaseLLM
@@ -29,9 +29,9 @@ class BrainMemory(BaseModel):
historical_summary: str = ""
last_history_id: str = ""
is_dirty: bool = False
- last_talk: str = None
+ last_talk: Optional[str] = None
cacheable: bool = True
- llm: Optional[BaseLLM] = None
+ llm: Optional[BaseLLM] = Field(default=None, exclude=True)
class Config:
arbitrary_types_allowed = True
@@ -56,8 +56,8 @@ class BrainMemory(BaseModel):
@staticmethod
async def loads(redis_key: str) -> "BrainMemory":
- redis = Redis()
- if not redis.is_valid or not redis_key:
+ redis = Redis(config.redis)
+ if not redis_key:
return BrainMemory()
v = await redis.get(key=redis_key)
logger.debug(f"REDIS GET {redis_key} {v}")
@@ -70,8 +70,8 @@ class BrainMemory(BaseModel):
async def dumps(self, redis_key: str, timeout_sec: int = 30 * 60):
if not self.is_dirty:
return
- redis = Redis()
- if not redis.is_valid or not redis_key:
+ redis = Redis(config.redis)
+ if not redis_key:
return False
v = self.model_dump_json()
if self.cacheable:
@@ -83,7 +83,7 @@ class BrainMemory(BaseModel):
def to_redis_key(prefix: str, user_id: str, chat_id: str):
return f"{prefix}:{user_id}:{chat_id}"
- async def set_history_summary(self, history_summary, redis_key, redis_conf):
+ async def set_history_summary(self, history_summary, redis_key):
if self.historical_summary == history_summary:
if self.is_dirty:
await self.dumps(redis_key=redis_key)
@@ -140,7 +140,7 @@ class BrainMemory(BaseModel):
return text
summary = await self._summarize(text=text, max_words=max_words, keep_language=keep_language, limit=limit)
if summary:
- await self.set_history_summary(history_summary=summary, redis_key=CONFIG.REDIS_KEY, redis_conf=CONFIG.REDIS)
+ await self.set_history_summary(history_summary=summary, redis_key=config.redis_key)
return summary
raise ValueError(f"text too long:{text_length}")
@@ -164,7 +164,7 @@ class BrainMemory(BaseModel):
msgs.reverse()
self.history = msgs
self.is_dirty = True
- await self.dumps(redis_key=CONFIG.REDIS_KEY)
+ await self.dumps(redis_key=config.redis.key)
self.is_dirty = False
return BrainMemory.to_metagpt_history_format(self.history)
@@ -181,12 +181,12 @@ class BrainMemory(BaseModel):
summary = await self.summarize(llm=llm, max_words=500)
- language = CONFIG.language or DEFAULT_LANGUAGE
+ language = config.language
command = f"Translate the above summary into a {language} title of less than {max_words} words."
summaries = [summary, command]
msg = "\n".join(summaries)
logger.debug(f"title ask:{msg}")
- response = await llm.aask(msg=msg, system_msgs=[])
+ response = await llm.aask(msg=msg, system_msgs=[], stream=False)
logger.debug(f"title rsp: {response}")
return response
@@ -201,11 +201,15 @@ class BrainMemory(BaseModel):
@staticmethod
async def _openai_is_related(text1, text2, llm, **kwargs):
- command = (
- f"{text2}\n\nIs there any sentence above related to the following sentence: {text1}.\nIf is there "
- "any relevance, return [TRUE] brief and clear. Otherwise, return [FALSE] brief and clear."
+ context = f"## Paragraph 1\n{text2}\n---\n## Paragraph 2\n{text1}\n"
+ rsp = await llm.aask(
+ msg=context,
+ system_msgs=[
+ "You are a tool capable of determining whether two paragraphs are semantically related."
+ 'Return "TRUE" if "Paragraph 1" is semantically relevant to "Paragraph 2", otherwise return "FALSE".'
+ ],
+ stream=False,
)
- rsp = await llm.aask(msg=command, system_msgs=[])
result = True if "TRUE" in rsp else False
p2 = text2.replace("\n", "")
p1 = text1.replace("\n", "")
@@ -223,12 +227,17 @@ class BrainMemory(BaseModel):
@staticmethod
async def _openai_rewrite(sentence: str, context: str, llm):
- command = (
- f"{context}\n\nExtract relevant information from every preceding sentence and use it to succinctly "
- f"supplement or rewrite the following text in brief and clear:\n{sentence}"
+ prompt = f"## Context\n{context}\n---\n## Sentence\n{sentence}\n"
+ rsp = await llm.aask(
+ msg=prompt,
+ system_msgs=[
+ 'You are a tool augmenting the "Sentence" with information from the "Context".',
+ "Do not supplement the context with information that is not present, especially regarding the subject and object.",
+ "Return the augmented sentence.",
+ ],
+ stream=False,
)
- rsp = await llm.aask(msg=command, system_msgs=[])
- logger.info(f"REWRITE:\nCommand: {command}\nRESULT: {rsp}\n")
+ logger.info(f"REWRITE:\nCommand: {prompt}\nRESULT: {rsp}\n")
return rsp
@staticmethod
@@ -293,14 +302,14 @@ class BrainMemory(BaseModel):
"""Generate text summary"""
if len(text) < max_words:
return text
+ system_msgs = [
+ "You are a tool for summarizing and abstracting text.",
+ f"Return the summarized text to less than {max_words} words.",
+ ]
if keep_language:
- command = f".Translate the above content into a summary of less than {max_words} words in language of the content strictly."
- else:
- command = f"Translate the above content into a summary of less than {max_words} words."
- msg = text + "\n\n" + command
- logger.debug(f"summary ask:{msg}")
- response = await self.llm.aask(msg=msg, system_msgs=[])
- logger.debug(f"summary rsp: {response}")
+ system_msgs.append("The generated summary should be in the same language as the original text.")
+ response = await self.llm.aask(msg=text, system_msgs=system_msgs, stream=False)
+ logger.debug(f"{text}\nsummary rsp: {response}")
return response
@staticmethod
diff --git a/metagpt/memory/longterm_memory.py b/metagpt/memory/longterm_memory.py
index b54653970..e960ad6ec 100644
--- a/metagpt/memory/longterm_memory.py
+++ b/metagpt/memory/longterm_memory.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
"""
@Desc : the implement of Long-term memory
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
"""
from typing import Optional
@@ -30,16 +29,14 @@ class LongTermMemory(Memory):
msg_from_recover: bool = False
def recover_memory(self, role_id: str, rc: RoleContext):
- messages = self.memory_storage.recover_memory(role_id)
+ self.memory_storage.recover_memory(role_id)
self.rc = rc
if not self.memory_storage.is_initialized:
- logger.warning(f"It may the first time to run Agent {role_id}, the long-term memory is empty")
+ logger.warning(f"It may the first time to run Role {role_id}, the long-term memory is empty")
else:
- logger.warning(
- f"Agent {role_id} has existing memory storage with {len(messages)} messages " f"and has recovered them."
- )
+ logger.warning(f"Role {role_id} has existing memory storage and has recovered them.")
self.msg_from_recover = True
- self.add_batch(messages)
+ # self.add_batch(messages) # TODO no need
self.msg_from_recover = False
def add(self, message: Message):
@@ -50,7 +47,7 @@ class LongTermMemory(Memory):
# and ignore adding messages from recover repeatedly
self.memory_storage.add(message)
- def find_news(self, observed: list[Message], k=0) -> list[Message]:
+ async def find_news(self, observed: list[Message], k=0) -> list[Message]:
"""
find news (previously unseen messages) from the the most recent k memories, from all memories when k=0
1. find the short-term memory(stm) news
@@ -64,11 +61,14 @@ class LongTermMemory(Memory):
ltm_news: list[Message] = []
for mem in stm_news:
# filter out messages similar to those seen previously in ltm, only keep fresh news
- mem_searched = self.memory_storage.search_dissimilar(mem)
- if len(mem_searched) > 0:
+ mem_searched = await self.memory_storage.search_similar(mem)
+ if len(mem_searched) == 0:
ltm_news.append(mem)
return ltm_news[-k:]
+ def persist(self):
+ self.memory_storage.persist()
+
def delete(self, message: Message):
super().delete(message)
# TODO delete message in memory_storage
diff --git a/metagpt/memory/memory.py b/metagpt/memory/memory.py
index 593409648..580361d33 100644
--- a/metagpt/memory/memory.py
+++ b/metagpt/memory/memory.py
@@ -7,19 +7,13 @@
@Modified By: mashenquan, 2023-11-1. According to RFC 116: Updated the type of index key.
"""
from collections import defaultdict
-from pathlib import Path
from typing import DefaultDict, Iterable, Set
from pydantic import BaseModel, Field, SerializeAsAny
from metagpt.const import IGNORED_MESSAGE_ID
from metagpt.schema import Message
-from metagpt.utils.common import (
- any_to_str,
- any_to_str_set,
- read_json_file,
- write_json_file,
-)
+from metagpt.utils.common import any_to_str, any_to_str_set
class Memory(BaseModel):
@@ -29,22 +23,6 @@ class Memory(BaseModel):
index: DefaultDict[str, list[SerializeAsAny[Message]]] = Field(default_factory=lambda: defaultdict(list))
ignore_id: bool = False
- def serialize(self, stg_path: Path):
- """stg_path = ./storage/team/environment/ or ./storage/team/environment/roles/{role_class}_{role_name}/"""
- memory_path = stg_path.joinpath("memory.json")
- storage = self.model_dump()
- write_json_file(memory_path, storage)
-
- @classmethod
- def deserialize(cls, stg_path: Path) -> "Memory":
- """stg_path = ./storage/team/environment/ or ./storage/team/environment/roles/{role_class}_{role_name}/"""
- memory_path = stg_path.joinpath("memory.json")
-
- memory_dict = read_json_file(memory_path)
- memory = Memory(**memory_dict)
-
- return memory
-
def add(self, message: Message):
"""Add a new message to storage, while updating the index"""
if self.ignore_id:
diff --git a/metagpt/memory/memory_storage.py b/metagpt/memory/memory_storage.py
index 1850e0ea0..88ab49028 100644
--- a/metagpt/memory/memory_storage.py
+++ b/metagpt/memory/memory_storage.py
@@ -2,117 +2,76 @@
# -*- coding: utf-8 -*-
"""
@Desc : the implement of memory storage
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
"""
-
+import shutil
from pathlib import Path
-from typing import Optional
-from langchain.embeddings import OpenAIEmbeddings
-from langchain.vectorstores.faiss import FAISS
-from langchain_core.embeddings import Embeddings
+from llama_index.core.embeddings import BaseEmbedding
from metagpt.const import DATA_PATH, MEM_TTL
-from metagpt.document_store.faiss_store import FaissStore
from metagpt.logs import logger
+from metagpt.rag.engines.simple import SimpleEngine
+from metagpt.rag.schema import FAISSIndexConfig, FAISSRetrieverConfig
from metagpt.schema import Message
-from metagpt.utils.serialize import deserialize_message, serialize_message
+from metagpt.utils.embedding import get_embedding
-class MemoryStorage(FaissStore):
+class MemoryStorage(object):
"""
The memory storage with Faiss as ANN search engine
"""
- def __init__(self, mem_ttl: int = MEM_TTL, embedding: Embeddings = None):
+ def __init__(self, mem_ttl: int = MEM_TTL, embedding: BaseEmbedding = None):
self.role_id: str = None
self.role_mem_path: str = None
self.mem_ttl: int = mem_ttl # later use
self.threshold: float = 0.1 # experience value. TODO The threshold to filter similar memories
self._initialized: bool = False
+ self.embedding = embedding or get_embedding()
- self.embedding = embedding or OpenAIEmbeddings()
- self.store: FAISS = None # Faiss engine
+ self.faiss_engine = None
@property
def is_initialized(self) -> bool:
return self._initialized
- def _load(self) -> Optional["FaissStore"]:
- index_file, store_file = self._get_index_and_store_fname(index_ext=".faiss") # langchain FAISS using .faiss
-
- if not (index_file.exists() and store_file.exists()):
- logger.info("Missing at least one of index_file/store_file, load failed and return None")
- return None
-
- return FAISS.load_local(self.role_mem_path, self.embedding, self.role_id)
-
def recover_memory(self, role_id: str) -> list[Message]:
self.role_id = role_id
self.role_mem_path = Path(DATA_PATH / f"role_mem/{self.role_id}/")
self.role_mem_path.mkdir(parents=True, exist_ok=True)
+ self.cache_dir = self.role_mem_path
- self.store = self._load()
- messages = []
- if not self.store:
- # TODO init `self.store` under here with raw faiss api instead under `add`
- pass
+ if self.role_mem_path.joinpath("default__vector_store.json").exists():
+ self.faiss_engine = SimpleEngine.from_index(
+ index_config=FAISSIndexConfig(persist_path=self.cache_dir),
+ retriever_configs=[FAISSRetrieverConfig()],
+ embed_model=self.embedding,
+ )
else:
- for _id, document in self.store.docstore._dict.items():
- messages.append(deserialize_message(document.metadata.get("message_ser")))
- self._initialized = True
-
- return messages
-
- def _get_index_and_store_fname(self, index_ext=".index", pkl_ext=".pkl"):
- if not self.role_mem_path:
- logger.error(f"You should call {self.__class__.__name__}.recover_memory fist when using LongTermMemory")
- return None, None
- index_fpath = Path(self.role_mem_path / f"{self.role_id}{index_ext}")
- storage_fpath = Path(self.role_mem_path / f"{self.role_id}{pkl_ext}")
- return index_fpath, storage_fpath
-
- def persist(self):
- self.store.save_local(self.role_mem_path, self.role_id)
- logger.debug(f"Agent {self.role_id} persist memory into local")
+ self.faiss_engine = SimpleEngine.from_objs(
+ objs=[], retriever_configs=[FAISSRetrieverConfig()], embed_model=self.embedding
+ )
+ self._initialized = True
def add(self, message: Message) -> bool:
"""add message into memory storage"""
- docs = [message.content]
- metadatas = [{"message_ser": serialize_message(message)}]
- if not self.store:
- # init Faiss
- self.store = self._write(docs, metadatas)
- self._initialized = True
- else:
- self.store.add_texts(texts=docs, metadatas=metadatas)
- self.persist()
- logger.info(f"Agent {self.role_id}'s memory_storage add a message")
+ self.faiss_engine.add_objs([message])
+ logger.info(f"Role {self.role_id}'s memory_storage add a message")
- def search_dissimilar(self, message: Message, k=4) -> list[Message]:
- """search for dissimilar messages"""
- if not self.store:
- return []
-
- resp = self.store.similarity_search_with_score(query=message.content, k=k)
+ async def search_similar(self, message: Message, k=4) -> list[Message]:
+ """search for similar messages"""
# filter the result which score is smaller than the threshold
filtered_resp = []
- for item, score in resp:
- # the smaller score means more similar relation
- if score < self.threshold:
- continue
- # convert search result into Memory
- metadata = item.metadata
- new_mem = deserialize_message(metadata.get("message_ser"))
- filtered_resp.append(new_mem)
+ resp = await self.faiss_engine.aretrieve(message.content)
+ for item in resp:
+ if item.score < self.threshold:
+ filtered_resp.append(item.metadata.get("obj"))
return filtered_resp
def clean(self):
- index_fpath, storage_fpath = self._get_index_and_store_fname()
- if index_fpath and index_fpath.exists():
- index_fpath.unlink(missing_ok=True)
- if storage_fpath and storage_fpath.exists():
- storage_fpath.unlink(missing_ok=True)
-
- self.store = None
+ shutil.rmtree(self.cache_dir, ignore_errors=True)
self._initialized = False
+
+ def persist(self):
+ if self.faiss_engine:
+ self.faiss_engine.retriever._index.storage_context.persist(self.cache_dir)
diff --git a/metagpt/prompts/di/__init__.py b/metagpt/prompts/di/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/metagpt/prompts/di/write_analysis_code.py b/metagpt/prompts/di/write_analysis_code.py
new file mode 100644
index 000000000..e5663d498
--- /dev/null
+++ b/metagpt/prompts/di/write_analysis_code.py
@@ -0,0 +1,112 @@
+INTERPRETER_SYSTEM_MSG = """As a data scientist, you need to help user to achieve their goal step by step in a continuous Jupyter notebook. Since it is a notebook environment, don't use asyncio.run. Instead, use await if you need to call an async function."""
+
+STRUCTUAL_PROMPT = """
+# User Requirement
+{user_requirement}
+
+# Plan Status
+{plan_status}
+
+# Tool Info
+{tool_info}
+
+# Constraints
+- Take on Current Task if it is in Plan Status, otherwise, tackle User Requirement directly.
+- Ensure the output new code is executable in the same Jupyter notebook as the previous executed code.
+- Always prioritize using pre-defined tools for the same functionality.
+
+# Output
+While some concise thoughts are helpful, code is absolutely required. Always output one and only one code block in your response. Output code in the following format:
+```python
+your code
+```
+"""
+
+REFLECTION_SYSTEM_MSG = """You are an AI Python assistant. You will be given your previous implementation code of a task, runtime error results, and a hint to change the implementation appropriately. Write your full implementation."""
+
+DEBUG_REFLECTION_EXAMPLE = '''
+[previous impl]:
+assistant:
+```python
+def add(a: int, b: int) -> int:
+ """
+ Given integers a and b, return the total value of a and b.
+ """
+ return a - b
+```
+
+user:
+Tests failed:
+assert add(1, 2) == 3 # output: -1
+assert add(1, 2) == 4 # output: -1
+
+[reflection on previous impl]:
+The implementation failed the test cases where the input integers are 1 and 2. The issue arises because the code does not add the two integers together, but instead subtracts the second integer from the first. To fix this issue, we should change the operator from `-` to `+` in the return statement. This will ensure that the function returns the correct output for the given input.
+
+[improved impl]:
+def add(a: int, b: int) -> int:
+ """
+ Given integers a and b, return the total value of a and b.
+ """
+ return a + b
+'''
+
+REFLECTION_PROMPT = """
+[example]
+Here is an example of debugging with reflection.
+{debug_example}
+[/example]
+
+[context]
+{context}
+
+[previous impl]:
+{previous_impl}
+
+[instruction]
+Analyze your previous code and error in [context] step by step, provide me with improved method and code. Remember to follow [context] requirement. Don't forget to write code for steps behind the error step.
+Output a json following the format:
+```json
+{{
+ "reflection": str = "Reflection on previous implementation",
+ "improved_impl": str = "Refined code after reflection.",
+}}
+```
+"""
+
+CHECK_DATA_PROMPT = """
+# Background
+Check latest data info to guide subsequent tasks.
+
+## Finished Tasks
+```python
+{code_written}
+```end
+
+# Task
+Check code in finished tasks, print key variables to guide your following actions.
+Specifically, if it is a data analysis or machine learning task, print the the latest column information using the following code, with DataFrame variable from 'Finished Tasks' in place of df:
+```python
+from metagpt.tools.libs.data_preprocess import get_column_info
+
+column_info = get_column_info(df)
+print("column_info")
+print(column_info)
+```end
+Otherwise, print out any key variables you see fit. Return an empty string if you think there is no important data to check.
+
+# Constraints:
+- Your code is to be added to a new cell in jupyter.
+
+# Instruction
+Output code following the format:
+```python
+your code
+```
+"""
+
+DATA_INFO = """
+# Latest Data Info
+Latest data info after previous tasks:
+{info}
+"""
diff --git a/metagpt/prompts/task_type.py b/metagpt/prompts/task_type.py
new file mode 100644
index 000000000..5b1ffc744
--- /dev/null
+++ b/metagpt/prompts/task_type.py
@@ -0,0 +1,55 @@
+# Prompt for taking on "eda" tasks
+EDA_PROMPT = """
+The current task is about exploratory data analysis, please note the following:
+- Distinguish column types with `select_dtypes` for tailored analysis and visualization, such as correlation.
+- Remember to `import numpy as np` before using Numpy functions.
+"""
+
+# Prompt for taking on "data_preprocess" tasks
+DATA_PREPROCESS_PROMPT = """
+The current task is about data preprocessing, please note the following:
+- Monitor data types per column, applying appropriate methods.
+- Ensure operations are on existing dataset columns.
+- Avoid writing processed data to files.
+- Avoid any change to label column, such as standardization, etc.
+- Prefer alternatives to one-hot encoding for categorical data.
+- Only encode or scale necessary columns to allow for potential feature-specific engineering tasks (like time_extract, binning, extraction, etc.) later.
+- Each step do data preprocessing to train, must do same for test separately at the same time.
+- Always copy the DataFrame before processing it and use the copy to process.
+"""
+
+# Prompt for taking on "feature_engineering" tasks
+FEATURE_ENGINEERING_PROMPT = """
+The current task is about feature engineering. when performing it, please adhere to the following principles:
+- Generate as diverse features as possible to improve the model's performance step-by-step.
+- Use available feature engineering tools if they are potential impactful.
+- Avoid creating redundant or excessively numerous features in one step.
+- Exclude ID columns from feature generation and remove them.
+- Each feature engineering operation performed on the train set must also applies to the test separately at the same time.
+- Avoid using the label column to create features, except for cat encoding.
+- Use the data from previous task result if exist, do not mock or reload data yourself.
+- Always copy the DataFrame before processing it and use the copy to process.
+"""
+
+# Prompt for taking on "model_train" tasks
+MODEL_TRAIN_PROMPT = """
+The current task is about training a model, please ensure high performance:
+- Keep in mind that your user prioritizes results and is highly focused on model performance. So, when needed, feel free to use models of any complexity to improve effectiveness, such as XGBoost, CatBoost, etc.
+- If non-numeric columns exist, perform label encode together with all steps.
+- Use the data from previous task result directly, do not mock or reload data yourself.
+- Set suitable hyperparameters for the model, make metrics as high as possible.
+"""
+
+# Prompt for taking on "model_evaluate" tasks
+MODEL_EVALUATE_PROMPT = """
+The current task is about evaluating a model, please note the following:
+- Ensure that the evaluated data is same processed as the training data. If not, remember use object in 'Done Tasks' to transform the data.
+- Use trained model from previous task result directly, do not mock or reload model yourself.
+"""
+
+# Prompt for taking on "image2webpage" tasks
+IMAGE2WEBPAGE_PROMPT = """
+The current task is about converting image into webpage code. please note the following:
+- Single-Step Code Generation: Execute the entire code generation process in a single step, encompassing HTML, CSS, and JavaScript. Avoid fragmenting the code generation into multiple separate steps to maintain consistency and simplify the development workflow.
+- Save webpages: Be sure to use the save method provided.
+"""
diff --git a/metagpt/provider/__init__.py b/metagpt/provider/__init__.py
index 28157a4e2..14d5e7682 100644
--- a/metagpt/provider/__init__.py
+++ b/metagpt/provider/__init__.py
@@ -6,22 +6,28 @@
@File : __init__.py
"""
-from metagpt.provider.fireworks_api import FireworksLLM
from metagpt.provider.google_gemini_api import GeminiLLM
from metagpt.provider.ollama_api import OllamaLLM
-from metagpt.provider.open_llm_api import OpenLLM
from metagpt.provider.openai_api import OpenAILLM
from metagpt.provider.zhipuai_api import ZhiPuAILLM
from metagpt.provider.azure_openai_api import AzureOpenAILLM
from metagpt.provider.metagpt_api import MetaGPTLLM
+from metagpt.provider.human_provider import HumanProvider
+from metagpt.provider.spark_api import SparkLLM
+from metagpt.provider.qianfan_api import QianFanLLM
+from metagpt.provider.dashscope_api import DashScopeLLM
+from metagpt.provider.anthropic_api import AnthropicLLM
__all__ = [
- "FireworksLLM",
"GeminiLLM",
- "OpenLLM",
"OpenAILLM",
"ZhiPuAILLM",
"AzureOpenAILLM",
"MetaGPTLLM",
"OllamaLLM",
+ "HumanProvider",
+ "SparkLLM",
+ "QianFanLLM",
+ "DashScopeLLM",
+ "AnthropicLLM",
]
diff --git a/metagpt/provider/anthropic_api.py b/metagpt/provider/anthropic_api.py
index b9d7d9e38..872f9b2c7 100644
--- a/metagpt/provider/anthropic_api.py
+++ b/metagpt/provider/anthropic_api.py
@@ -1,34 +1,71 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-"""
-@Time : 2023/7/21 11:15
-@Author : Leo Xiao
-@File : anthropic_api.py
-"""
-import anthropic
-from anthropic import Anthropic, AsyncAnthropic
+from anthropic import AsyncAnthropic
+from anthropic.types import Message, Usage
-from metagpt.config import CONFIG
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.logs import log_llm_stream
+from metagpt.provider.base_llm import BaseLLM
+from metagpt.provider.llm_provider_registry import register_provider
-class Claude2:
- def ask(self, prompt: str) -> str:
- client = Anthropic(api_key=CONFIG.anthropic_api_key)
+@register_provider([LLMType.ANTHROPIC, LLMType.CLAUDE])
+class AnthropicLLM(BaseLLM):
+ def __init__(self, config: LLMConfig):
+ self.config = config
+ self.__init_anthropic()
- res = client.completions.create(
- model="claude-2",
- prompt=f"{anthropic.HUMAN_PROMPT} {prompt} {anthropic.AI_PROMPT}",
- max_tokens_to_sample=1000,
- )
- return res.completion
+ def __init_anthropic(self):
+ self.model = self.config.model
+ self.aclient: AsyncAnthropic = AsyncAnthropic(api_key=self.config.api_key, base_url=self.config.base_url)
- async def aask(self, prompt: str) -> str:
- aclient = AsyncAnthropic(api_key=CONFIG.anthropic_api_key)
+ def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict:
+ kwargs = {
+ "model": self.model,
+ "messages": messages,
+ "max_tokens": self.config.max_token,
+ "stream": stream,
+ }
+ if self.use_system_prompt:
+ # if the model support system prompt, extract and pass it
+ if messages[0]["role"] == "system":
+ kwargs["messages"] = messages[1:]
+ kwargs["system"] = messages[0]["content"] # set system prompt here
+ return kwargs
- res = await aclient.completions.create(
- model="claude-2",
- prompt=f"{anthropic.HUMAN_PROMPT} {prompt} {anthropic.AI_PROMPT}",
- max_tokens_to_sample=1000,
- )
- return res.completion
+ def _update_costs(self, usage: Usage, model: str = None, local_calc_usage: bool = True):
+ usage = {"prompt_tokens": usage.input_tokens, "completion_tokens": usage.output_tokens}
+ super()._update_costs(usage, model)
+
+ def get_choice_text(self, resp: Message) -> str:
+ return resp.content[0].text
+
+ async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> Message:
+ resp: Message = await self.aclient.messages.create(**self._const_kwargs(messages))
+ self._update_costs(resp.usage, self.model)
+ return resp
+
+ async def acompletion(self, messages: list[dict], timeout: int = 3) -> Message:
+ return await self._achat_completion(messages, timeout=timeout)
+
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ stream = await self.aclient.messages.create(**self._const_kwargs(messages, stream=True))
+ collected_content = []
+ usage = Usage(input_tokens=0, output_tokens=0)
+ async for event in stream:
+ event_type = event.type
+ if event_type == "message_start":
+ usage.input_tokens = event.message.usage.input_tokens
+ usage.output_tokens = event.message.usage.output_tokens
+ elif event_type == "content_block_delta":
+ content = event.delta.text
+ log_llm_stream(content)
+ collected_content.append(content)
+ elif event_type == "message_delta":
+ usage.output_tokens = event.usage.output_tokens # update final output_tokens
+
+ log_llm_stream("\n")
+ self._update_costs(usage)
+ full_content = "".join(collected_content)
+ return full_content
diff --git a/metagpt/provider/azure_openai_api.py b/metagpt/provider/azure_openai_api.py
index d15d1c82e..9aeeda00c 100644
--- a/metagpt/provider/azure_openai_api.py
+++ b/metagpt/provider/azure_openai_api.py
@@ -3,22 +3,18 @@
@Time : 2023/5/5 23:08
@Author : alexanderwu
@File : openai.py
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation;
- Change cost control from global to company level.
@Modified By: mashenquan, 2023/11/21. Fix bug: ReadTimeout.
@Modified By: mashenquan, 2023/12/1. Fix bug: Unclosed connection caused by openai 0.x.
"""
-
-
from openai import AsyncAzureOpenAI
from openai._base_client import AsyncHttpxClientWrapper
-from metagpt.config import LLMProviderEnum
+from metagpt.configs.llm_config import LLMType
from metagpt.provider.llm_provider_registry import register_provider
from metagpt.provider.openai_api import OpenAILLM
-@register_provider(LLMProviderEnum.AZURE_OPENAI)
+@register_provider(LLMType.AZURE)
class AzureOpenAILLM(OpenAILLM):
"""
Check https://platform.openai.com/examples for examples
@@ -28,13 +24,14 @@ class AzureOpenAILLM(OpenAILLM):
kwargs = self._make_client_kwargs()
# https://learn.microsoft.com/zh-cn/azure/ai-services/openai/how-to/migration?tabs=python-new%2Cdalle-fix
self.aclient = AsyncAzureOpenAI(**kwargs)
- self.model = self.config.DEPLOYMENT_NAME # Used in _calc_usage & _cons_kwargs
+ self.model = self.config.model # Used in _calc_usage & _cons_kwargs
+ self.pricing_plan = self.config.pricing_plan or self.model
def _make_client_kwargs(self) -> dict:
kwargs = dict(
- api_key=self.config.OPENAI_API_KEY,
- api_version=self.config.OPENAI_API_VERSION,
- azure_endpoint=self.config.OPENAI_BASE_URL,
+ api_key=self.config.api_key,
+ api_version=self.config.api_version,
+ azure_endpoint=self.config.base_url,
)
# to use proxy, openai v1 needs http_client
diff --git a/metagpt/provider/base_llm.py b/metagpt/provider/base_llm.py
index d23d162c8..71308930a 100644
--- a/metagpt/provider/base_llm.py
+++ b/metagpt/provider/base_llm.py
@@ -6,19 +6,66 @@
@File : base_llm.py
@Desc : mashenquan, 2023/8/22. + try catch
"""
+from __future__ import annotations
+
import json
from abc import ABC, abstractmethod
-from typing import Optional
+from typing import Optional, Union
+
+from openai import AsyncOpenAI
+from pydantic import BaseModel
+from tenacity import (
+ after_log,
+ retry,
+ retry_if_exception_type,
+ stop_after_attempt,
+ wait_random_exponential,
+)
+
+from metagpt.configs.llm_config import LLMConfig
+from metagpt.logs import logger
+from metagpt.schema import Message
+from metagpt.utils.common import log_and_reraise
+from metagpt.utils.cost_manager import CostManager, Costs
class BaseLLM(ABC):
"""LLM API abstract class, requiring all inheritors to provide a series of standard capabilities"""
+ config: LLMConfig
use_system_prompt: bool = True
system_prompt = "You are a helpful assistant."
- def _user_msg(self, msg: str) -> dict[str, str]:
- return {"role": "user", "content": msg}
+ # OpenAI / Azure / Others
+ aclient: Optional[Union[AsyncOpenAI]] = None
+ cost_manager: Optional[CostManager] = None
+ model: Optional[str] = None # deprecated
+ pricing_plan: Optional[str] = None
+
+ @abstractmethod
+ def __init__(self, config: LLMConfig):
+ pass
+
+ def _user_msg(self, msg: str, images: Optional[Union[str, list[str]]] = None) -> dict[str, Union[str, dict]]:
+ if images:
+ # as gpt-4v, chat with image
+ return self._user_msg_with_imgs(msg, images)
+ else:
+ return {"role": "user", "content": msg}
+
+ def _user_msg_with_imgs(self, msg: str, images: Optional[Union[str, list[str]]]):
+ """
+ images: can be list of http(s) url or base64
+ """
+ if isinstance(images, str):
+ images = [images]
+ content = [{"type": "text", "text": msg}]
+ for image in images:
+ # image url or image base64
+ url = image if image.startswith("http") else f"data:image/jpeg;base64,{image}"
+ # it can with multiple-image inputs
+ content.append({"type": "image_url", "image_url": url})
+ return {"role": "user", "content": content}
def _assistant_msg(self, msg: str) -> dict[str, str]:
return {"role": "assistant", "content": msg}
@@ -32,11 +79,35 @@ class BaseLLM(ABC):
def _default_system_msg(self):
return self._system_msg(self.system_prompt)
+ def _update_costs(self, usage: Union[dict, BaseModel], model: str = None, local_calc_usage: bool = True):
+ """update each request's token cost
+ Args:
+ model (str): model name or in some scenarios called endpoint
+ local_calc_usage (bool): some models don't calculate usage, it will overwrite LLMConfig.calc_usage
+ """
+ calc_usage = self.config.calc_usage and local_calc_usage
+ model = model or self.pricing_plan
+ model = model or self.model
+ usage = usage.model_dump() if isinstance(usage, BaseModel) else usage
+ if calc_usage and self.cost_manager:
+ try:
+ prompt_tokens = int(usage.get("prompt_tokens", 0))
+ completion_tokens = int(usage.get("completion_tokens", 0))
+ self.cost_manager.update_cost(prompt_tokens, completion_tokens, model)
+ except Exception as e:
+ logger.error(f"{self.__class__.__name__} updates costs failed! exp: {e}")
+
+ def get_costs(self) -> Costs:
+ if not self.cost_manager:
+ return Costs(0, 0, 0, 0)
+ return self.cost_manager.get_costs()
+
async def aask(
self,
- msg: str,
+ msg: Union[str, list[dict[str, str]]],
system_msgs: Optional[list[str]] = None,
format_msgs: Optional[list[dict[str, str]]] = None,
+ images: Optional[Union[str, list[str]]] = None,
timeout=3,
stream=True,
) -> str:
@@ -48,7 +119,11 @@ class BaseLLM(ABC):
message = []
if format_msgs:
message.extend(format_msgs)
- message.append(self._user_msg(msg))
+ if isinstance(msg, str):
+ message.append(self._user_msg(msg, images=images))
+ else:
+ message.extend(msg)
+ logger.debug(message)
rsp = await self.acompletion_text(message, stream=stream, timeout=timeout)
return rsp
@@ -65,10 +140,12 @@ class BaseLLM(ABC):
context.append(self._assistant_msg(rsp_text))
return self._extract_assistant_rsp(context)
- async def aask_code(self, msgs: list[str], timeout=3) -> str:
- """FIXME: No code segment filtering has been done here, and all results are actually displayed"""
- rsp_text = await self.aask_batch(msgs, timeout=timeout)
- return rsp_text
+ async def aask_code(self, messages: Union[str, Message, list[dict]], timeout=3, **kwargs) -> dict:
+ raise NotImplementedError
+
+ @abstractmethod
+ async def _achat_completion(self, messages: list[dict], timeout=3):
+ """_achat_completion implemented by inherited class"""
@abstractmethod
async def acompletion(self, messages: list[dict], timeout=3):
@@ -82,13 +159,31 @@ class BaseLLM(ABC):
"""
@abstractmethod
- async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str:
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ """_achat_completion_stream implemented by inherited class"""
+
+ @retry(
+ stop=stop_after_attempt(3),
+ wait=wait_random_exponential(min=1, max=60),
+ after=after_log(logger, logger.level("WARNING").name),
+ retry=retry_if_exception_type(ConnectionError),
+ retry_error_callback=log_and_reraise,
+ )
+ async def acompletion_text(self, messages: list[dict], stream: bool = False, timeout: int = 3) -> str:
"""Asynchronous version of completion. Return str. Support stream-print"""
+ if stream:
+ return await self._achat_completion_stream(messages, timeout=timeout)
+ resp = await self._achat_completion(messages, timeout=timeout)
+ return self.get_choice_text(resp)
def get_choice_text(self, rsp: dict) -> str:
"""Required to provide the first text of choice"""
return rsp.get("choices")[0]["message"]["content"]
+ def get_choice_delta_text(self, rsp: dict) -> str:
+ """Required to provide the first text of stream choice"""
+ return rsp.get("choices", [{}])[0].get("delta", {}).get("content", "")
+
def get_choice_function(self, rsp: dict) -> dict:
"""Required to provide the first function of choice
:param dict rsp: OpenAI chat.comletion respond JSON, Note "message" must include "tool_calls",
@@ -127,4 +222,17 @@ class BaseLLM(ABC):
:return dict: return the first function arguments of choice, for example,
{'language': 'python', 'code': "print('Hello, World!')"}
"""
- return json.loads(self.get_choice_function(rsp)["arguments"])
+ return json.loads(self.get_choice_function(rsp)["arguments"], strict=False)
+
+ def messages_to_prompt(self, messages: list[dict]):
+ """[{"role": "user", "content": msg}] to user: etc."""
+ return "\n".join([f"{i['role']}: {i['content']}" for i in messages])
+
+ def messages_to_dict(self, messages):
+ """objects to [{"role": "user", "content": msg}] etc."""
+ return [i.to_dict() for i in messages]
+
+ def with_model(self, model: str):
+ """Set model and return self. For example, `with_model("gpt-3.5-turbo")`."""
+ self.config.model = model
+ return self
diff --git a/metagpt/provider/constant.py b/metagpt/provider/constant.py
index db67847a8..dee78dc3b 100644
--- a/metagpt/provider/constant.py
+++ b/metagpt/provider/constant.py
@@ -25,6 +25,7 @@ GENERAL_FUNCTION_SCHEMA = {
},
}
+
# tool_choice value for general_function_schema
# https://platform.openai.com/docs/api-reference/chat/create#chat-create-tool_choice
GENERAL_TOOL_CHOICE = {"type": "function", "function": {"name": "execute"}}
diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py
new file mode 100644
index 000000000..21f3ef351
--- /dev/null
+++ b/metagpt/provider/dashscope_api.py
@@ -0,0 +1,227 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc :
+
+import json
+from http import HTTPStatus
+from typing import Any, AsyncGenerator, Dict, List, Union
+
+import dashscope
+from dashscope.aigc.generation import Generation
+from dashscope.api_entities.aiohttp_request import AioHttpRequest
+from dashscope.api_entities.api_request_data import ApiRequestData
+from dashscope.api_entities.api_request_factory import _get_protocol_params
+from dashscope.api_entities.dashscope_response import (
+ GenerationOutput,
+ GenerationResponse,
+ Message,
+)
+from dashscope.client.base_api import BaseAioApi
+from dashscope.common.constants import SERVICE_API_PATH, ApiProtocol
+from dashscope.common.error import (
+ InputDataRequired,
+ InputRequired,
+ ModelRequired,
+ UnsupportedApiProtocol,
+)
+
+from metagpt.logs import log_llm_stream
+from metagpt.provider.base_llm import BaseLLM, LLMConfig
+from metagpt.provider.llm_provider_registry import LLMType, register_provider
+from metagpt.utils.cost_manager import CostManager
+from metagpt.utils.token_counter import DASHSCOPE_TOKEN_COSTS
+
+
+def build_api_arequest(
+ model: str, input: object, task_group: str, task: str, function: str, api_key: str, is_service=True, **kwargs
+):
+ (
+ api_protocol,
+ ws_stream_mode,
+ is_binary_input,
+ http_method,
+ stream,
+ async_request,
+ query,
+ headers,
+ request_timeout,
+ form,
+ resources,
+ ) = _get_protocol_params(kwargs)
+ task_id = kwargs.pop("task_id", None)
+ if api_protocol in [ApiProtocol.HTTP, ApiProtocol.HTTPS]:
+ if not dashscope.base_http_api_url.endswith("/"):
+ http_url = dashscope.base_http_api_url + "/"
+ else:
+ http_url = dashscope.base_http_api_url
+
+ if is_service:
+ http_url = http_url + SERVICE_API_PATH + "/"
+
+ if task_group:
+ http_url += "%s/" % task_group
+ if task:
+ http_url += "%s/" % task
+ if function:
+ http_url += function
+ request = AioHttpRequest(
+ url=http_url,
+ api_key=api_key,
+ http_method=http_method,
+ stream=stream,
+ async_request=async_request,
+ query=query,
+ timeout=request_timeout,
+ task_id=task_id,
+ )
+ else:
+ raise UnsupportedApiProtocol("Unsupported protocol: %s, support [http, https, websocket]" % api_protocol)
+
+ if headers is not None:
+ request.add_headers(headers=headers)
+
+ if input is None and form is None:
+ raise InputDataRequired("There is no input data and form data")
+
+ request_data = ApiRequestData(
+ model,
+ task_group=task_group,
+ task=task,
+ function=function,
+ input=input,
+ form=form,
+ is_binary_input=is_binary_input,
+ api_protocol=api_protocol,
+ )
+ request_data.add_resources(resources)
+ request_data.add_parameters(**kwargs)
+ request.data = request_data
+ return request
+
+
+class AGeneration(Generation, BaseAioApi):
+ @classmethod
+ async def acall(
+ cls,
+ model: str,
+ prompt: Any = None,
+ history: list = None,
+ api_key: str = None,
+ messages: List[Message] = None,
+ plugins: Union[str, Dict[str, Any]] = None,
+ **kwargs,
+ ) -> Union[GenerationResponse, AsyncGenerator[GenerationResponse, None]]:
+ if (prompt is None or not prompt) and (messages is None or not messages):
+ raise InputRequired("prompt or messages is required!")
+ if model is None or not model:
+ raise ModelRequired("Model is required!")
+ task_group, function = "aigc", "generation" # fixed value
+ if plugins is not None:
+ headers = kwargs.pop("headers", {})
+ if isinstance(plugins, str):
+ headers["X-DashScope-Plugin"] = plugins
+ else:
+ headers["X-DashScope-Plugin"] = json.dumps(plugins)
+ kwargs["headers"] = headers
+ input, parameters = cls._build_input_parameters(model, prompt, history, messages, **kwargs)
+
+ api_key, model = BaseAioApi._validate_params(api_key, model)
+ request = build_api_arequest(
+ model=model,
+ input=input,
+ task_group=task_group,
+ task=Generation.task,
+ function=function,
+ api_key=api_key,
+ **kwargs,
+ )
+ response = await request.aio_call()
+ is_stream = kwargs.get("stream", False)
+ if is_stream:
+
+ async def aresp_iterator(response):
+ async for resp in response:
+ yield GenerationResponse.from_api_response(resp)
+
+ return aresp_iterator(response)
+ else:
+ return GenerationResponse.from_api_response(response)
+
+
+@register_provider(LLMType.DASHSCOPE)
+class DashScopeLLM(BaseLLM):
+ def __init__(self, llm_config: LLMConfig):
+ self.config = llm_config
+ self.use_system_prompt = False # only some models support system_prompt
+ self.__init_dashscope()
+ self.cost_manager = CostManager(token_costs=self.token_costs)
+
+ def __init_dashscope(self):
+ self.model = self.config.model
+ self.api_key = self.config.api_key
+ self.token_costs = DASHSCOPE_TOKEN_COSTS
+ self.aclient: AGeneration = AGeneration
+
+ # check support system_message models
+ support_system_models = [
+ "qwen-", # all support
+ "llama2-", # all support
+ "baichuan2-7b-chat-v1",
+ "chatglm3-6b",
+ ]
+ for support_model in support_system_models:
+ if support_model in self.model:
+ self.use_system_prompt = True
+
+ def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict:
+ kwargs = {
+ "api_key": self.api_key,
+ "model": self.model,
+ "messages": messages,
+ "stream": stream,
+ "result_format": "message",
+ }
+ if self.config.temperature > 0:
+ # different model has default temperature. only set when it"s specified.
+ kwargs["temperature"] = self.config.temperature
+ if stream:
+ kwargs["incremental_output"] = True
+ return kwargs
+
+ def _check_response(self, resp: GenerationResponse):
+ if resp.status_code != HTTPStatus.OK:
+ raise RuntimeError(f"code: {resp.code}, request_id: {resp.request_id}, message: {resp.message}")
+
+ def get_choice_text(self, output: GenerationOutput) -> str:
+ return output.get("choices", [{}])[0].get("message", {}).get("content", "")
+
+ def completion(self, messages: list[dict]) -> GenerationOutput:
+ resp: GenerationResponse = self.aclient.call(**self._const_kwargs(messages, stream=False))
+ self._check_response(resp)
+
+ self._update_costs(dict(resp.usage))
+ return resp.output
+
+ async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> GenerationOutput:
+ resp: GenerationResponse = await self.aclient.acall(**self._const_kwargs(messages, stream=False))
+ self._check_response(resp)
+ self._update_costs(dict(resp.usage))
+ return resp.output
+
+ async def acompletion(self, messages: list[dict], timeout=3) -> GenerationOutput:
+ return await self._achat_completion(messages, timeout=timeout)
+
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ resp = await self.aclient.acall(**self._const_kwargs(messages, stream=True))
+ collected_content = []
+ usage = {}
+ async for chunk in resp:
+ self._check_response(chunk)
+ content = chunk.output.choices[0]["message"]["content"]
+ usage = dict(chunk.usage) # each chunk has usage
+ log_llm_stream(content)
+ collected_content.append(content)
+ log_llm_stream("\n")
+ self._update_costs(usage)
+ full_content = "".join(collected_content)
+ return full_content
diff --git a/metagpt/provider/fireworks_api.py b/metagpt/provider/fireworks_api.py
deleted file mode 100644
index f0af68818..000000000
--- a/metagpt/provider/fireworks_api.py
+++ /dev/null
@@ -1,140 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-# @Desc : fireworks.ai's api
-
-import re
-
-from openai import APIConnectionError, AsyncStream
-from openai.types import CompletionUsage
-from openai.types.chat import ChatCompletionChunk
-from tenacity import (
- after_log,
- retry,
- retry_if_exception_type,
- stop_after_attempt,
- wait_random_exponential,
-)
-
-from metagpt.config import CONFIG, Config, LLMProviderEnum
-from metagpt.logs import logger
-from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.provider.openai_api import OpenAILLM, log_and_reraise
-from metagpt.utils.cost_manager import CostManager, Costs
-
-MODEL_GRADE_TOKEN_COSTS = {
- "-1": {"prompt": 0.0, "completion": 0.0}, # abnormal condition
- "16": {"prompt": 0.2, "completion": 0.8}, # 16 means model size <= 16B; 0.2 means $0.2/1M tokens
- "80": {"prompt": 0.7, "completion": 2.8}, # 80 means 16B < model size <= 80B
- "mixtral-8x7b": {"prompt": 0.4, "completion": 1.6},
-}
-
-
-class FireworksCostManager(CostManager):
- def model_grade_token_costs(self, model: str) -> dict[str, float]:
- def _get_model_size(model: str) -> float:
- size = re.findall(".*-([0-9.]+)b", model)
- size = float(size[0]) if len(size) > 0 else -1
- return size
-
- if "mixtral-8x7b" in model:
- token_costs = MODEL_GRADE_TOKEN_COSTS["mixtral-8x7b"]
- else:
- model_size = _get_model_size(model)
- if 0 < model_size <= 16:
- token_costs = MODEL_GRADE_TOKEN_COSTS["16"]
- elif 16 < model_size <= 80:
- token_costs = MODEL_GRADE_TOKEN_COSTS["80"]
- else:
- token_costs = MODEL_GRADE_TOKEN_COSTS["-1"]
- return token_costs
-
- def update_cost(self, prompt_tokens: int, completion_tokens: int, model: str):
- """
- Refs to `https://app.fireworks.ai/pricing` **Developer pricing**
- Update the total cost, prompt tokens, and completion tokens.
-
- Args:
- prompt_tokens (int): The number of tokens used in the prompt.
- completion_tokens (int): The number of tokens used in the completion.
- model (str): The model used for the API call.
- """
- self.total_prompt_tokens += prompt_tokens
- self.total_completion_tokens += completion_tokens
-
- token_costs = self.model_grade_token_costs(model)
- cost = (prompt_tokens * token_costs["prompt"] + completion_tokens * token_costs["completion"]) / 1000000
- self.total_cost += cost
- max_budget = CONFIG.max_budget if CONFIG.max_budget else CONFIG.cost_manager.max_budget
- logger.info(
- f"Total running cost: ${self.total_cost:.4f} | Max budget: ${max_budget:.3f} | "
- f"Current cost: ${cost:.4f}, prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}"
- )
- CONFIG.total_cost = self.total_cost
-
-
-@register_provider(LLMProviderEnum.FIREWORKS)
-class FireworksLLM(OpenAILLM):
- def __init__(self):
- self.config: Config = CONFIG
- self.__init_fireworks()
- self.auto_max_tokens = False
- self._cost_manager = FireworksCostManager()
-
- def __init_fireworks(self):
- self.is_azure = False
- self.rpm = int(self.config.get("RPM", 10))
- self._init_client()
- self.model = self.config.fireworks_api_model # `self.model` should after `_make_client` to rewrite it
-
- def _make_client_kwargs(self) -> dict:
- kwargs = dict(api_key=self.config.fireworks_api_key, base_url=self.config.fireworks_api_base)
- return kwargs
-
- def _update_costs(self, usage: CompletionUsage):
- if self.config.calc_usage and usage:
- try:
- # use FireworksCostManager not CONFIG.cost_manager
- self._cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model)
- except Exception as e:
- logger.error(f"updating costs failed!, exp: {e}")
-
- def get_costs(self) -> Costs:
- return self._cost_manager.get_costs()
-
- async def _achat_completion_stream(self, messages: list[dict]) -> str:
- response: AsyncStream[ChatCompletionChunk] = await self.aclient.chat.completions.create(
- **self._cons_kwargs(messages), stream=True
- )
-
- collected_content = []
- usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0)
- # iterate through the stream of events
- async for chunk in response:
- if chunk.choices:
- choice = chunk.choices[0]
- choice_delta = choice.delta
- finish_reason = choice.finish_reason if hasattr(choice, "finish_reason") else None
- if choice_delta.content:
- collected_content.append(choice_delta.content)
- print(choice_delta.content, end="")
- if finish_reason:
- # fireworks api return usage when finish_reason is not None
- usage = CompletionUsage(**chunk.usage)
-
- full_content = "".join(collected_content)
- self._update_costs(usage)
- return full_content
-
- @retry(
- wait=wait_random_exponential(min=1, max=60),
- stop=stop_after_attempt(6),
- after=after_log(logger, logger.level("WARNING").name),
- retry=retry_if_exception_type(APIConnectionError),
- retry_error_callback=log_and_reraise,
- )
- async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str:
- """when streaming, print each token in place."""
- if stream:
- return await self._achat_completion_stream(messages)
- rsp = await self._achat_completion(messages)
- return self.get_choice_text(rsp)
diff --git a/metagpt/provider/general_api_requestor.py b/metagpt/provider/general_api_requestor.py
index cf31fd629..18f4dd909 100644
--- a/metagpt/provider/general_api_requestor.py
+++ b/metagpt/provider/general_api_requestor.py
@@ -60,7 +60,8 @@ class GeneralAPIRequestor(APIRequestor):
self, result: requests.Response, stream: bool
) -> Tuple[Union[bytes, Iterator[Generator]], bytes]:
"""Returns the response(s) and a bool indicating whether it is a stream."""
- if stream and "text/event-stream" in result.headers.get("Content-Type", ""):
+ content_type = result.headers.get("Content-Type", "")
+ if stream and ("text/event-stream" in content_type or "application/x-ndjson" in content_type):
return (
self._interpret_response_line(line, result.status_code, result.headers, stream=True)
for line in parse_stream(result.iter_lines())
@@ -79,10 +80,8 @@ class GeneralAPIRequestor(APIRequestor):
async def _interpret_async_response(
self, result: aiohttp.ClientResponse, stream: bool
) -> Tuple[Union[bytes, AsyncGenerator[bytes, None]], bool]:
- if stream and (
- "text/event-stream" in result.headers.get("Content-Type", "")
- or "application/x-ndjson" in result.headers.get("Content-Type", "")
- ):
+ content_type = result.headers.get("Content-Type", "")
+ if stream and ("text/event-stream" in content_type or "application/x-ndjson" in content_type):
# the `Content-Type` of ollama stream resp is "application/x-ndjson"
return (
self._interpret_response_line(line, result.status, result.headers, stream=True)
diff --git a/metagpt/provider/google_gemini_api.py b/metagpt/provider/google_gemini_api.py
index c36c677ef..09e554205 100644
--- a/metagpt/provider/google_gemini_api.py
+++ b/metagpt/provider/google_gemini_api.py
@@ -2,6 +2,8 @@
# -*- coding: utf-8 -*-
# @Desc : Google Gemini LLM from https://ai.google.dev/tutorials/python_quickstart
+from typing import Optional, Union
+
import google.generativeai as genai
from google.ai import generativelanguage as glm
from google.generativeai.generative_models import GenerativeModel
@@ -11,19 +13,11 @@ from google.generativeai.types.generation_types import (
GenerateContentResponse,
GenerationConfig,
)
-from tenacity import (
- after_log,
- retry,
- retry_if_exception_type,
- stop_after_attempt,
- wait_random_exponential,
-)
-from metagpt.config import CONFIG, LLMProviderEnum
-from metagpt.logs import log_llm_stream, logger
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.logs import log_llm_stream
from metagpt.provider.base_llm import BaseLLM
from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.provider.openai_api import log_and_reraise
class GeminiGenerativeModel(GenerativeModel):
@@ -41,23 +35,25 @@ class GeminiGenerativeModel(GenerativeModel):
return await self._async_client.count_tokens(model=self.model_name, contents=contents)
-@register_provider(LLMProviderEnum.GEMINI)
+@register_provider(LLMType.GEMINI)
class GeminiLLM(BaseLLM):
"""
Refs to `https://ai.google.dev/tutorials/python_quickstart`
"""
- def __init__(self):
+ def __init__(self, config: LLMConfig):
self.use_system_prompt = False # google gemini has no system prompt when use api
- self.__init_gemini(CONFIG)
+ self.__init_gemini(config)
+ self.config = config
self.model = "gemini-pro" # so far only one model
+ self.pricing_plan = self.config.pricing_plan or self.model
self.llm = GeminiGenerativeModel(model_name=self.model)
- def __init_gemini(self, config: CONFIG):
- genai.configure(api_key=config.gemini_api_key)
+ def __init_gemini(self, config: LLMConfig):
+ genai.configure(api_key=config.api_key)
- def _user_msg(self, msg: str) -> dict[str, str]:
+ def _user_msg(self, msg: str, images: Optional[Union[str, list[str]]] = None) -> dict[str, str]:
# Not to change BaseLLM default functions but update with Gemini's conversation format.
# You should follow the format.
return {"role": "user", "parts": [msg]}
@@ -69,16 +65,6 @@ class GeminiLLM(BaseLLM):
kwargs = {"contents": messages, "generation_config": GenerationConfig(temperature=0.3), "stream": stream}
return kwargs
- def _update_costs(self, usage: dict):
- """update each request's token cost"""
- if CONFIG.calc_usage:
- try:
- prompt_tokens = int(usage.get("prompt_tokens", 0))
- completion_tokens = int(usage.get("completion_tokens", 0))
- CONFIG.cost_manager.update_cost(prompt_tokens, completion_tokens, self.model)
- except Exception as e:
- logger.error(f"google gemini updats costs failed! exp: {e}")
-
def get_choice_text(self, resp: GenerateContentResponse) -> str:
return resp.text
@@ -102,16 +88,16 @@ class GeminiLLM(BaseLLM):
self._update_costs(usage)
return resp
- async def _achat_completion(self, messages: list[dict]) -> "AsyncGenerateContentResponse":
+ async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> "AsyncGenerateContentResponse":
resp: AsyncGenerateContentResponse = await self.llm.generate_content_async(**self._const_kwargs(messages))
usage = await self.aget_usage(messages, resp.text)
self._update_costs(usage)
return resp
- async def acompletion(self, messages: list[dict]) -> dict:
- return await self._achat_completion(messages)
+ async def acompletion(self, messages: list[dict], timeout=3) -> dict:
+ return await self._achat_completion(messages, timeout=timeout)
- async def _achat_completion_stream(self, messages: list[dict]) -> str:
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
resp: AsyncGenerateContentResponse = await self.llm.generate_content_async(
**self._const_kwargs(messages, stream=True)
)
@@ -126,17 +112,3 @@ class GeminiLLM(BaseLLM):
usage = await self.aget_usage(messages, full_content)
self._update_costs(usage)
return full_content
-
- @retry(
- stop=stop_after_attempt(3),
- wait=wait_random_exponential(min=1, max=60),
- after=after_log(logger, logger.level("WARNING").name),
- retry=retry_if_exception_type(ConnectionError),
- retry_error_callback=log_and_reraise,
- )
- async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str:
- """response in async with stream or non-stream mode"""
- if stream:
- return await self._achat_completion_stream(messages)
- resp = await self._achat_completion(messages)
- return self.get_choice_text(resp)
diff --git a/metagpt/provider/human_provider.py b/metagpt/provider/human_provider.py
index 59d236a3a..e5f37c5b9 100644
--- a/metagpt/provider/human_provider.py
+++ b/metagpt/provider/human_provider.py
@@ -5,6 +5,7 @@ Author: garylin2099
"""
from typing import Optional
+from metagpt.configs.llm_config import LLMConfig
from metagpt.logs import logger
from metagpt.provider.base_llm import BaseLLM
@@ -14,6 +15,9 @@ class HumanProvider(BaseLLM):
This enables replacing LLM anywhere in the framework with a human, thus introducing human interaction
"""
+ def __init__(self, config: LLMConfig):
+ pass
+
def ask(self, msg: str, timeout=3) -> str:
logger.info("It's your turn, please type in your response. You may also refer to the context below")
rsp = input(msg)
@@ -31,10 +35,16 @@ class HumanProvider(BaseLLM):
) -> str:
return self.ask(msg, timeout=timeout)
+ async def _achat_completion(self, messages: list[dict], timeout=3):
+ pass
+
async def acompletion(self, messages: list[dict], timeout=3):
"""dummy implementation of abstract method in base"""
return []
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ pass
+
async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str:
"""dummy implementation of abstract method in base"""
return ""
diff --git a/metagpt/provider/llm_provider_registry.py b/metagpt/provider/llm_provider_registry.py
index 2b3ef93a3..4fd2b1978 100644
--- a/metagpt/provider/llm_provider_registry.py
+++ b/metagpt/provider/llm_provider_registry.py
@@ -5,7 +5,8 @@
@Author : alexanderwu
@File : llm_provider_registry.py
"""
-from metagpt.config import LLMProviderEnum
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.provider.base_llm import BaseLLM
class LLMProviderRegistry:
@@ -15,20 +16,29 @@ class LLMProviderRegistry:
def register(self, key, provider_cls):
self.providers[key] = provider_cls
- def get_provider(self, enum: LLMProviderEnum):
+ def get_provider(self, enum: LLMType):
"""get provider instance according to the enum"""
- return self.providers[enum]()
+ return self.providers[enum]
+
+
+def register_provider(keys):
+ """register provider to registry"""
+
+ def decorator(cls):
+ if isinstance(keys, list):
+ for key in keys:
+ LLM_REGISTRY.register(key, cls)
+ else:
+ LLM_REGISTRY.register(keys, cls)
+ return cls
+
+ return decorator
+
+
+def create_llm_instance(config: LLMConfig) -> BaseLLM:
+ """get the default llm provider"""
+ return LLM_REGISTRY.get_provider(config.api_type)(config)
# Registry instance
LLM_REGISTRY = LLMProviderRegistry()
-
-
-def register_provider(key):
- """register provider to registry"""
-
- def decorator(cls):
- LLM_REGISTRY.register(key, cls)
- return cls
-
- return decorator
diff --git a/metagpt/provider/metagpt_api.py b/metagpt/provider/metagpt_api.py
index 69aa7f305..d71fa9bda 100644
--- a/metagpt/provider/metagpt_api.py
+++ b/metagpt/provider/metagpt_api.py
@@ -5,12 +5,16 @@
@File : metagpt_api.py
@Desc : MetaGPT LLM provider.
"""
-from metagpt.config import LLMProviderEnum
+from openai.types import CompletionUsage
+
+from metagpt.configs.llm_config import LLMType
from metagpt.provider import OpenAILLM
from metagpt.provider.llm_provider_registry import register_provider
-@register_provider(LLMProviderEnum.METAGPT)
+@register_provider(LLMType.METAGPT)
class MetaGPTLLM(OpenAILLM):
- def __init__(self):
- super().__init__()
+ def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage:
+ # The current billing is based on usage frequency. If there is a future billing logic based on the
+ # number of tokens, please refine the logic here accordingly.
+ return CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0)
diff --git a/metagpt/provider/ollama_api.py b/metagpt/provider/ollama_api.py
index 25086737f..f65d7e411 100644
--- a/metagpt/provider/ollama_api.py
+++ b/metagpt/provider/ollama_api.py
@@ -4,72 +4,39 @@
import json
-from requests import ConnectionError
-from tenacity import (
- after_log,
- retry,
- retry_if_exception_type,
- stop_after_attempt,
- wait_random_exponential,
-)
-
-from metagpt.config import CONFIG, LLMProviderEnum
+from metagpt.configs.llm_config import LLMConfig, LLMType
from metagpt.const import LLM_API_TIMEOUT
-from metagpt.logs import log_llm_stream, logger
+from metagpt.logs import log_llm_stream
from metagpt.provider.base_llm import BaseLLM
from metagpt.provider.general_api_requestor import GeneralAPIRequestor
from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.provider.openai_api import log_and_reraise
-from metagpt.utils.cost_manager import CostManager
+from metagpt.utils.cost_manager import TokenCostManager
-class OllamaCostManager(CostManager):
- def update_cost(self, prompt_tokens, completion_tokens, model):
- """
- Update the total cost, prompt tokens, and completion tokens.
- """
- self.total_prompt_tokens += prompt_tokens
- self.total_completion_tokens += completion_tokens
- max_budget = CONFIG.max_budget if CONFIG.max_budget else CONFIG.cost_manager.max_budget
- logger.info(
- f"Max budget: ${max_budget:.3f} | "
- f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}"
- )
- CONFIG.total_cost = self.total_cost
-
-
-@register_provider(LLMProviderEnum.OLLAMA)
+@register_provider(LLMType.OLLAMA)
class OllamaLLM(BaseLLM):
"""
Refs to `https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-chat-completion`
"""
- def __init__(self):
- self.__init_ollama(CONFIG)
- self.client = GeneralAPIRequestor(base_url=CONFIG.ollama_api_base)
+ def __init__(self, config: LLMConfig):
+ self.__init_ollama(config)
+ self.client = GeneralAPIRequestor(base_url=config.base_url)
+ self.config = config
self.suffix_url = "/chat"
self.http_method = "post"
self.use_system_prompt = False
- self._cost_manager = OllamaCostManager()
+ self.cost_manager = TokenCostManager()
- def __init_ollama(self, config: CONFIG):
- assert config.ollama_api_base
- self.model = config.ollama_api_model
+ def __init_ollama(self, config: LLMConfig):
+ assert config.base_url, "ollama base url is required!"
+ self.model = config.model
+ self.pricing_plan = self.model
def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict:
kwargs = {"model": self.model, "messages": messages, "options": {"temperature": 0.3}, "stream": stream}
return kwargs
- def _update_costs(self, usage: dict):
- """update each request's token cost"""
- if CONFIG.calc_usage:
- try:
- prompt_tokens = int(usage.get("prompt_tokens", 0))
- completion_tokens = int(usage.get("completion_tokens", 0))
- self._cost_manager.update_cost(prompt_tokens, completion_tokens, self.model)
- except Exception as e:
- logger.error(f"ollama updats costs failed! exp: {e}")
-
def get_choice_text(self, resp: dict) -> str:
"""get the resp content from llm response"""
assist_msg = resp.get("message", {})
@@ -83,7 +50,7 @@ class OllamaLLM(BaseLLM):
chunk = chunk.decode(encoding)
return json.loads(chunk)
- async def _achat_completion(self, messages: list[dict]) -> dict:
+ async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> dict:
resp, _, _ = await self.client.arequest(
method=self.http_method,
url=self.suffix_url,
@@ -96,9 +63,9 @@ class OllamaLLM(BaseLLM):
return resp
async def acompletion(self, messages: list[dict], timeout=3) -> dict:
- return await self._achat_completion(messages)
+ return await self._achat_completion(messages, timeout=timeout)
- async def _achat_completion_stream(self, messages: list[dict]) -> str:
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
stream_resp, _, _ = await self.client.arequest(
method=self.http_method,
url=self.suffix_url,
@@ -124,17 +91,3 @@ class OllamaLLM(BaseLLM):
self._update_costs(usage)
full_content = "".join(collected_content)
return full_content
-
- @retry(
- stop=stop_after_attempt(3),
- wait=wait_random_exponential(min=1, max=60),
- after=after_log(logger, logger.level("WARNING").name),
- retry=retry_if_exception_type(ConnectionError),
- retry_error_callback=log_and_reraise,
- )
- async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str:
- """response in async with stream or non-stream mode"""
- if stream:
- return await self._achat_completion_stream(messages)
- resp = await self._achat_completion(messages)
- return self.get_choice_text(resp)
diff --git a/metagpt/provider/open_llm_api.py b/metagpt/provider/open_llm_api.py
deleted file mode 100644
index b0c484f5a..000000000
--- a/metagpt/provider/open_llm_api.py
+++ /dev/null
@@ -1,76 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-# @Desc : self-host open llm model with openai-compatible interface
-
-from openai.types import CompletionUsage
-
-from metagpt.config import CONFIG, Config, LLMProviderEnum
-from metagpt.logs import logger
-from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.provider.openai_api import OpenAILLM
-from metagpt.utils.cost_manager import CostManager, Costs
-from metagpt.utils.token_counter import count_message_tokens, count_string_tokens
-
-
-class OpenLLMCostManager(CostManager):
- """open llm model is self-host, it's free and without cost"""
-
- def update_cost(self, prompt_tokens, completion_tokens, model):
- """
- Update the total cost, prompt tokens, and completion tokens.
-
- Args:
- prompt_tokens (int): The number of tokens used in the prompt.
- completion_tokens (int): The number of tokens used in the completion.
- model (str): The model used for the API call.
- """
- self.total_prompt_tokens += prompt_tokens
- self.total_completion_tokens += completion_tokens
- max_budget = CONFIG.max_budget if CONFIG.max_budget else CONFIG.cost_manager.max_budget
- logger.info(
- f"Max budget: ${max_budget:.3f} | reference "
- f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}"
- )
-
-
-@register_provider(LLMProviderEnum.OPEN_LLM)
-class OpenLLM(OpenAILLM):
- def __init__(self):
- self.config: Config = CONFIG
- self.__init_openllm()
- self.auto_max_tokens = False
- self._cost_manager = OpenLLMCostManager()
-
- def __init_openllm(self):
- self.is_azure = False
- self.rpm = int(self.config.get("RPM", 10))
- self._init_client()
- self.model = self.config.open_llm_api_model # `self.model` should after `_make_client` to rewrite it
-
- def _make_client_kwargs(self) -> dict:
- kwargs = dict(api_key="sk-xxx", base_url=self.config.open_llm_api_base)
- return kwargs
-
- def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage:
- usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0)
- if not CONFIG.calc_usage:
- return usage
-
- try:
- usage.prompt_tokens = count_message_tokens(messages, "open-llm-model")
- usage.completion_tokens = count_string_tokens(rsp, "open-llm-model")
- except Exception as e:
- logger.error(f"usage calculation failed!: {e}")
-
- return usage
-
- def _update_costs(self, usage: CompletionUsage):
- if self.config.calc_usage and usage:
- try:
- # use OpenLLMCostManager not CONFIG.cost_manager
- self._cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model)
- except Exception as e:
- logger.error(f"updating costs failed!, exp: {e}")
-
- def get_costs(self) -> Costs:
- return self._cost_manager.get_costs()
diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py
index 747e36480..b4f99e69f 100644
--- a/metagpt/provider/openai_api.py
+++ b/metagpt/provider/openai_api.py
@@ -3,14 +3,14 @@
@Time : 2023/5/5 23:08
@Author : alexanderwu
@File : openai.py
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for isolation;
- Change cost control from global to company level.
@Modified By: mashenquan, 2023/11/21. Fix bug: ReadTimeout.
@Modified By: mashenquan, 2023/12/1. Fix bug: Unclosed connection caused by openai 0.x.
"""
+from __future__ import annotations
import json
-from typing import AsyncIterator, Union
+import re
+from typing import Optional, Union
from openai import APIConnectionError, AsyncOpenAI, AsyncStream
from openai._base_client import AsyncHttpxClientWrapper
@@ -24,13 +24,18 @@ from tenacity import (
wait_random_exponential,
)
-from metagpt.config import CONFIG, Config, LLMProviderEnum
+from metagpt.configs.llm_config import LLMConfig, LLMType
from metagpt.logs import log_llm_stream, logger
from metagpt.provider.base_llm import BaseLLM
-from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA, GENERAL_TOOL_CHOICE
+from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA
from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.schema import Message
-from metagpt.utils.cost_manager import Costs
+from metagpt.utils.common import (
+ CodeParser,
+ decode_image,
+ log_and_reraise,
+ process_message,
+)
+from metagpt.utils.cost_manager import CostManager
from metagpt.utils.exceptions import handle_exception
from metagpt.utils.token_counter import (
count_message_tokens,
@@ -39,37 +44,25 @@ from metagpt.utils.token_counter import (
)
-def log_and_reraise(retry_state):
- logger.error(f"Retry attempts exhausted. Last exception: {retry_state.outcome.exception()}")
- logger.warning(
- """
-Recommend going to https://deepwisdom.feishu.cn/wiki/MsGnwQBjiif9c3koSJNcYaoSnu4#part-XdatdVlhEojeAfxaaEZcMV3ZniQ
-See FAQ 5.8
-"""
- )
- raise retry_state.outcome.exception()
-
-
-@register_provider(LLMProviderEnum.OPENAI)
+@register_provider([LLMType.OPENAI, LLMType.FIREWORKS, LLMType.OPEN_LLM, LLMType.MOONSHOT, LLMType.MISTRAL, LLMType.YI])
class OpenAILLM(BaseLLM):
"""Check https://platform.openai.com/examples for examples"""
- def __init__(self):
- self.config: Config = CONFIG
- self._init_openai()
+ def __init__(self, config: LLMConfig):
+ self.config = config
self._init_client()
self.auto_max_tokens = False
-
- def _init_openai(self):
- self.model = self.config.OPENAI_API_MODEL # Used in _calc_usage & _cons_kwargs
+ self.cost_manager: Optional[CostManager] = None
def _init_client(self):
"""https://github.com/openai/openai-python#async-usage"""
+ self.model = self.config.model # Used in _calc_usage & _cons_kwargs
+ self.pricing_plan = self.config.pricing_plan or self.model
kwargs = self._make_client_kwargs()
self.aclient = AsyncOpenAI(**kwargs)
def _make_client_kwargs(self) -> dict:
- kwargs = {"api_key": self.config.openai_api_key, "base_url": self.config.openai_base_url}
+ kwargs = {"api_key": self.config.api_key, "base_url": self.config.base_url}
# to use proxy, openai v1 needs http_client
if proxy_params := self._get_proxy_params():
@@ -79,31 +72,52 @@ class OpenAILLM(BaseLLM):
def _get_proxy_params(self) -> dict:
params = {}
- if self.config.openai_proxy:
- params = {"proxies": self.config.openai_proxy}
- if self.config.openai_base_url:
- params["base_url"] = self.config.openai_base_url
+ if self.config.proxy:
+ params = {"proxies": self.config.proxy}
+ if self.config.base_url:
+ params["base_url"] = self.config.base_url
return params
- async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> AsyncIterator[str]:
+ async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> str:
response: AsyncStream[ChatCompletionChunk] = await self.aclient.chat.completions.create(
**self._cons_kwargs(messages, timeout=timeout), stream=True
)
-
+ usage = None
+ collected_messages = []
async for chunk in response:
chunk_message = chunk.choices[0].delta.content or "" if chunk.choices else "" # extract the message
- yield chunk_message
+ finish_reason = (
+ chunk.choices[0].finish_reason if chunk.choices and hasattr(chunk.choices[0], "finish_reason") else None
+ )
+ log_llm_stream(chunk_message)
+ collected_messages.append(chunk_message)
+ if finish_reason:
+ if hasattr(chunk, "usage"):
+ # Some services have usage as an attribute of the chunk, such as Fireworks
+ usage = CompletionUsage(**chunk.usage)
+ elif hasattr(chunk.choices[0], "usage"):
+ # The usage of some services is an attribute of chunk.choices[0], such as Moonshot
+ usage = CompletionUsage(**chunk.choices[0].usage)
+
+ log_llm_stream("\n")
+ full_reply_content = "".join(collected_messages)
+ if not usage:
+ # Some services do not provide the usage attribute, such as OpenAI or OpenLLM
+ usage = self._calc_usage(messages, full_reply_content)
+
+ self._update_costs(usage)
+ return full_reply_content
def _cons_kwargs(self, messages: list[dict], timeout=3, **extra_kwargs) -> dict:
kwargs = {
"messages": messages,
"max_tokens": self._get_max_tokens(messages),
- "n": 1,
- "stop": None,
- "temperature": 0.3,
+ # "n": 1, # Some services do not provide this parameter, such as mistral
+ # "stop": None, # default it's None and gpt4-v can't have this one
+ "temperature": self.config.temperature,
"model": self.model,
- "timeout": max(CONFIG.timeout, timeout),
+ "timeout": max(self.config.timeout, timeout),
}
if extra_kwargs:
kwargs.update(extra_kwargs)
@@ -128,56 +142,21 @@ class OpenAILLM(BaseLLM):
async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str:
"""when streaming, print each token in place."""
if stream:
- resp = self._achat_completion_stream(messages, timeout=timeout)
-
- collected_messages = []
- async for i in resp:
- log_llm_stream(i)
- collected_messages.append(i)
- log_llm_stream("\n")
-
- full_reply_content = "".join(collected_messages)
- usage = self._calc_usage(messages, full_reply_content)
- self._update_costs(usage)
- return full_reply_content
+ return await self._achat_completion_stream(messages, timeout=timeout)
rsp = await self._achat_completion(messages, timeout=timeout)
return self.get_choice_text(rsp)
- def _func_configs(self, messages: list[dict], timeout=3, **kwargs) -> dict:
- """Note: Keep kwargs consistent with https://platform.openai.com/docs/api-reference/chat/create"""
- if "tools" not in kwargs:
- configs = {
- "tools": [{"type": "function", "function": GENERAL_FUNCTION_SCHEMA}],
- "tool_choice": GENERAL_TOOL_CHOICE,
- }
- kwargs.update(configs)
-
- return self._cons_kwargs(messages=messages, timeout=timeout, **kwargs)
-
- async def _achat_completion_function(self, messages: list[dict], timeout=3, **chat_configs) -> ChatCompletion:
- kwargs = self._func_configs(messages=messages, timeout=timeout, **chat_configs)
+ async def _achat_completion_function(
+ self, messages: list[dict], timeout: int = 3, **chat_configs
+ ) -> ChatCompletion:
+ messages = process_message(messages)
+ kwargs = self._cons_kwargs(messages=messages, timeout=timeout, **chat_configs)
rsp: ChatCompletion = await self.aclient.chat.completions.create(**kwargs)
self._update_costs(rsp.usage)
return rsp
- def _process_message(self, messages: Union[str, Message, list[dict], list[Message], list[str]]) -> list[dict]:
- """convert messages to list[dict]."""
- if isinstance(messages, list):
- messages = [Message(content=msg) if isinstance(msg, str) else msg for msg in messages]
- return [msg if isinstance(msg, dict) else msg.to_dict() for msg in messages]
-
- if isinstance(messages, Message):
- messages = [messages.to_dict()]
- elif isinstance(messages, str):
- messages = [{"role": "user", "content": messages}]
- else:
- raise ValueError(
- f"Only support messages type are: str, Message, list[dict], but got {type(messages).__name__}!"
- )
- return messages
-
- async def aask_code(self, messages: Union[str, Message, list[dict]], **kwargs) -> dict:
+ async def aask_code(self, messages: list[dict], timeout: int = 3, **kwargs) -> dict:
"""Use function of tools to ask a code.
Note: Keep kwargs consistent with https://platform.openai.com/docs/api-reference/chat/create
@@ -187,18 +166,71 @@ class OpenAILLM(BaseLLM):
>>> rsp = await llm.aask_code(msg)
# -> {'language': 'python', 'code': "print('Hello, World!')"}
"""
- messages = self._process_message(messages)
+ if "tools" not in kwargs:
+ configs = {"tools": [{"type": "function", "function": GENERAL_FUNCTION_SCHEMA}]}
+ kwargs.update(configs)
rsp = await self._achat_completion_function(messages, **kwargs)
return self.get_choice_function_arguments(rsp)
- @handle_exception
+ def _parse_arguments(self, arguments: str) -> dict:
+ """parse arguments in openai function call"""
+ if "language" not in arguments and "code" not in arguments:
+ logger.warning(f"Not found `code`, `language`, We assume it is pure code:\n {arguments}\n. ")
+ return {"language": "python", "code": arguments}
+
+ # 匹配language
+ language_pattern = re.compile(r'[\"\']?language[\"\']?\s*:\s*["\']([^"\']+?)["\']', re.DOTALL)
+ language_match = language_pattern.search(arguments)
+ language_value = language_match.group(1) if language_match else "python"
+
+ # 匹配code
+ code_pattern = r'(["\'`]{3}|["\'`])([\s\S]*?)\1'
+ try:
+ code_value = re.findall(code_pattern, arguments)[-1][-1]
+ except Exception as e:
+ logger.error(f"{e}, when re.findall({code_pattern}, {arguments})")
+ code_value = None
+
+ if code_value is None:
+ raise ValueError(f"Parse code error for {arguments}")
+ # arguments只有code的情况
+ return {"language": language_value, "code": code_value}
+
+ # @handle_exception
def get_choice_function_arguments(self, rsp: ChatCompletion) -> dict:
"""Required to provide the first function arguments of choice.
+ :param dict rsp: same as in self.get_choice_function(rsp)
:return dict: return the first function arguments of choice, for example,
{'language': 'python', 'code': "print('Hello, World!')"}
"""
- return json.loads(rsp.choices[0].message.tool_calls[0].function.arguments)
+ message = rsp.choices[0].message
+ if (
+ message.tool_calls is not None
+ and message.tool_calls[0].function is not None
+ and message.tool_calls[0].function.arguments is not None
+ ):
+ # reponse is code
+ try:
+ return json.loads(message.tool_calls[0].function.arguments, strict=False)
+ except json.decoder.JSONDecodeError as e:
+ error_msg = (
+ f"Got JSONDecodeError for \n{'--'*40} \n{message.tool_calls[0].function.arguments}, {str(e)}"
+ )
+ logger.error(error_msg)
+ return self._parse_arguments(message.tool_calls[0].function.arguments)
+ elif message.tool_calls is None and message.content is not None:
+ # reponse is code, fix openai tools_call respond bug,
+ # The response content is `code``, but it appears in the content instead of the arguments.
+ code_formats = "```"
+ if message.content.startswith(code_formats) and message.content.endswith(code_formats):
+ code = CodeParser.parse_code(None, message.content)
+ return {"language": "python", "code": code}
+ # reponse is message
+ return {"language": "markdown", "code": self.get_choice_text(rsp)}
+ else:
+ logger.error(f"Failed to parse \n {rsp}\n")
+ raise Exception(f"Failed to parse \n {rsp}\n")
def get_choice_text(self, rsp: ChatCompletion) -> str:
"""Required to provide the first text of choice"""
@@ -206,31 +238,54 @@ class OpenAILLM(BaseLLM):
def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage:
usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0)
- if not CONFIG.calc_usage:
+ if not self.config.calc_usage:
return usage
try:
- usage.prompt_tokens = count_message_tokens(messages, self.model)
- usage.completion_tokens = count_string_tokens(rsp, self.model)
+ usage.prompt_tokens = count_message_tokens(messages, self.pricing_plan)
+ usage.completion_tokens = count_string_tokens(rsp, self.pricing_plan)
except Exception as e:
- logger.error(f"usage calculation failed: {e}")
+ logger.warning(f"usage calculation failed: {e}")
return usage
- @handle_exception
- def _update_costs(self, usage: CompletionUsage):
- if CONFIG.calc_usage and usage:
- CONFIG.cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model)
-
- def get_costs(self) -> Costs:
- return CONFIG.cost_manager.get_costs()
-
def _get_max_tokens(self, messages: list[dict]):
if not self.auto_max_tokens:
- return CONFIG.max_tokens_rsp
- return get_max_completion_tokens(messages, self.model, CONFIG.max_tokens_rsp)
+ return self.config.max_token
+ # FIXME
+ # https://community.openai.com/t/why-is-gpt-3-5-turbo-1106-max-tokens-limited-to-4096/494973/3
+ return min(get_max_completion_tokens(messages, self.model, self.config.max_token), 4096)
@handle_exception
async def amoderation(self, content: Union[str, list[str]]):
"""Moderate content."""
return await self.aclient.moderations.create(input=content)
+
+ async def atext_to_speech(self, **kwargs):
+ """text to speech"""
+ return await self.aclient.audio.speech.create(**kwargs)
+
+ async def aspeech_to_text(self, **kwargs):
+ """speech to text"""
+ return await self.aclient.audio.transcriptions.create(**kwargs)
+
+ async def gen_image(
+ self,
+ prompt: str,
+ size: str = "1024x1024",
+ quality: str = "standard",
+ model: str = None,
+ resp_format: str = "url",
+ ) -> list["Image"]:
+ """image generate"""
+ assert resp_format in ["url", "b64_json"]
+ if not model:
+ model = self.model
+ res = await self.aclient.images.generate(
+ model=model, prompt=prompt, size=size, quality=quality, n=1, response_format=resp_format
+ )
+ imgs = []
+ for item in res.data:
+ img_url_or_b64 = item.url if resp_format == "url" else item.b64_json
+ imgs.append(decode_image(img_url_or_b64))
+ return imgs
diff --git a/metagpt/provider/qianfan_api.py b/metagpt/provider/qianfan_api.py
new file mode 100644
index 000000000..50916fa3e
--- /dev/null
+++ b/metagpt/provider/qianfan_api.py
@@ -0,0 +1,131 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : llm api of qianfan from Baidu, supports ERNIE(wen xin yi yan) and opensource models
+import copy
+import os
+
+import qianfan
+from qianfan import ChatCompletion
+from qianfan.resources.typing import JsonBody
+
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.logs import log_llm_stream
+from metagpt.provider.base_llm import BaseLLM
+from metagpt.provider.llm_provider_registry import register_provider
+from metagpt.utils.cost_manager import CostManager
+from metagpt.utils.token_counter import (
+ QIANFAN_ENDPOINT_TOKEN_COSTS,
+ QIANFAN_MODEL_TOKEN_COSTS,
+)
+
+
+@register_provider(LLMType.QIANFAN)
+class QianFanLLM(BaseLLM):
+ """
+ Refs
+ Auth: https://cloud.baidu.com/doc/WENXINWORKSHOP/s/3lmokh7n6#%E3%80%90%E6%8E%A8%E8%8D%90%E3%80%91%E4%BD%BF%E7%94%A8%E5%AE%89%E5%85%A8%E8%AE%A4%E8%AF%81aksk%E9%89%B4%E6%9D%83%E8%B0%83%E7%94%A8%E6%B5%81%E7%A8%8B
+ Token Price: https://cloud.baidu.com/doc/WENXINWORKSHOP/s/hlrk4akp7#tokens%E5%90%8E%E4%BB%98%E8%B4%B9
+ Models: https://cloud.baidu.com/doc/WENXINWORKSHOP/s/wlmhm7vuo#%E5%AF%B9%E8%AF%9Dchat
+ https://cloud.baidu.com/doc/WENXINWORKSHOP/s/xlmokikxe#%E6%94%AF%E6%8C%81%E6%A8%A1%E5%9E%8B%E5%88%97%E8%A1%A8
+ """
+
+ def __init__(self, config: LLMConfig):
+ self.config = config
+ self.use_system_prompt = False # only some ERNIE-x related models support system_prompt
+ self.__init_qianfan()
+ self.cost_manager = CostManager(token_costs=self.token_costs)
+
+ def __init_qianfan(self):
+ if self.config.access_key and self.config.secret_key:
+ # for system level auth, use access_key and secret_key, recommended by official
+ # set environment variable due to official recommendation
+ os.environ.setdefault("QIANFAN_ACCESS_KEY", self.config.access_key)
+ os.environ.setdefault("QIANFAN_SECRET_KEY", self.config.secret_key)
+ elif self.config.api_key and self.config.secret_key:
+ # for application level auth, use api_key and secret_key
+ # set environment variable due to official recommendation
+ os.environ.setdefault("QIANFAN_AK", self.config.api_key)
+ os.environ.setdefault("QIANFAN_SK", self.config.secret_key)
+ else:
+ raise ValueError("Set the `access_key`&`secret_key` or `api_key`&`secret_key` first")
+
+ support_system_pairs = [
+ ("ERNIE-Bot-4", "completions_pro"), # (model, corresponding-endpoint)
+ ("ERNIE-Bot-8k", "ernie_bot_8k"),
+ ("ERNIE-Bot", "completions"),
+ ("ERNIE-Bot-turbo", "eb-instant"),
+ ("ERNIE-Speed", "ernie_speed"),
+ ("EB-turbo-AppBuilder", "ai_apaas"),
+ ]
+ if self.config.model in [pair[0] for pair in support_system_pairs]:
+ # only some ERNIE models support
+ self.use_system_prompt = True
+ if self.config.endpoint in [pair[1] for pair in support_system_pairs]:
+ self.use_system_prompt = True
+
+ assert not (self.config.model and self.config.endpoint), "Only set `model` or `endpoint` in the config"
+ assert self.config.model or self.config.endpoint, "Should set one of `model` or `endpoint` in the config"
+
+ self.token_costs = copy.deepcopy(QIANFAN_MODEL_TOKEN_COSTS)
+ self.token_costs.update(QIANFAN_ENDPOINT_TOKEN_COSTS)
+
+ # self deployed model on the cloud not to calculate usage, it charges resource pool rental fee
+ self.calc_usage = self.config.calc_usage and self.config.endpoint is None
+ self.aclient: ChatCompletion = qianfan.ChatCompletion()
+
+ def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict:
+ kwargs = {
+ "messages": messages,
+ "stream": stream,
+ }
+ if self.config.temperature > 0:
+ # different model has default temperature. only set when it's specified.
+ kwargs["temperature"] = self.config.temperature
+ if self.config.endpoint:
+ kwargs["endpoint"] = self.config.endpoint
+ elif self.config.model:
+ kwargs["model"] = self.config.model
+
+ if self.use_system_prompt:
+ # if the model support system prompt, extract and pass it
+ if messages[0]["role"] == "system":
+ kwargs["messages"] = messages[1:]
+ kwargs["system"] = messages[0]["content"] # set system prompt here
+ return kwargs
+
+ def _update_costs(self, usage: dict):
+ """update each request's token cost"""
+ model_or_endpoint = self.config.model or self.config.endpoint
+ local_calc_usage = model_or_endpoint in self.token_costs
+ super()._update_costs(usage, model_or_endpoint, local_calc_usage)
+
+ def get_choice_text(self, resp: JsonBody) -> str:
+ return resp.get("result", "")
+
+ def completion(self, messages: list[dict]) -> JsonBody:
+ resp = self.aclient.do(**self._const_kwargs(messages=messages, stream=False))
+ self._update_costs(resp.body.get("usage", {}))
+ return resp.body
+
+ async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> JsonBody:
+ resp = await self.aclient.ado(**self._const_kwargs(messages=messages, stream=False))
+ self._update_costs(resp.body.get("usage", {}))
+ return resp.body
+
+ async def acompletion(self, messages: list[dict], timeout: int = 3) -> JsonBody:
+ return await self._achat_completion(messages, timeout=timeout)
+
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ resp = await self.aclient.ado(**self._const_kwargs(messages=messages, stream=True))
+ collected_content = []
+ usage = {}
+ async for chunk in resp:
+ content = chunk.body.get("result", "")
+ usage = chunk.body.get("usage", {})
+ log_llm_stream(content)
+ collected_content.append(content)
+ log_llm_stream("\n")
+
+ self._update_costs(usage)
+ full_content = "".join(collected_content)
+ return full_content
diff --git a/metagpt/provider/spark_api.py b/metagpt/provider/spark_api.py
index ce889529a..882c6ce85 100644
--- a/metagpt/provider/spark_api.py
+++ b/metagpt/provider/spark_api.py
@@ -16,29 +16,36 @@ from wsgiref.handlers import format_date_time
import websocket # 使用websocket_client
-from metagpt.config import CONFIG, LLMProviderEnum
+from metagpt.configs.llm_config import LLMConfig, LLMType
from metagpt.logs import logger
from metagpt.provider.base_llm import BaseLLM
from metagpt.provider.llm_provider_registry import register_provider
-@register_provider(LLMProviderEnum.SPARK)
+@register_provider(LLMType.SPARK)
class SparkLLM(BaseLLM):
- def __init__(self):
- logger.warning("当前方法无法支持异步运行。当你使用acompletion时，并不能并行访问。")
+ def __init__(self, config: LLMConfig):
+ self.config = config
+ logger.warning("SparkLLM：当前方法无法支持异步运行。当你使用acompletion时，并不能并行访问。")
def get_choice_text(self, rsp: dict) -> str:
return rsp["payload"]["choices"]["text"][-1]["content"]
+ async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str:
+ pass
+
async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str:
# 不支持
- logger.error("该功能禁用。")
- w = GetMessageFromWeb(messages)
+ # logger.warning("当前方法无法支持异步运行。当你使用acompletion时，并不能并行访问。")
+ w = GetMessageFromWeb(messages, self.config)
return w.run()
+ async def _achat_completion(self, messages: list[dict], timeout=3):
+ pass
+
async def acompletion(self, messages: list[dict], timeout=3):
# 不支持异步
- w = GetMessageFromWeb(messages)
+ w = GetMessageFromWeb(messages, self.config)
return w.run()
@@ -89,14 +96,14 @@ class GetMessageFromWeb:
# 此处打印出建立连接时候的url,参考本demo的时候可取消上方打印的注释，比对相同参数时生成的url与自己代码生成的url是否一致
return url
- def __init__(self, text):
+ def __init__(self, text, config: LLMConfig):
self.text = text
self.ret = ""
- self.spark_appid = CONFIG.spark_appid
- self.spark_api_secret = CONFIG.spark_api_secret
- self.spark_api_key = CONFIG.spark_api_key
- self.domain = CONFIG.domain
- self.spark_url = CONFIG.spark_url
+ self.spark_appid = config.app_id
+ self.spark_api_secret = config.api_secret
+ self.spark_api_key = config.api_key
+ self.domain = config.domain
+ self.spark_url = config.base_url
def on_message(self, ws, message):
data = json.loads(message)
diff --git a/metagpt/provider/zhipuai/async_sse_client.py b/metagpt/provider/zhipuai/async_sse_client.py
index d7168202a..054865652 100644
--- a/metagpt/provider/zhipuai/async_sse_client.py
+++ b/metagpt/provider/zhipuai/async_sse_client.py
@@ -1,75 +1,31 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Desc : async_sse_client to make keep the use of Event to access response
-# refs to `https://github.com/zhipuai/zhipuai-sdk-python/blob/main/zhipuai/utils/sse_client.py`
+# refs to `zhipuai/core/_sse_client.py`
-from zhipuai.utils.sse_client import _FIELD_SEPARATOR, Event, SSEClient
+import json
+from typing import Any, Iterator
-class AsyncSSEClient(SSEClient):
- async def _aread(self):
- data = b""
+class AsyncSSEClient(object):
+ def __init__(self, event_source: Iterator[Any]):
+ self._event_source = event_source
+
+ async def stream(self) -> dict:
+ if isinstance(self._event_source, bytes):
+ raise RuntimeError(
+ f"Request failed, msg: {self._event_source.decode('utf-8')}, please ref to `https://open.bigmodel.cn/dev/api#error-code-v3`"
+ )
async for chunk in self._event_source:
- for line in chunk.splitlines(True):
- data += line
- if data.endswith((b"\r\r", b"\n\n", b"\r\n\r\n")):
- yield data
- data = b""
- if data:
- yield data
+ line = chunk.decode("utf-8")
+ if line.startswith(":") or not line:
+ return
- async def async_events(self):
- async for chunk in self._aread():
- event = Event()
- # Split before decoding so splitlines() only uses \r and \n
- for line in chunk.splitlines():
- # Decode the line.
- line = line.decode(self._char_enc)
-
- # Lines starting with a separator are comments and are to be
- # ignored.
- if not line.strip() or line.startswith(_FIELD_SEPARATOR):
- continue
-
- data = line.split(_FIELD_SEPARATOR, 1)
- field = data[0]
-
- # Ignore unknown fields.
- if field not in event.__dict__:
- self._logger.debug("Saw invalid field %s while parsing " "Server Side Event", field)
- continue
-
- if len(data) > 1:
- # From the spec:
- # "If value starts with a single U+0020 SPACE character,
- # remove it from value."
- if data[1].startswith(" "):
- value = data[1][1:]
- else:
- value = data[1]
- else:
- # If no value is present after the separator,
- # assume an empty value.
- value = ""
-
- # The data field may come over multiple lines and their values
- # are concatenated with each other.
- if field == "data":
- event.__dict__[field] += value + "\n"
- else:
- event.__dict__[field] = value
-
- # Events with no data are not dispatched.
- if not event.data:
- continue
-
- # If the data field ends with a newline, remove it.
- if event.data.endswith("\n"):
- event.data = event.data[0:-1]
-
- # Empty event names default to 'message'
- event.event = event.event or "message"
-
- # Dispatch the event
- self._logger.debug("Dispatching %s...", event)
- yield event
+ field, _p, value = line.partition(":")
+ if value.startswith(" "):
+ value = value[1:]
+ if field == "data":
+ if value.startswith("[DONE]"):
+ break
+ data = json.loads(value)
+ yield data
diff --git a/metagpt/provider/zhipuai/zhipu_model_api.py b/metagpt/provider/zhipuai/zhipu_model_api.py
index 16d4102d4..a7d49623a 100644
--- a/metagpt/provider/zhipuai/zhipu_model_api.py
+++ b/metagpt/provider/zhipuai/zhipu_model_api.py
@@ -4,46 +4,27 @@
import json
-import zhipuai
-from zhipuai.model_api.api import InvokeType, ModelAPI
-from zhipuai.utils.http_client import headers as zhipuai_default_headers
+from zhipuai import ZhipuAI
+from zhipuai.core._http_client import ZHIPUAI_DEFAULT_TIMEOUT
from metagpt.provider.general_api_requestor import GeneralAPIRequestor
from metagpt.provider.zhipuai.async_sse_client import AsyncSSEClient
-class ZhiPuModelAPI(ModelAPI):
- @classmethod
- def get_header(cls) -> dict:
- token = cls._generate_token()
- zhipuai_default_headers.update({"Authorization": token})
- return zhipuai_default_headers
-
- @classmethod
- def get_sse_header(cls) -> dict:
- token = cls._generate_token()
- headers = {"Authorization": token}
- return headers
-
- @classmethod
- def split_zhipu_api_url(cls, invoke_type: InvokeType, kwargs):
+class ZhiPuModelAPI(ZhipuAI):
+ def split_zhipu_api_url(self):
# use this method to prevent zhipu api upgrading to different version.
# and follow the GeneralAPIRequestor implemented based on openai sdk
- zhipu_api_url = cls._build_api_url(kwargs, invoke_type)
- """
- example:
- zhipu_api_url: https://open.bigmodel.cn/api/paas/v3/model-api/{model}/{invoke_method}
- """
+ zhipu_api_url = "https://open.bigmodel.cn/api/paas/v4/chat/completions"
arr = zhipu_api_url.split("/api/")
- # ("https://open.bigmodel.cn/api" , "/paas/v3/model-api/chatglm_turbo/invoke")
+ # ("https://open.bigmodel.cn/api" , "/paas/v4/chat/completions")
return f"{arr[0]}/api", f"/{arr[1]}"
- @classmethod
- async def arequest(cls, invoke_type: InvokeType, stream: bool, method: str, headers: dict, kwargs):
+ async def arequest(self, stream: bool, method: str, headers: dict, kwargs):
# TODO to make the async request to be more generic for models in http mode.
assert method in ["post", "get"]
- base_url, url = cls.split_zhipu_api_url(invoke_type, kwargs)
+ base_url, url = self.split_zhipu_api_url()
requester = GeneralAPIRequestor(base_url=base_url)
result, _, api_key = await requester.arequest(
method=method,
@@ -51,25 +32,23 @@ class ZhiPuModelAPI(ModelAPI):
headers=headers,
stream=stream,
params=kwargs,
- request_timeout=zhipuai.api_timeout_seconds,
+ request_timeout=ZHIPUAI_DEFAULT_TIMEOUT.read,
)
return result
- @classmethod
- async def ainvoke(cls, **kwargs) -> dict:
+ async def acreate(self, **kwargs) -> dict:
"""async invoke different from raw method `async_invoke` which get the final result by task_id"""
- headers = cls.get_header()
- resp = await cls.arequest(
- invoke_type=InvokeType.SYNC, stream=False, method="post", headers=headers, kwargs=kwargs
- )
+ headers = self._default_headers
+ resp = await self.arequest(stream=False, method="post", headers=headers, kwargs=kwargs)
resp = resp.decode("utf-8")
resp = json.loads(resp)
+ if "error" in resp:
+ raise RuntimeError(
+ f"Request failed, msg: {resp}, please ref to `https://open.bigmodel.cn/dev/api#error-code-v3`"
+ )
return resp
- @classmethod
- async def asse_invoke(cls, **kwargs) -> AsyncSSEClient:
+ async def acreate_stream(self, **kwargs) -> AsyncSSEClient:
"""async sse_invoke"""
- headers = cls.get_sse_header()
- return AsyncSSEClient(
- await cls.arequest(invoke_type=InvokeType.SSE, stream=True, method="post", headers=headers, kwargs=kwargs)
- )
+ headers = self._default_headers
+ return AsyncSSEClient(await self.arequest(stream=True, method="post", headers=headers, kwargs=kwargs))
diff --git a/metagpt/provider/zhipuai_api.py b/metagpt/provider/zhipuai_api.py
index e1ccf0de5..14ad1a36b 100644
--- a/metagpt/provider/zhipuai_api.py
+++ b/metagpt/provider/zhipuai_api.py
@@ -2,26 +2,17 @@
# -*- coding: utf-8 -*-
# @Desc : zhipuai LLM from https://open.bigmodel.cn/dev/api#sdk
-import json
from enum import Enum
+from typing import Optional
-import openai
-import zhipuai
-from requests import ConnectionError
-from tenacity import (
- after_log,
- retry,
- retry_if_exception_type,
- stop_after_attempt,
- wait_random_exponential,
-)
+from zhipuai.types.chat.chat_completion import Completion
-from metagpt.config import CONFIG, LLMProviderEnum
-from metagpt.logs import log_llm_stream, logger
+from metagpt.configs.llm_config import LLMConfig, LLMType
+from metagpt.logs import log_llm_stream
from metagpt.provider.base_llm import BaseLLM
from metagpt.provider.llm_provider_registry import register_provider
-from metagpt.provider.openai_api import log_and_reraise
from metagpt.provider.zhipuai.zhipu_model_api import ZhiPuModelAPI
+from metagpt.utils.cost_manager import CostManager
class ZhiPuEvent(Enum):
@@ -31,57 +22,38 @@ class ZhiPuEvent(Enum):
FINISH = "finish"
-@register_provider(LLMProviderEnum.ZHIPUAI)
+@register_provider(LLMType.ZHIPUAI)
class ZhiPuAILLM(BaseLLM):
"""
Refs to `https://open.bigmodel.cn/dev/api#chatglm_turbo`
- From now, there is only one model named `chatglm_turbo`
+ From now, support glm-3-turbo、glm-4, and also system_prompt.
"""
- def __init__(self):
- self.__init_zhipuai(CONFIG)
- self.llm = ZhiPuModelAPI
- self.model = "chatglm_turbo" # so far only one model, just use it
- self.use_system_prompt: bool = False # zhipuai has no system prompt when use api
+ def __init__(self, config: LLMConfig):
+ self.config = config
+ self.__init_zhipuai()
+ self.cost_manager: Optional[CostManager] = None
- def __init_zhipuai(self, config: CONFIG):
- assert config.zhipuai_api_key
- zhipuai.api_key = config.zhipuai_api_key
- # due to use openai sdk, set the api_key but it will't be used.
- # openai.api_key = zhipuai.api_key # due to use openai sdk, set the api_key but it will't be used.
- if config.openai_proxy:
- # FIXME: openai v1.x sdk has no proxy support
- openai.proxy = config.openai_proxy
+ def __init_zhipuai(self):
+ assert self.config.api_key
+ self.api_key = self.config.api_key
+ self.model = self.config.model # so far, it support glm-3-turbo、glm-4
+ self.pricing_plan = self.config.pricing_plan or self.model
+ self.llm = ZhiPuModelAPI(api_key=self.api_key)
- def _const_kwargs(self, messages: list[dict]) -> dict:
- kwargs = {"model": self.model, "prompt": messages, "temperature": 0.3}
+ def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict:
+ kwargs = {"model": self.model, "messages": messages, "stream": stream, "temperature": 0.3}
return kwargs
- def _update_costs(self, usage: dict):
- """update each request's token cost"""
- if CONFIG.calc_usage:
- try:
- prompt_tokens = int(usage.get("prompt_tokens", 0))
- completion_tokens = int(usage.get("completion_tokens", 0))
- CONFIG.cost_manager.update_cost(prompt_tokens, completion_tokens, self.model)
- except Exception as e:
- logger.error(f"zhipuai updats costs failed! exp: {e}")
-
- def get_choice_text(self, resp: dict) -> str:
- """get the first text of choice from llm response"""
- assist_msg = resp.get("data", {}).get("choices", [{"role": "error"}])[-1]
- assert assist_msg["role"] == "assistant"
- return assist_msg.get("content")
-
def completion(self, messages: list[dict], timeout=3) -> dict:
- resp = self.llm.invoke(**self._const_kwargs(messages))
- usage = resp.get("data").get("usage")
+ resp: Completion = self.llm.chat.completions.create(**self._const_kwargs(messages))
+ usage = resp.usage.model_dump()
self._update_costs(usage)
- return resp
+ return resp.model_dump()
async def _achat_completion(self, messages: list[dict], timeout=3) -> dict:
- resp = await self.llm.ainvoke(**self._const_kwargs(messages))
- usage = resp.get("data").get("usage")
+ resp = await self.llm.acreate(**self._const_kwargs(messages))
+ usage = resp.get("usage", {})
self._update_costs(usage)
return resp
@@ -89,51 +61,20 @@ class ZhiPuAILLM(BaseLLM):
return await self._achat_completion(messages, timeout=timeout)
async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> str:
- response = await self.llm.asse_invoke(**self._const_kwargs(messages))
+ response = await self.llm.acreate_stream(**self._const_kwargs(messages, stream=True))
collected_content = []
usage = {}
- async for event in response.async_events():
- if event.event == ZhiPuEvent.ADD.value:
- content = event.data
+ async for chunk in response.stream():
+ finish_reason = chunk.get("choices")[0].get("finish_reason")
+ if finish_reason == "stop":
+ usage = chunk.get("usage", {})
+ else:
+ content = self.get_choice_delta_text(chunk)
collected_content.append(content)
log_llm_stream(content)
- elif event.event == ZhiPuEvent.ERROR.value or event.event == ZhiPuEvent.INTERRUPTED.value:
- content = event.data
- logger.error(f"event error: {content}", end="")
- elif event.event == ZhiPuEvent.FINISH.value:
- """
- event.meta
- {
- "task_status":"SUCCESS",
- "usage":{
- "completion_tokens":351,
- "prompt_tokens":595,
- "total_tokens":946
- },
- "task_id":"xx",
- "request_id":"xxx"
- }
- """
- meta = json.loads(event.meta)
- usage = meta.get("usage")
- else:
- print(f"zhipuapi else event: {event.data}", end="")
+
log_llm_stream("\n")
self._update_costs(usage)
full_content = "".join(collected_content)
return full_content
-
- @retry(
- stop=stop_after_attempt(3),
- wait=wait_random_exponential(min=1, max=60),
- after=after_log(logger, logger.level("WARNING").name),
- retry=retry_if_exception_type(ConnectionError),
- retry_error_callback=log_and_reraise,
- )
- async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str:
- """response in async with stream or non-stream mode"""
- if stream:
- return await self._achat_completion_stream(messages)
- resp = await self._achat_completion(messages)
- return self.get_choice_text(resp)
diff --git a/metagpt/rag/__init__.py b/metagpt/rag/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/metagpt/rag/engines/__init__.py b/metagpt/rag/engines/__init__.py
new file mode 100644
index 000000000..373181384
--- /dev/null
+++ b/metagpt/rag/engines/__init__.py
@@ -0,0 +1,5 @@
+"""Engines init"""
+
+from metagpt.rag.engines.simple import SimpleEngine
+
+__all__ = ["SimpleEngine"]
diff --git a/metagpt/rag/engines/simple.py b/metagpt/rag/engines/simple.py
new file mode 100644
index 000000000..02f9ca7b1
--- /dev/null
+++ b/metagpt/rag/engines/simple.py
@@ -0,0 +1,259 @@
+"""Simple Engine."""
+
+import json
+import os
+from typing import Any, Optional, Union
+
+from llama_index.core import SimpleDirectoryReader, VectorStoreIndex
+from llama_index.core.callbacks.base import CallbackManager
+from llama_index.core.embeddings import BaseEmbedding
+from llama_index.core.embeddings.mock_embed_model import MockEmbedding
+from llama_index.core.indices.base import BaseIndex
+from llama_index.core.ingestion.pipeline import run_transformations
+from llama_index.core.llms import LLM
+from llama_index.core.node_parser import SentenceSplitter
+from llama_index.core.postprocessor.types import BaseNodePostprocessor
+from llama_index.core.query_engine import RetrieverQueryEngine
+from llama_index.core.response_synthesizers import (
+ BaseSynthesizer,
+ get_response_synthesizer,
+)
+from llama_index.core.retrievers import BaseRetriever
+from llama_index.core.schema import (
+ BaseNode,
+ Document,
+ NodeWithScore,
+ QueryBundle,
+ QueryType,
+ TransformComponent,
+)
+
+from metagpt.rag.factories import (
+ get_index,
+ get_rag_embedding,
+ get_rag_llm,
+ get_rankers,
+ get_retriever,
+)
+from metagpt.rag.interface import NoEmbedding, RAGObject
+from metagpt.rag.retrievers.base import ModifiableRAGRetriever, PersistableRAGRetriever
+from metagpt.rag.retrievers.hybrid_retriever import SimpleHybridRetriever
+from metagpt.rag.schema import (
+ BaseIndexConfig,
+ BaseRankerConfig,
+ BaseRetrieverConfig,
+ BM25RetrieverConfig,
+ ObjectNode,
+)
+from metagpt.utils.common import import_class
+
+
+class SimpleEngine(RetrieverQueryEngine):
+ """SimpleEngine is designed to be simple and straightforward.
+
+ It is a lightweight and easy-to-use search engine that integrates
+ document reading, embedding, indexing, retrieving, and ranking functionalities
+ into a single, straightforward workflow. It is designed to quickly set up a
+ search engine from a collection of documents.
+ """
+
+ def __init__(
+ self,
+ retriever: BaseRetriever,
+ response_synthesizer: Optional[BaseSynthesizer] = None,
+ node_postprocessors: Optional[list[BaseNodePostprocessor]] = None,
+ callback_manager: Optional[CallbackManager] = None,
+ index: Optional[BaseIndex] = None,
+ ) -> None:
+ super().__init__(
+ retriever=retriever,
+ response_synthesizer=response_synthesizer,
+ node_postprocessors=node_postprocessors,
+ callback_manager=callback_manager,
+ )
+ self.index = index
+
+ @classmethod
+ def from_docs(
+ cls,
+ input_dir: str = None,
+ input_files: list[str] = None,
+ transformations: Optional[list[TransformComponent]] = None,
+ embed_model: BaseEmbedding = None,
+ llm: LLM = None,
+ retriever_configs: list[BaseRetrieverConfig] = None,
+ ranker_configs: list[BaseRankerConfig] = None,
+ ) -> "SimpleEngine":
+ """From docs.
+
+ Must provide either `input_dir` or `input_files`.
+
+ Args:
+ input_dir: Path to the directory.
+ input_files: List of file paths to read (Optional; overrides input_dir, exclude).
+ transformations: Parse documents to nodes. Default [SentenceSplitter].
+ embed_model: Parse nodes to embedding. Must supported by llama index. Default OpenAIEmbedding.
+ llm: Must supported by llama index. Default OpenAI.
+ retriever_configs: Configuration for retrievers. If more than one config, will use SimpleHybridRetriever.
+ ranker_configs: Configuration for rankers.
+ """
+ if not input_dir and not input_files:
+ raise ValueError("Must provide either `input_dir` or `input_files`.")
+
+ documents = SimpleDirectoryReader(input_dir=input_dir, input_files=input_files).load_data()
+ cls._fix_document_metadata(documents)
+
+ index = VectorStoreIndex.from_documents(
+ documents=documents,
+ transformations=transformations or [SentenceSplitter()],
+ embed_model=cls._resolve_embed_model(embed_model, retriever_configs),
+ )
+ return cls._from_index(index, llm=llm, retriever_configs=retriever_configs, ranker_configs=ranker_configs)
+
+ @classmethod
+ def from_objs(
+ cls,
+ objs: Optional[list[RAGObject]] = None,
+ transformations: Optional[list[TransformComponent]] = None,
+ embed_model: BaseEmbedding = None,
+ llm: LLM = None,
+ retriever_configs: list[BaseRetrieverConfig] = None,
+ ranker_configs: list[BaseRankerConfig] = None,
+ ) -> "SimpleEngine":
+ """From objs.
+
+ Args:
+ objs: List of RAGObject.
+ transformations: Parse documents to nodes. Default [SentenceSplitter].
+ embed_model: Parse nodes to embedding. Must supported by llama index. Default OpenAIEmbedding.
+ llm: Must supported by llama index. Default OpenAI.
+ retriever_configs: Configuration for retrievers. If more than one config, will use SimpleHybridRetriever.
+ ranker_configs: Configuration for rankers.
+ """
+ if not objs and any(isinstance(config, BM25RetrieverConfig) for config in retriever_configs):
+ raise ValueError("In BM25RetrieverConfig, Objs must not be empty.")
+
+ objs = objs or []
+ nodes = [ObjectNode(text=obj.rag_key(), metadata=ObjectNode.get_obj_metadata(obj)) for obj in objs]
+ index = VectorStoreIndex(
+ nodes=nodes,
+ transformations=transformations or [SentenceSplitter()],
+ embed_model=cls._resolve_embed_model(embed_model, retriever_configs),
+ )
+ return cls._from_index(index, llm=llm, retriever_configs=retriever_configs, ranker_configs=ranker_configs)
+
+ @classmethod
+ def from_index(
+ cls,
+ index_config: BaseIndexConfig,
+ embed_model: BaseEmbedding = None,
+ llm: LLM = None,
+ retriever_configs: list[BaseRetrieverConfig] = None,
+ ranker_configs: list[BaseRankerConfig] = None,
+ ) -> "SimpleEngine":
+ """Load from previously maintained index by self.persist(), index_config contains persis_path."""
+ index = get_index(index_config, embed_model=cls._resolve_embed_model(embed_model, [index_config]))
+ return cls._from_index(index, llm=llm, retriever_configs=retriever_configs, ranker_configs=ranker_configs)
+
+ async def asearch(self, content: str, **kwargs) -> str:
+ """Inplement tools.SearchInterface"""
+ return await self.aquery(content)
+
+ async def aretrieve(self, query: QueryType) -> list[NodeWithScore]:
+ """Allow query to be str."""
+ query_bundle = QueryBundle(query) if isinstance(query, str) else query
+
+ nodes = await super().aretrieve(query_bundle)
+ self._try_reconstruct_obj(nodes)
+ return nodes
+
+ def add_docs(self, input_files: list[str]):
+ """Add docs to retriever. retriever must has add_nodes func."""
+ self._ensure_retriever_modifiable()
+
+ documents = SimpleDirectoryReader(input_files=input_files).load_data()
+ self._fix_document_metadata(documents)
+
+ nodes = run_transformations(documents, transformations=self.index._transformations)
+ self._save_nodes(nodes)
+
+ def add_objs(self, objs: list[RAGObject]):
+ """Adds objects to the retriever, storing each object's original form in metadata for future reference."""
+ self._ensure_retriever_modifiable()
+
+ nodes = [ObjectNode(text=obj.rag_key(), metadata=ObjectNode.get_obj_metadata(obj)) for obj in objs]
+ self._save_nodes(nodes)
+
+ def persist(self, persist_dir: Union[str, os.PathLike], **kwargs):
+ """Persist."""
+ self._ensure_retriever_persistable()
+
+ self._persist(str(persist_dir), **kwargs)
+
+ @classmethod
+ def _from_index(
+ cls,
+ index: BaseIndex,
+ llm: LLM = None,
+ retriever_configs: list[BaseRetrieverConfig] = None,
+ ranker_configs: list[BaseRankerConfig] = None,
+ ) -> "SimpleEngine":
+ llm = llm or get_rag_llm()
+ retriever = get_retriever(configs=retriever_configs, index=index) # Default index.as_retriever
+ rankers = get_rankers(configs=ranker_configs, llm=llm) # Default []
+
+ return cls(
+ retriever=retriever,
+ node_postprocessors=rankers,
+ response_synthesizer=get_response_synthesizer(llm=llm),
+ index=index,
+ )
+
+ def _ensure_retriever_modifiable(self):
+ self._ensure_retriever_of_type(ModifiableRAGRetriever)
+
+ def _ensure_retriever_persistable(self):
+ self._ensure_retriever_of_type(PersistableRAGRetriever)
+
+ def _ensure_retriever_of_type(self, required_type: BaseRetriever):
+ """Ensure that self.retriever is required_type, or at least one of its components, if it's a SimpleHybridRetriever.
+
+ Args:
+ required_type: The class that the retriever is expected to be an instance of.
+ """
+ if isinstance(self.retriever, SimpleHybridRetriever):
+ if not any(isinstance(r, required_type) for r in self.retriever.retrievers):
+ raise TypeError(
+ f"Must have at least one retriever of type {required_type.__name__} in SimpleHybridRetriever"
+ )
+
+ if not isinstance(self.retriever, required_type):
+ raise TypeError(f"The retriever is not of type {required_type.__name__}: {type(self.retriever)}")
+
+ def _save_nodes(self, nodes: list[BaseNode]):
+ self.retriever.add_nodes(nodes)
+
+ def _persist(self, persist_dir: str, **kwargs):
+ self.retriever.persist(persist_dir, **kwargs)
+
+ @staticmethod
+ def _try_reconstruct_obj(nodes: list[NodeWithScore]):
+ """If node is object, then dynamically reconstruct object, and save object to node.metadata["obj"]."""
+ for node in nodes:
+ if node.metadata.get("is_obj", False):
+ obj_cls = import_class(node.metadata["obj_cls_name"], node.metadata["obj_mod_name"])
+ obj_dict = json.loads(node.metadata["obj_json"])
+ node.metadata["obj"] = obj_cls(**obj_dict)
+
+ @staticmethod
+ def _fix_document_metadata(documents: list[Document]):
+ """LlamaIndex keep metadata['file_path'], which is unnecessary, maybe deleted in the near future."""
+ for doc in documents:
+ doc.excluded_embed_metadata_keys.append("file_path")
+
+ @staticmethod
+ def _resolve_embed_model(embed_model: BaseEmbedding = None, configs: list[Any] = None) -> BaseEmbedding:
+ if configs and all(isinstance(c, NoEmbedding) for c in configs):
+ return MockEmbedding(embed_dim=1)
+
+ return embed_model or get_rag_embedding()
diff --git a/metagpt/rag/factories/__init__.py b/metagpt/rag/factories/__init__.py
new file mode 100644
index 000000000..caa35405f
--- /dev/null
+++ b/metagpt/rag/factories/__init__.py
@@ -0,0 +1,9 @@
+"""RAG factories"""
+
+from metagpt.rag.factories.retriever import get_retriever
+from metagpt.rag.factories.ranker import get_rankers
+from metagpt.rag.factories.embedding import get_rag_embedding
+from metagpt.rag.factories.index import get_index
+from metagpt.rag.factories.llm import get_rag_llm
+
+__all__ = ["get_retriever", "get_rankers", "get_rag_embedding", "get_index", "get_rag_llm"]
diff --git a/metagpt/rag/factories/base.py b/metagpt/rag/factories/base.py
new file mode 100644
index 000000000..8f8155914
--- /dev/null
+++ b/metagpt/rag/factories/base.py
@@ -0,0 +1,59 @@
+"""Base Factory."""
+
+from typing import Any, Callable
+
+
+class GenericFactory:
+ """Designed to get objects based on any keys."""
+
+ def __init__(self, creators: dict[Any, Callable] = None):
+ """Creators is a dictionary.
+
+ Keys are identifiers, and the values are the associated creator function, which create objects.
+ """
+ self._creators = creators or {}
+
+ def get_instances(self, keys: list[Any], **kwargs) -> list[Any]:
+ """Get instances by keys."""
+ return [self.get_instance(key, **kwargs) for key in keys]
+
+ def get_instance(self, key: Any, **kwargs) -> Any:
+ """Get instance by key.
+
+ Raise Exception if key not found.
+ """
+ creator = self._creators.get(key)
+ if creator:
+ return creator(**kwargs)
+
+ raise ValueError(f"Creator not registered for key: {key}")
+
+
+class ConfigBasedFactory(GenericFactory):
+ """Designed to get objects based on object type."""
+
+ def get_instance(self, key: Any, **kwargs) -> Any:
+ """Key is config, such as a pydantic model.
+
+ Call func by the type of key, and the key will be passed to func.
+ """
+ creator = self._creators.get(type(key))
+ if creator:
+ return creator(key, **kwargs)
+
+ raise ValueError(f"Unknown config: {key}")
+
+ @staticmethod
+ def _val_from_config_or_kwargs(key: str, config: object = None, **kwargs) -> Any:
+ """It prioritizes the configuration object's value unless it is None, in which case it looks into kwargs."""
+ if config is not None and hasattr(config, key):
+ val = getattr(config, key)
+ if val is not None:
+ return val
+
+ if key in kwargs:
+ return kwargs[key]
+
+ raise KeyError(
+ f"The key '{key}' is required but not provided in either configuration object or keyword arguments."
+ )
diff --git a/metagpt/rag/factories/embedding.py b/metagpt/rag/factories/embedding.py
new file mode 100644
index 000000000..4247db256
--- /dev/null
+++ b/metagpt/rag/factories/embedding.py
@@ -0,0 +1,37 @@
+"""RAG Embedding Factory."""
+
+from llama_index.core.embeddings import BaseEmbedding
+from llama_index.embeddings.azure_openai import AzureOpenAIEmbedding
+from llama_index.embeddings.openai import OpenAIEmbedding
+
+from metagpt.config2 import config
+from metagpt.configs.llm_config import LLMType
+from metagpt.rag.factories.base import GenericFactory
+
+
+class RAGEmbeddingFactory(GenericFactory):
+ """Create LlamaIndex Embedding with MetaGPT's config."""
+
+ def __init__(self):
+ creators = {
+ LLMType.OPENAI: self._create_openai,
+ LLMType.AZURE: self._create_azure,
+ }
+ super().__init__(creators)
+
+ def get_rag_embedding(self, key: LLMType = None) -> BaseEmbedding:
+ """Key is LLMType, default use config.llm.api_type."""
+ return super().get_instance(key or config.llm.api_type)
+
+ def _create_openai(self):
+ return OpenAIEmbedding(api_key=config.llm.api_key, api_base=config.llm.base_url)
+
+ def _create_azure(self):
+ return AzureOpenAIEmbedding(
+ azure_endpoint=config.llm.base_url,
+ api_key=config.llm.api_key,
+ api_version=config.llm.api_version,
+ )
+
+
+get_rag_embedding = RAGEmbeddingFactory().get_rag_embedding
diff --git a/metagpt/rag/factories/index.py b/metagpt/rag/factories/index.py
new file mode 100644
index 000000000..6aad695e7
--- /dev/null
+++ b/metagpt/rag/factories/index.py
@@ -0,0 +1,63 @@
+"""RAG Index Factory."""
+
+import chromadb
+from llama_index.core import StorageContext, VectorStoreIndex, load_index_from_storage
+from llama_index.core.embeddings import BaseEmbedding
+from llama_index.core.indices.base import BaseIndex
+from llama_index.vector_stores.faiss import FaissVectorStore
+
+from metagpt.rag.factories.base import ConfigBasedFactory
+from metagpt.rag.schema import (
+ BaseIndexConfig,
+ BM25IndexConfig,
+ ChromaIndexConfig,
+ FAISSIndexConfig,
+)
+from metagpt.rag.vector_stores.chroma import ChromaVectorStore
+
+
+class RAGIndexFactory(ConfigBasedFactory):
+ def __init__(self):
+ creators = {
+ FAISSIndexConfig: self._create_faiss,
+ ChromaIndexConfig: self._create_chroma,
+ BM25IndexConfig: self._create_bm25,
+ }
+ super().__init__(creators)
+
+ def get_index(self, config: BaseIndexConfig, **kwargs) -> BaseIndex:
+ """Key is PersistType."""
+ return super().get_instance(config, **kwargs)
+
+ def _create_faiss(self, config: FAISSIndexConfig, **kwargs) -> VectorStoreIndex:
+ embed_model = self._extract_embed_model(config, **kwargs)
+
+ vector_store = FaissVectorStore.from_persist_dir(str(config.persist_path))
+ storage_context = StorageContext.from_defaults(vector_store=vector_store, persist_dir=config.persist_path)
+ index = load_index_from_storage(storage_context=storage_context, embed_model=embed_model)
+ return index
+
+ def _create_chroma(self, config: ChromaIndexConfig, **kwargs) -> VectorStoreIndex:
+ embed_model = self._extract_embed_model(config, **kwargs)
+
+ db = chromadb.PersistentClient(str(config.persist_path))
+ chroma_collection = db.get_or_create_collection(config.collection_name)
+ vector_store = ChromaVectorStore(chroma_collection=chroma_collection)
+ index = VectorStoreIndex.from_vector_store(
+ vector_store,
+ embed_model=embed_model,
+ )
+ return index
+
+ def _create_bm25(self, config: BM25IndexConfig, **kwargs) -> VectorStoreIndex:
+ embed_model = self._extract_embed_model(config, **kwargs)
+
+ storage_context = StorageContext.from_defaults(persist_dir=config.persist_path)
+ index = load_index_from_storage(storage_context=storage_context, embed_model=embed_model)
+ return index
+
+ def _extract_embed_model(self, config, **kwargs) -> BaseEmbedding:
+ return self._val_from_config_or_kwargs("embed_model", config, **kwargs)
+
+
+get_index = RAGIndexFactory().get_index
diff --git a/metagpt/rag/factories/llm.py b/metagpt/rag/factories/llm.py
new file mode 100644
index 000000000..1cdbab14d
--- /dev/null
+++ b/metagpt/rag/factories/llm.py
@@ -0,0 +1,54 @@
+"""RAG LLM."""
+
+from typing import Any
+
+from llama_index.core.constants import DEFAULT_CONTEXT_WINDOW
+from llama_index.core.llms import (
+ CompletionResponse,
+ CompletionResponseGen,
+ CustomLLM,
+ LLMMetadata,
+)
+from llama_index.core.llms.callbacks import llm_completion_callback
+from pydantic import Field
+
+from metagpt.config2 import config
+from metagpt.llm import LLM
+from metagpt.provider.base_llm import BaseLLM
+from metagpt.utils.async_helper import run_coroutine_in_new_loop
+from metagpt.utils.token_counter import TOKEN_MAX
+
+
+class RAGLLM(CustomLLM):
+ """LlamaIndex's LLM is different from MetaGPT's LLM.
+
+ Inherit CustomLLM from llamaindex, making MetaGPT's LLM can be used by LlamaIndex.
+ """
+
+ model_infer: BaseLLM = Field(..., description="The MetaGPT's LLM.")
+ context_window: int = TOKEN_MAX.get(config.llm.model, DEFAULT_CONTEXT_WINDOW)
+ num_output: int = config.llm.max_token
+ model_name: str = config.llm.model
+
+ @property
+ def metadata(self) -> LLMMetadata:
+ """Get LLM metadata."""
+ return LLMMetadata(context_window=self.context_window, num_output=self.num_output, model_name=self.model_name)
+
+ @llm_completion_callback()
+ def complete(self, prompt: str, **kwargs: Any) -> CompletionResponse:
+ return run_coroutine_in_new_loop(self.acomplete(prompt, **kwargs))
+
+ @llm_completion_callback()
+ async def acomplete(self, prompt: str, formatted: bool = False, **kwargs: Any) -> CompletionResponse:
+ text = await self.model_infer.aask(msg=prompt, stream=False)
+ return CompletionResponse(text=text)
+
+ @llm_completion_callback()
+ def stream_complete(self, prompt: str, **kwargs: Any) -> CompletionResponseGen:
+ ...
+
+
+def get_rag_llm(model_infer: BaseLLM = None) -> RAGLLM:
+ """Get llm that can be used by LlamaIndex."""
+ return RAGLLM(model_infer=model_infer or LLM())
diff --git a/metagpt/rag/factories/ranker.py b/metagpt/rag/factories/ranker.py
new file mode 100644
index 000000000..f05599e15
--- /dev/null
+++ b/metagpt/rag/factories/ranker.py
@@ -0,0 +1,35 @@
+"""RAG Ranker Factory."""
+
+from llama_index.core.llms import LLM
+from llama_index.core.postprocessor import LLMRerank
+from llama_index.core.postprocessor.types import BaseNodePostprocessor
+
+from metagpt.rag.factories.base import ConfigBasedFactory
+from metagpt.rag.schema import BaseRankerConfig, LLMRankerConfig
+
+
+class RankerFactory(ConfigBasedFactory):
+ """Modify creators for dynamically instance implementation."""
+
+ def __init__(self):
+ creators = {
+ LLMRankerConfig: self._create_llm_ranker,
+ }
+ super().__init__(creators)
+
+ def get_rankers(self, configs: list[BaseRankerConfig] = None, **kwargs) -> list[BaseNodePostprocessor]:
+ """Creates and returns a retriever instance based on the provided configurations."""
+ if not configs:
+ return []
+
+ return super().get_instances(configs, **kwargs)
+
+ def _create_llm_ranker(self, config: LLMRankerConfig, **kwargs) -> LLMRerank:
+ config.llm = self._extract_llm(config, **kwargs)
+ return LLMRerank(**config.model_dump())
+
+ def _extract_llm(self, config: BaseRankerConfig = None, **kwargs) -> LLM:
+ return self._val_from_config_or_kwargs("llm", config, **kwargs)
+
+
+get_rankers = RankerFactory().get_rankers
diff --git a/metagpt/rag/factories/retriever.py b/metagpt/rag/factories/retriever.py
new file mode 100644
index 000000000..ba48c753e
--- /dev/null
+++ b/metagpt/rag/factories/retriever.py
@@ -0,0 +1,86 @@
+"""RAG Retriever Factory."""
+
+import copy
+
+import chromadb
+import faiss
+from llama_index.core import StorageContext, VectorStoreIndex
+from llama_index.core.vector_stores.types import BasePydanticVectorStore
+from llama_index.vector_stores.faiss import FaissVectorStore
+
+from metagpt.rag.factories.base import ConfigBasedFactory
+from metagpt.rag.retrievers.base import RAGRetriever
+from metagpt.rag.retrievers.bm25_retriever import DynamicBM25Retriever
+from metagpt.rag.retrievers.chroma_retriever import ChromaRetriever
+from metagpt.rag.retrievers.faiss_retriever import FAISSRetriever
+from metagpt.rag.retrievers.hybrid_retriever import SimpleHybridRetriever
+from metagpt.rag.schema import (
+ BaseRetrieverConfig,
+ BM25RetrieverConfig,
+ ChromaRetrieverConfig,
+ FAISSRetrieverConfig,
+ IndexRetrieverConfig,
+)
+from metagpt.rag.vector_stores.chroma import ChromaVectorStore
+
+
+class RetrieverFactory(ConfigBasedFactory):
+ """Modify creators for dynamically instance implementation."""
+
+ def __init__(self):
+ creators = {
+ FAISSRetrieverConfig: self._create_faiss_retriever,
+ BM25RetrieverConfig: self._create_bm25_retriever,
+ ChromaRetrieverConfig: self._create_chroma_retriever,
+ }
+ super().__init__(creators)
+
+ def get_retriever(self, configs: list[BaseRetrieverConfig] = None, **kwargs) -> RAGRetriever:
+ """Creates and returns a retriever instance based on the provided configurations.
+
+ If multiple retrievers, using SimpleHybridRetriever.
+ """
+ if not configs:
+ return self._create_default(**kwargs)
+
+ retrievers = super().get_instances(configs, **kwargs)
+
+ return SimpleHybridRetriever(*retrievers) if len(retrievers) > 1 else retrievers[0]
+
+ def _create_default(self, **kwargs) -> RAGRetriever:
+ return self._extract_index(**kwargs).as_retriever()
+
+ def _create_faiss_retriever(self, config: FAISSRetrieverConfig, **kwargs) -> FAISSRetriever:
+ vector_store = FaissVectorStore(faiss_index=faiss.IndexFlatL2(config.dimensions))
+ config.index = self._build_index_from_vector_store(config, vector_store, **kwargs)
+ return FAISSRetriever(**config.model_dump())
+
+ def _create_bm25_retriever(self, config: BM25RetrieverConfig, **kwargs) -> DynamicBM25Retriever:
+ config.index = copy.deepcopy(self._extract_index(config, **kwargs))
+ nodes = list(config.index.docstore.docs.values())
+ return DynamicBM25Retriever(nodes=nodes, **config.model_dump())
+
+ def _create_chroma_retriever(self, config: ChromaRetrieverConfig, **kwargs) -> ChromaRetriever:
+ db = chromadb.PersistentClient(path=str(config.persist_path))
+ chroma_collection = db.get_or_create_collection(config.collection_name)
+ vector_store = ChromaVectorStore(chroma_collection=chroma_collection)
+ config.index = self._build_index_from_vector_store(config, vector_store, **kwargs)
+ return ChromaRetriever(**config.model_dump())
+
+ def _extract_index(self, config: BaseRetrieverConfig = None, **kwargs) -> VectorStoreIndex:
+ return self._val_from_config_or_kwargs("index", config, **kwargs)
+
+ def _build_index_from_vector_store(
+ self, config: IndexRetrieverConfig, vector_store: BasePydanticVectorStore, **kwargs
+ ) -> VectorStoreIndex:
+ storage_context = StorageContext.from_defaults(vector_store=vector_store)
+ old_index = self._extract_index(config, **kwargs)
+ new_index = VectorStoreIndex(
+ nodes=list(old_index.docstore.docs.values()),
+ storage_context=storage_context,
+ embed_model=old_index._embed_model,
+ )
+ return new_index
+
+
+get_retriever = RetrieverFactory().get_retriever
diff --git a/metagpt/rag/interface.py b/metagpt/rag/interface.py
new file mode 100644
index 000000000..867605edc
--- /dev/null
+++ b/metagpt/rag/interface.py
@@ -0,0 +1,24 @@
+"""RAG Interfaces."""
+
+from typing import Protocol, runtime_checkable
+
+
+@runtime_checkable
+class RAGObject(Protocol):
+ """Support rag add object."""
+
+ def rag_key(self) -> str:
+ """For rag search."""
+
+ def model_dump_json(self) -> str:
+ """For rag persist.
+
+ Pydantic Model don't need to implement this, as there is a built-in function named model_dump_json.
+ """
+
+
+@runtime_checkable
+class NoEmbedding(Protocol):
+ """Some retriever does not require embeddings, e.g. BM25"""
+
+ _no_embedding: bool
diff --git a/metagpt/rag/rankers/__init__.py b/metagpt/rag/rankers/__init__.py
new file mode 100644
index 000000000..82743487c
--- /dev/null
+++ b/metagpt/rag/rankers/__init__.py
@@ -0,0 +1 @@
+"""Rankers init"""
diff --git a/metagpt/rag/rankers/base.py b/metagpt/rag/rankers/base.py
new file mode 100644
index 000000000..a533a8b90
--- /dev/null
+++ b/metagpt/rag/rankers/base.py
@@ -0,0 +1,19 @@
+"""Base Ranker."""
+
+from abc import abstractmethod
+from typing import Optional
+
+from llama_index.core.postprocessor.types import BaseNodePostprocessor
+from llama_index.core.schema import NodeWithScore, QueryBundle
+
+
+class RAGRanker(BaseNodePostprocessor):
+ """inherit from llama_index"""
+
+ @abstractmethod
+ def _postprocess_nodes(
+ self,
+ nodes: list[NodeWithScore],
+ query_bundle: Optional[QueryBundle] = None,
+ ) -> list[NodeWithScore]:
+ """postprocess nodes."""
diff --git a/metagpt/rag/retrievers/__init__.py b/metagpt/rag/retrievers/__init__.py
new file mode 100644
index 000000000..2f70e0328
--- /dev/null
+++ b/metagpt/rag/retrievers/__init__.py
@@ -0,0 +1,5 @@
+"""Retrievers init."""
+
+from metagpt.rag.retrievers.hybrid_retriever import SimpleHybridRetriever
+
+__all__ = ["SimpleHybridRetriever"]
diff --git a/metagpt/rag/retrievers/base.py b/metagpt/rag/retrievers/base.py
new file mode 100644
index 000000000..a7b836833
--- /dev/null
+++ b/metagpt/rag/retrievers/base.py
@@ -0,0 +1,47 @@
+"""Base retriever."""
+
+from abc import abstractmethod
+
+from llama_index.core.retrievers import BaseRetriever
+from llama_index.core.schema import BaseNode, NodeWithScore, QueryType
+
+from metagpt.utils.reflection import check_methods
+
+
+class RAGRetriever(BaseRetriever):
+ """Inherit from llama_index"""
+
+ @abstractmethod
+ async def _aretrieve(self, query: QueryType) -> list[NodeWithScore]:
+ """Retrieve nodes"""
+
+ def _retrieve(self, query: QueryType) -> list[NodeWithScore]:
+ """Retrieve nodes"""
+
+
+class ModifiableRAGRetriever(RAGRetriever):
+ """Support modification."""
+
+ @classmethod
+ def __subclasshook__(cls, C):
+ if cls is ModifiableRAGRetriever:
+ return check_methods(C, "add_nodes")
+ return NotImplemented
+
+ @abstractmethod
+ def add_nodes(self, nodes: list[BaseNode], **kwargs) -> None:
+ """To support add docs, must inplement this func"""
+
+
+class PersistableRAGRetriever(RAGRetriever):
+ """Support persistent."""
+
+ @classmethod
+ def __subclasshook__(cls, C):
+ if cls is PersistableRAGRetriever:
+ return check_methods(C, "persist")
+ return NotImplemented
+
+ @abstractmethod
+ def persist(self, persist_dir: str, **kwargs) -> None:
+ """To support persist, must inplement this func"""
diff --git a/metagpt/rag/retrievers/bm25_retriever.py b/metagpt/rag/retrievers/bm25_retriever.py
new file mode 100644
index 000000000..241820cf4
--- /dev/null
+++ b/metagpt/rag/retrievers/bm25_retriever.py
@@ -0,0 +1,47 @@
+"""BM25 retriever."""
+from typing import Callable, Optional
+
+from llama_index.core import VectorStoreIndex
+from llama_index.core.callbacks.base import CallbackManager
+from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
+from llama_index.core.schema import BaseNode, IndexNode
+from llama_index.retrievers.bm25 import BM25Retriever
+from rank_bm25 import BM25Okapi
+
+
+class DynamicBM25Retriever(BM25Retriever):
+ """BM25 retriever."""
+
+ def __init__(
+ self,
+ nodes: list[BaseNode],
+ tokenizer: Optional[Callable[[str], list[str]]] = None,
+ similarity_top_k: int = DEFAULT_SIMILARITY_TOP_K,
+ callback_manager: Optional[CallbackManager] = None,
+ objects: Optional[list[IndexNode]] = None,
+ object_map: Optional[dict] = None,
+ verbose: bool = False,
+ index: VectorStoreIndex = None,
+ ) -> None:
+ super().__init__(
+ nodes=nodes,
+ tokenizer=tokenizer,
+ similarity_top_k=similarity_top_k,
+ callback_manager=callback_manager,
+ object_map=object_map,
+ objects=objects,
+ verbose=verbose,
+ )
+ self._index = index
+
+ def add_nodes(self, nodes: list[BaseNode], **kwargs) -> None:
+ """Support add nodes."""
+ self._nodes.extend(nodes)
+ self._corpus = [self._tokenizer(node.get_content()) for node in self._nodes]
+ self.bm25 = BM25Okapi(self._corpus)
+
+ self._index.insert_nodes(nodes, **kwargs)
+
+ def persist(self, persist_dir: str, **kwargs) -> None:
+ """Support persist."""
+ self._index.storage_context.persist(persist_dir)
diff --git a/metagpt/rag/retrievers/chroma_retriever.py b/metagpt/rag/retrievers/chroma_retriever.py
new file mode 100644
index 000000000..d41f375e4
--- /dev/null
+++ b/metagpt/rag/retrievers/chroma_retriever.py
@@ -0,0 +1,17 @@
+"""Chroma retriever."""
+
+from llama_index.core.retrievers import VectorIndexRetriever
+from llama_index.core.schema import BaseNode
+
+
+class ChromaRetriever(VectorIndexRetriever):
+ """Chroma retriever."""
+
+ def add_nodes(self, nodes: list[BaseNode], **kwargs) -> None:
+ """Support add nodes."""
+ self._index.insert_nodes(nodes, **kwargs)
+
+ def persist(self, persist_dir: str, **kwargs) -> None:
+ """Support persist.
+
+ Chromadb automatically saves, so there is no need to implement."""
diff --git a/metagpt/rag/retrievers/faiss_retriever.py b/metagpt/rag/retrievers/faiss_retriever.py
new file mode 100644
index 000000000..7e543cce2
--- /dev/null
+++ b/metagpt/rag/retrievers/faiss_retriever.py
@@ -0,0 +1,16 @@
+"""FAISS retriever."""
+
+from llama_index.core.retrievers import VectorIndexRetriever
+from llama_index.core.schema import BaseNode
+
+
+class FAISSRetriever(VectorIndexRetriever):
+ """FAISS retriever."""
+
+ def add_nodes(self, nodes: list[BaseNode], **kwargs) -> None:
+ """Support add nodes"""
+ self._index.insert_nodes(nodes, **kwargs)
+
+ def persist(self, persist_dir: str, **kwargs) -> None:
+ """Support persist."""
+ self._index.storage_context.persist(persist_dir)
diff --git a/metagpt/rag/retrievers/hybrid_retriever.py b/metagpt/rag/retrievers/hybrid_retriever.py
new file mode 100644
index 000000000..c725bfc20
--- /dev/null
+++ b/metagpt/rag/retrievers/hybrid_retriever.py
@@ -0,0 +1,48 @@
+"""Hybrid retriever."""
+
+import copy
+
+from llama_index.core.schema import BaseNode, QueryType
+
+from metagpt.rag.retrievers.base import RAGRetriever
+
+
+class SimpleHybridRetriever(RAGRetriever):
+ """A composite retriever that aggregates search results from multiple retrievers."""
+
+ def __init__(self, *retrievers):
+ self.retrievers: list[RAGRetriever] = retrievers
+ super().__init__()
+
+ async def _aretrieve(self, query: QueryType, **kwargs):
+ """Asynchronously retrieves and aggregates search results from all configured retrievers.
+
+ This method queries each retriever in the `retrievers` list with the given query and
+ additional keyword arguments. It then combines the results, ensuring that each node is
+ unique, based on the node's ID.
+ """
+ all_nodes = []
+ for retriever in self.retrievers:
+ # Prevent retriever changing query
+ query_copy = copy.deepcopy(query)
+ nodes = await retriever.aretrieve(query_copy, **kwargs)
+ all_nodes.extend(nodes)
+
+ # combine all nodes
+ result = []
+ node_ids = set()
+ for n in all_nodes:
+ if n.node.node_id not in node_ids:
+ result.append(n)
+ node_ids.add(n.node.node_id)
+ return result
+
+ def add_nodes(self, nodes: list[BaseNode]) -> None:
+ """Support add nodes."""
+ for r in self.retrievers:
+ r.add_nodes(nodes)
+
+ def persist(self, persist_dir: str, **kwargs) -> None:
+ """Support persist."""
+ for r in self.retrievers:
+ r.persist(persist_dir, **kwargs)
diff --git a/metagpt/rag/schema.py b/metagpt/rag/schema.py
new file mode 100644
index 000000000..cae1c2979
--- /dev/null
+++ b/metagpt/rag/schema.py
@@ -0,0 +1,124 @@
+"""RAG schemas."""
+
+from pathlib import Path
+from typing import Any, Union
+
+from llama_index.core.embeddings import BaseEmbedding
+from llama_index.core.indices.base import BaseIndex
+from llama_index.core.schema import TextNode
+from pydantic import BaseModel, ConfigDict, Field, PrivateAttr
+
+from metagpt.rag.interface import RAGObject
+
+
+class BaseRetrieverConfig(BaseModel):
+ """Common config for retrievers.
+
+ If add new subconfig, it is necessary to add the corresponding instance implementation in rag.factories.retriever.
+ """
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+ similarity_top_k: int = Field(default=5, description="Number of top-k similar results to return during retrieval.")
+
+
+class IndexRetrieverConfig(BaseRetrieverConfig):
+ """Config for Index-basd retrievers."""
+
+ index: BaseIndex = Field(default=None, description="Index for retriver.")
+
+
+class FAISSRetrieverConfig(IndexRetrieverConfig):
+ """Config for FAISS-based retrievers."""
+
+ dimensions: int = Field(default=1536, description="Dimensionality of the vectors for FAISS index construction.")
+
+
+class BM25RetrieverConfig(IndexRetrieverConfig):
+ """Config for BM25-based retrievers."""
+
+ _no_embedding: bool = PrivateAttr(default=True)
+
+
+class ChromaRetrieverConfig(IndexRetrieverConfig):
+ """Config for Chroma-based retrievers."""
+
+ persist_path: Union[str, Path] = Field(default="./chroma_db", description="The directory to save data.")
+ collection_name: str = Field(default="metagpt", description="The name of the collection.")
+
+
+class BaseRankerConfig(BaseModel):
+ """Common config for rankers.
+
+ If add new subconfig, it is necessary to add the corresponding instance implementation in rag.factories.ranker.
+ """
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ top_n: int = Field(default=5, description="The number of top results to return.")
+
+
+class LLMRankerConfig(BaseRankerConfig):
+ """Config for LLM-based rankers."""
+
+ llm: Any = Field(
+ default=None,
+ description="The LLM to rerank with. using Any instead of LLM, as llama_index.core.llms.LLM is pydantic.v1.",
+ )
+
+
+class BaseIndexConfig(BaseModel):
+ """Common config for index.
+
+ If add new subconfig, it is necessary to add the corresponding instance implementation in rag.factories.index.
+ """
+
+ persist_path: Union[str, Path] = Field(description="The directory of saved data.")
+
+
+class VectorIndexConfig(BaseIndexConfig):
+ """Config for vector-based index."""
+
+ embed_model: BaseEmbedding = Field(default=None, description="Embed model.")
+
+
+class FAISSIndexConfig(VectorIndexConfig):
+ """Config for faiss-based index."""
+
+
+class ChromaIndexConfig(VectorIndexConfig):
+ """Config for chroma-based index."""
+
+ collection_name: str = Field(default="metagpt", description="The name of the collection.")
+
+
+class BM25IndexConfig(BaseIndexConfig):
+ """Config for bm25-based index."""
+
+ _no_embedding: bool = PrivateAttr(default=True)
+
+
+class ObjectNodeMetadata(BaseModel):
+ """Metadata of ObjectNode."""
+
+ is_obj: bool = Field(default=True)
+ obj: Any = Field(default=None, description="When rag retrieve, will reconstruct obj from obj_json")
+ obj_json: str = Field(..., description="The json of object, e.g. obj.model_dump_json()")
+ obj_cls_name: str = Field(..., description="The class name of object, e.g. obj.__class__.__name__")
+ obj_mod_name: str = Field(..., description="The module name of class, e.g. obj.__class__.__module__")
+
+
+class ObjectNode(TextNode):
+ """RAG add object."""
+
+ def __init__(self, **kwargs):
+ super().__init__(**kwargs)
+ self.excluded_llm_metadata_keys = list(ObjectNodeMetadata.model_fields.keys())
+ self.excluded_embed_metadata_keys = self.excluded_llm_metadata_keys
+
+ @staticmethod
+ def get_obj_metadata(obj: RAGObject) -> dict:
+ metadata = ObjectNodeMetadata(
+ obj_json=obj.model_dump_json(), obj_cls_name=obj.__class__.__name__, obj_mod_name=obj.__class__.__module__
+ )
+
+ return metadata.model_dump()
diff --git a/metagpt/rag/vector_stores/__init__.py b/metagpt/rag/vector_stores/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/metagpt/rag/vector_stores/chroma/__init__.py b/metagpt/rag/vector_stores/chroma/__init__.py
new file mode 100644
index 000000000..87ba4d8a7
--- /dev/null
+++ b/metagpt/rag/vector_stores/chroma/__init__.py
@@ -0,0 +1,3 @@
+from metagpt.rag.vector_stores.chroma.base import ChromaVectorStore
+
+__all__ = ["ChromaVectorStore"]
diff --git a/metagpt/rag/vector_stores/chroma/base.py b/metagpt/rag/vector_stores/chroma/base.py
new file mode 100644
index 000000000..55e5bd40d
--- /dev/null
+++ b/metagpt/rag/vector_stores/chroma/base.py
@@ -0,0 +1,290 @@
+"""Chroma vector store.
+
+Refs to https://github.com/run-llama/llama_index/blob/v0.10.12/llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/vector_stores/chroma/base.py.
+The repo requires onnxruntime = "^1.17.0", which is too new for many OS systems, such as CentOS7.
+"""
+
+import math
+from typing import Any, Dict, Generator, List, Optional, cast
+
+import chromadb
+from chromadb.api.models.Collection import Collection
+from llama_index.core.bridge.pydantic import Field, PrivateAttr
+from llama_index.core.schema import BaseNode, MetadataMode, TextNode
+from llama_index.core.utils import truncate_text
+from llama_index.core.vector_stores.types import (
+ BasePydanticVectorStore,
+ MetadataFilters,
+ VectorStoreQuery,
+ VectorStoreQueryResult,
+)
+from llama_index.core.vector_stores.utils import (
+ legacy_metadata_dict_to_node,
+ metadata_dict_to_node,
+ node_to_metadata_dict,
+)
+
+from metagpt.logs import logger
+
+
+def _transform_chroma_filter_condition(condition: str) -> str:
+ """Translate standard metadata filter op to Chroma specific spec."""
+ if condition == "and":
+ return "$and"
+ elif condition == "or":
+ return "$or"
+ else:
+ raise ValueError(f"Filter condition {condition} not supported")
+
+
+def _transform_chroma_filter_operator(operator: str) -> str:
+ """Translate standard metadata filter operator to Chroma specific spec."""
+ if operator == "!=":
+ return "$ne"
+ elif operator == "==":
+ return "$eq"
+ elif operator == ">":
+ return "$gt"
+ elif operator == "<":
+ return "$lt"
+ elif operator == ">=":
+ return "$gte"
+ elif operator == "<=":
+ return "$lte"
+ else:
+ raise ValueError(f"Filter operator {operator} not supported")
+
+
+def _to_chroma_filter(
+ standard_filters: MetadataFilters,
+) -> dict:
+ """Translate standard metadata filters to Chroma specific spec."""
+ filters = {}
+ filters_list = []
+ condition = standard_filters.condition or "and"
+ condition = _transform_chroma_filter_condition(condition)
+ if standard_filters.filters:
+ for filter in standard_filters.filters:
+ if filter.operator:
+ filters_list.append({filter.key: {_transform_chroma_filter_operator(filter.operator): filter.value}})
+ else:
+ filters_list.append({filter.key: filter.value})
+ if len(filters_list) == 1:
+ # If there is only one filter, return it directly
+ return filters_list[0]
+ elif len(filters_list) > 1:
+ filters[condition] = filters_list
+ return filters
+
+
+import_err_msg = "`chromadb` package not found, please run `pip install chromadb`"
+MAX_CHUNK_SIZE = 41665 # One less than the max chunk size for ChromaDB
+
+
+def chunk_list(lst: List[BaseNode], max_chunk_size: int) -> Generator[List[BaseNode], None, None]:
+ """Yield successive max_chunk_size-sized chunks from lst.
+ Args:
+ lst (List[BaseNode]): list of nodes with embeddings
+ max_chunk_size (int): max chunk size
+ Yields:
+ Generator[List[BaseNode], None, None]: list of nodes with embeddings
+ """
+ for i in range(0, len(lst), max_chunk_size):
+ yield lst[i : i + max_chunk_size]
+
+
+class ChromaVectorStore(BasePydanticVectorStore):
+ """Chroma vector store.
+ In this vector store, embeddings are stored within a ChromaDB collection.
+ During query time, the index uses ChromaDB to query for the top
+ k most similar nodes.
+ Args:
+ chroma_collection (chromadb.api.models.Collection.Collection):
+ ChromaDB collection instance
+ """
+
+ stores_text: bool = True
+ flat_metadata: bool = True
+ collection_name: Optional[str]
+ host: Optional[str]
+ port: Optional[str]
+ ssl: bool
+ headers: Optional[Dict[str, str]]
+ persist_dir: Optional[str]
+ collection_kwargs: Dict[str, Any] = Field(default_factory=dict)
+ _collection: Any = PrivateAttr()
+
+ def __init__(
+ self,
+ chroma_collection: Optional[Any] = None,
+ collection_name: Optional[str] = None,
+ host: Optional[str] = None,
+ port: Optional[str] = None,
+ ssl: bool = False,
+ headers: Optional[Dict[str, str]] = None,
+ persist_dir: Optional[str] = None,
+ collection_kwargs: Optional[dict] = None,
+ **kwargs: Any,
+ ) -> None:
+ """Init params."""
+ collection_kwargs = collection_kwargs or {}
+ if chroma_collection is None:
+ client = chromadb.HttpClient(host=host, port=port, ssl=ssl, headers=headers)
+ self._collection = client.get_or_create_collection(name=collection_name, **collection_kwargs)
+ else:
+ self._collection = cast(Collection, chroma_collection)
+ super().__init__(
+ host=host,
+ port=port,
+ ssl=ssl,
+ headers=headers,
+ collection_name=collection_name,
+ persist_dir=persist_dir,
+ collection_kwargs=collection_kwargs or {},
+ )
+
+ @classmethod
+ def from_collection(cls, collection: Any) -> "ChromaVectorStore":
+ try:
+ from chromadb import Collection
+ except ImportError:
+ raise ImportError(import_err_msg)
+ if not isinstance(collection, Collection):
+ raise Exception("argument is not chromadb collection instance")
+ return cls(chroma_collection=collection)
+
+ @classmethod
+ def from_params(
+ cls,
+ collection_name: str,
+ host: Optional[str] = None,
+ port: Optional[str] = None,
+ ssl: bool = False,
+ headers: Optional[Dict[str, str]] = None,
+ persist_dir: Optional[str] = None,
+ collection_kwargs: dict = {},
+ **kwargs: Any,
+ ) -> "ChromaVectorStore":
+ if persist_dir:
+ client = chromadb.PersistentClient(path=persist_dir)
+ collection = client.get_or_create_collection(name=collection_name, **collection_kwargs)
+ elif host and port:
+ client = chromadb.HttpClient(host=host, port=port, ssl=ssl, headers=headers)
+ collection = client.get_or_create_collection(name=collection_name, **collection_kwargs)
+ else:
+ raise ValueError("Either `persist_dir` or (`host`,`port`) must be specified")
+ return cls(
+ chroma_collection=collection,
+ host=host,
+ port=port,
+ ssl=ssl,
+ headers=headers,
+ persist_dir=persist_dir,
+ collection_kwargs=collection_kwargs,
+ **kwargs,
+ )
+
+ @classmethod
+ def class_name(cls) -> str:
+ return "ChromaVectorStore"
+
+ def add(self, nodes: List[BaseNode], **add_kwargs: Any) -> List[str]:
+ """Add nodes to index.
+ Args:
+ nodes: List[BaseNode]: list of nodes with embeddings
+ """
+ if not self._collection:
+ raise ValueError("Collection not initialized")
+ max_chunk_size = MAX_CHUNK_SIZE
+ node_chunks = chunk_list(nodes, max_chunk_size)
+ all_ids = []
+ for node_chunk in node_chunks:
+ embeddings = []
+ metadatas = []
+ ids = []
+ documents = []
+ for node in node_chunk:
+ embeddings.append(node.get_embedding())
+ metadata_dict = node_to_metadata_dict(node, remove_text=True, flat_metadata=self.flat_metadata)
+ for key in metadata_dict:
+ if metadata_dict[key] is None:
+ metadata_dict[key] = ""
+ metadatas.append(metadata_dict)
+ ids.append(node.node_id)
+ documents.append(node.get_content(metadata_mode=MetadataMode.NONE))
+ self._collection.add(
+ embeddings=embeddings,
+ ids=ids,
+ metadatas=metadatas,
+ documents=documents,
+ )
+ all_ids.extend(ids)
+ return all_ids
+
+ def delete(self, ref_doc_id: str, **delete_kwargs: Any) -> None:
+ """
+ Delete nodes using with ref_doc_id.
+ Args:
+ ref_doc_id (str): The doc_id of the document to delete.
+ """
+ self._collection.delete(where={"document_id": ref_doc_id})
+
+ @property
+ def client(self) -> Any:
+ """Return client."""
+ return self._collection
+
+ def query(self, query: VectorStoreQuery, **kwargs: Any) -> VectorStoreQueryResult:
+ """Query index for top k most similar nodes.
+ Args:
+ query_embedding (List[float]): query embedding
+ similarity_top_k (int): top k most similar nodes
+ """
+ if query.filters is not None:
+ if "where" in kwargs:
+ raise ValueError(
+ "Cannot specify metadata filters via both query and kwargs. "
+ "Use kwargs only for chroma specific items that are "
+ "not supported via the generic query interface."
+ )
+ where = _to_chroma_filter(query.filters)
+ else:
+ where = kwargs.pop("where", {})
+ results = self._collection.query(
+ query_embeddings=query.query_embedding,
+ n_results=query.similarity_top_k,
+ where=where,
+ **kwargs,
+ )
+ logger.debug(f"> Top {len(results['documents'])} nodes:")
+ nodes = []
+ similarities = []
+ ids = []
+ for node_id, text, metadata, distance in zip(
+ results["ids"][0],
+ results["documents"][0],
+ results["metadatas"][0],
+ results["distances"][0],
+ ):
+ try:
+ node = metadata_dict_to_node(metadata)
+ node.set_content(text)
+ except Exception:
+ # NOTE: deprecated legacy logic for backward compatibility
+ metadata, node_info, relationships = legacy_metadata_dict_to_node(metadata)
+ node = TextNode(
+ text=text,
+ id_=node_id,
+ metadata=metadata,
+ start_char_idx=node_info.get("start", None),
+ end_char_idx=node_info.get("end", None),
+ relationships=relationships,
+ )
+ nodes.append(node)
+ similarity_score = math.exp(-distance)
+ similarities.append(similarity_score)
+ logger.debug(
+ f"> [Node {node_id}] [Similarity score: {similarity_score}] " f"{truncate_text(str(text), 100)}"
+ )
+ ids.append(node_id)
+ return VectorStoreQueryResult(nodes=nodes, similarities=similarities, ids=ids)
diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py
index e91ebd215..bc3bae662 100644
--- a/metagpt/repo_parser.py
+++ b/metagpt/repo_parser.py
@@ -1,6 +1,10 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
+Build a symbols repository from source code.
+
+This script is designed to create a symbols repository from the provided source code.
+
@Time : 2023/11/17 17:58
@Author : alexanderwu
@File : repo_parser.py
@@ -15,15 +19,26 @@ from pathlib import Path
from typing import Dict, List, Optional
import pandas as pd
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, Field, field_validator
from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION
from metagpt.logs import logger
-from metagpt.utils.common import any_to_str, aread
+from metagpt.utils.common import any_to_str, aread, remove_white_spaces
from metagpt.utils.exceptions import handle_exception
class RepoFileInfo(BaseModel):
+ """
+ Repository data element that represents information about a file.
+
+ Attributes:
+ file (str): The name or path of the file.
+ classes (List): A list of class names present in the file.
+ functions (List): A list of function names present in the file.
+ globals (List): A list of global variable names present in the file.
+ page_info (List): A list of page-related information associated with the file.
+ """
+
file: str
classes: List = Field(default_factory=list)
functions: List = Field(default_factory=list)
@@ -32,6 +47,17 @@ class RepoFileInfo(BaseModel):
class CodeBlockInfo(BaseModel):
+ """
+ Repository data element representing information about a code block.
+
+ Attributes:
+ lineno (int): The starting line number of the code block.
+ end_lineno (int): The ending line number of the code block.
+ type_name (str): The type or category of the code block.
+ tokens (List): A list of tokens present in the code block.
+ properties (Dict): A dictionary containing additional properties associated with the code block.
+ """
+
lineno: int
end_lineno: int
type_name: str
@@ -39,31 +65,395 @@ class CodeBlockInfo(BaseModel):
properties: Dict = Field(default_factory=dict)
-class ClassInfo(BaseModel):
+class DotClassAttribute(BaseModel):
+ """
+ Repository data element representing a class attribute in dot format.
+
+ Attributes:
+ name (str): The name of the class attribute.
+ type_ (str): The type of the class attribute.
+ default_ (str): The default value of the class attribute.
+ description (str): A description of the class attribute.
+ compositions (List[str]): A list of compositions associated with the class attribute.
+ """
+
+ name: str = ""
+ type_: str = ""
+ default_: str = ""
+ description: str
+ compositions: List[str] = Field(default_factory=list)
+
+ @classmethod
+ def parse(cls, v: str) -> "DotClassAttribute":
+ """
+ Parses dot format text and returns a DotClassAttribute object.
+
+ Args:
+ v (str): Dot format text to be parsed.
+
+ Returns:
+ DotClassAttribute: An instance of the DotClassAttribute class representing the parsed data.
+ """
+ val = ""
+ meet_colon = False
+ meet_equals = False
+ for c in v:
+ if c == ":":
+ meet_colon = True
+ elif c == "=":
+ meet_equals = True
+ if not meet_colon:
+ val += ":"
+ meet_colon = True
+ val += c
+ if not meet_colon:
+ val += ":"
+ if not meet_equals:
+ val += "="
+
+ cix = val.find(":")
+ eix = val.rfind("=")
+ name = val[0:cix].strip()
+ type_ = val[cix + 1 : eix]
+ default_ = val[eix + 1 :].strip()
+
+ type_ = remove_white_spaces(type_) # remove white space
+ if type_ == "NoneType":
+ type_ = ""
+ if "Literal[" in type_:
+ pre_l, literal, post_l = cls._split_literal(type_)
+ composition_val = pre_l + "Literal" + post_l # replace Literal[...] with Literal
+ type_ = pre_l + literal + post_l
+ else:
+ type_ = re.sub(r"['\"]+", "", type_) # remove '"
+ composition_val = type_
+
+ if default_ == "None":
+ default_ = ""
+ compositions = cls.parse_compositions(composition_val)
+ return cls(name=name, type_=type_, default_=default_, description=v, compositions=compositions)
+
+ @staticmethod
+ def parse_compositions(types_part) -> List[str]:
+ """
+ Parses the type definition code block of source code and returns a list of compositions.
+
+ Args:
+ types_part: The type definition code block to be parsed.
+
+ Returns:
+ List[str]: A list of compositions extracted from the type definition code block.
+ """
+ if not types_part:
+ return []
+ modified_string = re.sub(r"[\[\],\(\)]", "|", types_part)
+ types = modified_string.split("|")
+ filters = {
+ "str",
+ "frozenset",
+ "set",
+ "int",
+ "float",
+ "complex",
+ "bool",
+ "dict",
+ "list",
+ "Union",
+ "Dict",
+ "Set",
+ "Tuple",
+ "NoneType",
+ "None",
+ "Any",
+ "Optional",
+ "Iterator",
+ "Literal",
+ "List",
+ }
+ result = set()
+ for t in types:
+ t = re.sub(r"['\"]+", "", t.strip())
+ if t and t not in filters:
+ result.add(t)
+ return list(result)
+
+ @staticmethod
+ def _split_literal(v):
+ """
+ Parses the literal definition code block and returns three parts: pre-part, literal-part, and post-part.
+
+ Args:
+ v: The literal definition code block to be parsed.
+
+ Returns:
+ Tuple[str, str, str]: A tuple containing the pre-part, literal-part, and post-part of the code block.
+ """
+ tag = "Literal["
+ bix = v.find(tag)
+ eix = len(v) - 1
+ counter = 1
+ for i in range(bix + len(tag), len(v) - 1):
+ c = v[i]
+ if c == "[":
+ counter += 1
+ continue
+ if c == "]":
+ counter -= 1
+ if counter > 0:
+ continue
+ eix = i
+ break
+ pre_l = v[0:bix]
+ post_l = v[eix + 1 :]
+ pre_l = re.sub(r"['\"]", "", pre_l) # remove '"
+ pos_l = re.sub(r"['\"]", "", post_l) # remove '"
+
+ return pre_l, v[bix : eix + 1], pos_l
+
+ @field_validator("compositions", mode="after")
+ @classmethod
+ def sort(cls, lst: List) -> List:
+ """
+ Auto-sorts a list attribute after making changes.
+
+ Args:
+ lst (List): The list attribute to be sorted.
+
+ Returns:
+ List: The sorted list.
+ """
+ lst.sort()
+ return lst
+
+
+class DotClassInfo(BaseModel):
+ """
+ Repository data element representing information about a class in dot format.
+
+ Attributes:
+ name (str): The name of the class.
+ package (Optional[str]): The package to which the class belongs (optional).
+ attributes (Dict[str, DotClassAttribute]): A dictionary of attributes associated with the class.
+ methods (Dict[str, DotClassMethod]): A dictionary of methods associated with the class.
+ compositions (List[str]): A list of compositions associated with the class.
+ aggregations (List[str]): A list of aggregations associated with the class.
+ """
+
name: str
package: Optional[str] = None
- attributes: Dict[str, str] = Field(default_factory=dict)
- methods: Dict[str, str] = Field(default_factory=dict)
+ attributes: Dict[str, DotClassAttribute] = Field(default_factory=dict)
+ methods: Dict[str, DotClassMethod] = Field(default_factory=dict)
+ compositions: List[str] = Field(default_factory=list)
+ aggregations: List[str] = Field(default_factory=list)
+
+ @field_validator("compositions", "aggregations", mode="after")
+ @classmethod
+ def sort(cls, lst: List) -> List:
+ """
+ Auto-sorts a list attribute after making changes.
+
+ Args:
+ lst (List): The list attribute to be sorted.
+
+ Returns:
+ List: The sorted list.
+ """
+ lst.sort()
+ return lst
-class ClassRelationship(BaseModel):
+class DotClassRelationship(BaseModel):
+ """
+ Repository data element representing a relationship between two classes in dot format.
+
+ Attributes:
+ src (str): The source class of the relationship.
+ dest (str): The destination class of the relationship.
+ relationship (str): The type or nature of the relationship.
+ label (Optional[str]): An optional label associated with the relationship.
+ """
+
src: str = ""
dest: str = ""
relationship: str = ""
label: Optional[str] = None
+class DotReturn(BaseModel):
+ """
+ Repository data element representing a function or method return type in dot format.
+
+ Attributes:
+ type_ (str): The type of the return.
+ description (str): A description of the return type.
+ compositions (List[str]): A list of compositions associated with the return type.
+ """
+
+ type_: str = ""
+ description: str
+ compositions: List[str] = Field(default_factory=list)
+
+ @classmethod
+ def parse(cls, v: str) -> "DotReturn" | None:
+ """
+ Parses the return type part of dot format text and returns a DotReturn object.
+
+ Args:
+ v (str): The dot format text containing the return type part to be parsed.
+
+ Returns:
+ DotReturn | None: An instance of the DotReturn class representing the parsed return type,
+ or None if parsing fails.
+ """
+ if not v:
+ return DotReturn(description=v)
+ type_ = remove_white_spaces(v)
+ compositions = DotClassAttribute.parse_compositions(type_)
+ return cls(type_=type_, description=v, compositions=compositions)
+
+ @field_validator("compositions", mode="after")
+ @classmethod
+ def sort(cls, lst: List) -> List:
+ """
+ Auto-sorts a list attribute after making changes.
+
+ Args:
+ lst (List): The list attribute to be sorted.
+
+ Returns:
+ List: The sorted list.
+ """
+ lst.sort()
+ return lst
+
+
+class DotClassMethod(BaseModel):
+ name: str
+ args: List[DotClassAttribute] = Field(default_factory=list)
+ return_args: Optional[DotReturn] = None
+ description: str
+ aggregations: List[str] = Field(default_factory=list)
+
+ @classmethod
+ def parse(cls, v: str) -> "DotClassMethod":
+ """
+ Parses a dot format method text and returns a DotClassMethod object.
+
+ Args:
+ v (str): The dot format text containing method information to be parsed.
+
+ Returns:
+ DotClassMethod: An instance of the DotClassMethod class representing the parsed method.
+ """
+ bix = v.find("(")
+ eix = v.rfind(")")
+ rix = v.rfind(":")
+ if rix < 0 or rix < eix:
+ rix = eix
+ name_part = v[0:bix].strip()
+ args_part = v[bix + 1 : eix].strip()
+ return_args_part = v[rix + 1 :].strip()
+
+ name = cls._parse_name(name_part)
+ args = cls._parse_args(args_part)
+ return_args = DotReturn.parse(return_args_part)
+ aggregations = set()
+ for i in args:
+ aggregations.update(set(i.compositions))
+ aggregations.update(set(return_args.compositions))
+
+ return cls(name=name, args=args, description=v, return_args=return_args, aggregations=list(aggregations))
+
+ @staticmethod
+ def _parse_name(v: str) -> str:
+ """
+ Parses the dot format method name part and returns the method name.
+
+ Args:
+ v (str): The dot format text containing the method name part to be parsed.
+
+ Returns:
+ str: The parsed method name.
+ """
+ tags = [">", " List[DotClassAttribute]:
+ """
+ Parses the dot format method arguments part and returns the parsed arguments.
+
+ Args:
+ v (str): The dot format text containing the arguments part to be parsed.
+
+ Returns:
+ str: The parsed method arguments.
+ """
+ if not v:
+ return []
+ parts = []
+ bix = 0
+ counter = 0
+ for i in range(0, len(v)):
+ c = v[i]
+ if c == "[":
+ counter += 1
+ continue
+ elif c == "]":
+ counter -= 1
+ continue
+ elif c == "," and counter == 0:
+ parts.append(v[bix:i].strip())
+ bix = i + 1
+ parts.append(v[bix:].strip())
+
+ attrs = []
+ for p in parts:
+ if p:
+ attr = DotClassAttribute.parse(p)
+ attrs.append(attr)
+ return attrs
+
+
class RepoParser(BaseModel):
+ """
+ Tool to build a symbols repository from a project directory.
+
+ Attributes:
+ base_directory (Path): The base directory of the project.
+ """
+
base_directory: Path = Field(default=None)
@classmethod
@handle_exception(exception_type=Exception, default_return=[])
def _parse_file(cls, file_path: Path) -> list:
- """Parse a Python file in the repository."""
+ """
+ Parses a Python file in the repository.
+
+ Args:
+ file_path (Path): The path to the Python file to be parsed.
+
+ Returns:
+ list: A list containing the parsed symbols from the file.
+ """
return ast.parse(file_path.read_text()).body
def extract_class_and_function_info(self, tree, file_path) -> RepoFileInfo:
- """Extract class, function, and global variable information from the AST."""
+ """
+ Extracts class, function, and global variable information from the Abstract Syntax Tree (AST).
+
+ Args:
+ tree: The Abstract Syntax Tree (AST) of the Python file.
+ file_path: The path to the Python file.
+
+ Returns:
+ RepoFileInfo: A RepoFileInfo object containing the extracted information.
+ """
file_info = RepoFileInfo(file=str(file_path.relative_to(self.base_directory)))
for node in tree:
info = RepoParser.node_to_str(node)
@@ -81,11 +471,17 @@ class RepoParser(BaseModel):
return file_info
def generate_symbols(self) -> List[RepoFileInfo]:
+ """
+ Builds a symbol repository from '.py' and '.js' files in the project directory.
+
+ Returns:
+ List[RepoFileInfo]: A list of RepoFileInfo objects containing the extracted information.
+ """
files_classes = []
directory = self.base_directory
matching_files = []
- extensions = ["*.py", "*.js"]
+ extensions = ["*.py"]
for ext in extensions:
matching_files += directory.rglob(ext)
for path in matching_files:
@@ -95,19 +491,38 @@ class RepoParser(BaseModel):
return files_classes
- def generate_json_structure(self, output_path):
- """Generate a JSON file documenting the repository structure."""
+ def generate_json_structure(self, output_path: Path):
+ """
+ Generates a JSON file documenting the repository structure.
+
+ Args:
+ output_path (Path): The path to the JSON file to be generated.
+ """
files_classes = [i.model_dump() for i in self.generate_symbols()]
output_path.write_text(json.dumps(files_classes, indent=4))
- def generate_dataframe_structure(self, output_path):
- """Generate a DataFrame documenting the repository structure and save as CSV."""
+ def generate_dataframe_structure(self, output_path: Path):
+ """
+ Generates a DataFrame documenting the repository structure and saves it as a CSV file.
+
+ Args:
+ output_path (Path): The path to the CSV file to be generated.
+ """
files_classes = [i.model_dump() for i in self.generate_symbols()]
df = pd.DataFrame(files_classes)
df.to_csv(output_path, index=False)
- def generate_structure(self, output_path=None, mode="json") -> Path:
- """Generate the structure of the repository as a specified format."""
+ def generate_structure(self, output_path: str | Path = None, mode="json") -> Path:
+ """
+ Generates the structure of the repository in a specified format.
+
+ Args:
+ output_path (str | Path): The path to the output file or directory. Default is None.
+ mode (str): The output format mode. Options: "json" (default), "csv", etc.
+
+ Returns:
+ Path: The path to the generated output file or directory.
+ """
output_file = self.base_directory / f"{self.base_directory.name}-structure.{mode}"
output_path = Path(output_path) if output_path else output_file
@@ -119,6 +534,16 @@ class RepoParser(BaseModel):
@staticmethod
def node_to_str(node) -> CodeBlockInfo | None:
+ """
+ Parses and converts an Abstract Syntax Tree (AST) node to a CodeBlockInfo object.
+
+ Args:
+ node: The AST node to be converted.
+
+ Returns:
+ CodeBlockInfo | None: A CodeBlockInfo object representing the parsed AST node,
+ or None if the conversion fails.
+ """
if isinstance(node, ast.Try):
return None
if any_to_str(node) == any_to_str(ast.Expr):
@@ -159,9 +584,19 @@ class RepoParser(BaseModel):
@staticmethod
def _parse_expr(node) -> List:
+ """
+ Parses an expression Abstract Syntax Tree (AST) node.
+
+ Args:
+ node: The AST node representing an expression.
+
+ Returns:
+ List: A list containing the parsed information from the expression node.
+ """
funcs = {
any_to_str(ast.Constant): lambda x: [any_to_str(x.value), RepoParser._parse_variable(x.value)],
any_to_str(ast.Call): lambda x: [any_to_str(x.value), RepoParser._parse_variable(x.value.func)],
+ any_to_str(ast.Tuple): lambda x: [any_to_str(x.value), RepoParser._parse_variable(x.value)],
}
func = funcs.get(any_to_str(node.value))
if func:
@@ -170,12 +605,30 @@ class RepoParser(BaseModel):
@staticmethod
def _parse_name(n):
+ """
+ Gets the 'name' value of an Abstract Syntax Tree (AST) node.
+
+ Args:
+ n: The AST node.
+
+ Returns:
+ The 'name' value of the AST node.
+ """
if n.asname:
return f"{n.name} as {n.asname}"
return n.name
@staticmethod
def _parse_if(n):
+ """
+ Parses an 'if' statement Abstract Syntax Tree (AST) node.
+
+ Args:
+ n: The AST node representing an 'if' statement.
+
+ Returns:
+ None or Parsed information from the 'if' statement node.
+ """
tokens = []
try:
if isinstance(n.test, ast.BoolOp):
@@ -187,10 +640,14 @@ class RepoParser(BaseModel):
v = RepoParser._parse_variable(n.test.left)
if v:
tokens.append(v)
- for item in n.test.comparators:
- v = RepoParser._parse_variable(item)
- if v:
- tokens.append(v)
+ if isinstance(n.test, ast.Name):
+ v = RepoParser._parse_variable(n.test)
+ tokens.append(v)
+ if hasattr(n.test, "comparators"):
+ for item in n.test.comparators:
+ v = RepoParser._parse_variable(item)
+ if v:
+ tokens.append(v)
return tokens
except Exception as e:
logger.warning(f"Unsupported if: {n}, err:{e}")
@@ -198,6 +655,15 @@ class RepoParser(BaseModel):
@staticmethod
def _parse_if_compare(n):
+ """
+ Parses an 'if' condition Abstract Syntax Tree (AST) node.
+
+ Args:
+ n: The AST node representing an 'if' condition.
+
+ Returns:
+ None or Parsed information from the 'if' condition node.
+ """
if hasattr(n, "left"):
return RepoParser._parse_variable(n.left)
else:
@@ -205,6 +671,15 @@ class RepoParser(BaseModel):
@staticmethod
def _parse_variable(node):
+ """
+ Parses a variable Abstract Syntax Tree (AST) node.
+
+ Args:
+ node: The AST node representing a variable.
+
+ Returns:
+ None or Parsed information from the variable node.
+ """
try:
funcs = {
any_to_str(ast.Constant): lambda x: x.value,
@@ -213,7 +688,7 @@ class RepoParser(BaseModel):
if hasattr(x.value, "id")
else f"{x.attr}",
any_to_str(ast.Call): lambda x: RepoParser._parse_variable(x.func),
- any_to_str(ast.Tuple): lambda x: "",
+ any_to_str(ast.Tuple): lambda x: [d.value for d in x.dims],
}
func = funcs.get(any_to_str(node))
if not func:
@@ -224,22 +699,42 @@ class RepoParser(BaseModel):
@staticmethod
def _parse_assign(node):
+ """
+ Parses an assignment Abstract Syntax Tree (AST) node.
+
+ Args:
+ node: The AST node representing an assignment.
+
+ Returns:
+ None or Parsed information from the assignment node.
+ """
return [RepoParser._parse_variable(t) for t in node.targets]
async def rebuild_class_views(self, path: str | Path = None):
+ """
+ Executes `pylint` to reconstruct the dot format class view repository file.
+
+ Args:
+ path (str | Path): The path to the target directory or file. Default is None.
+ """
if not path:
path = self.base_directory
path = Path(path)
if not path.exists():
return
+ init_file = path / "__init__.py"
+ if not init_file.exists():
+ raise ValueError("Failed to import module __init__ with error:No module named __init__.")
command = f"pyreverse {str(path)} -o dot"
- result = subprocess.run(command, shell=True, check=True, cwd=str(path))
+ output_dir = path / "__dot__"
+ output_dir.mkdir(parents=True, exist_ok=True)
+ result = subprocess.run(command, shell=True, check=True, cwd=str(output_dir))
if result.returncode != 0:
raise ValueError(f"{result}")
- class_view_pathname = path / "classes.dot"
+ class_view_pathname = output_dir / "classes.dot"
class_views = await self._parse_classes(class_view_pathname)
relationship_views = await self._parse_class_relationships(class_view_pathname)
- packages_pathname = path / "packages.dot"
+ packages_pathname = output_dir / "packages.dot"
class_views, relationship_views, package_root = RepoParser._repair_namespaces(
class_views=class_views, relationship_views=relationship_views, path=path
)
@@ -247,7 +742,17 @@ class RepoParser(BaseModel):
packages_pathname.unlink(missing_ok=True)
return class_views, relationship_views, package_root
- async def _parse_classes(self, class_view_pathname):
+ @staticmethod
+ async def _parse_classes(class_view_pathname: Path) -> List[DotClassInfo]:
+ """
+ Parses a dot format class view repository file.
+
+ Args:
+ class_view_pathname (Path): The path to the dot format class view repository file.
+
+ Returns:
+ List[DotClassInfo]: A list of DotClassInfo objects representing the parsed classes.
+ """
class_views = []
if not class_view_pathname.exists():
return class_views
@@ -258,22 +763,38 @@ class RepoParser(BaseModel):
if not package_name:
continue
class_name, members, functions = re.split(r"(? List[ClassRelationship]:
+ @staticmethod
+ async def _parse_class_relationships(class_view_pathname: Path) -> List[DotClassRelationship]:
+ """
+ Parses a dot format class view repository file.
+
+ Args:
+ class_view_pathname (Path): The path to the dot format class view repository file.
+
+ Returns:
+ List[DotClassRelationship]: A list of DotClassRelationship objects representing the parsed class relationships.
+ """
relationship_views = []
if not class_view_pathname.exists():
return relationship_views
@@ -287,7 +808,16 @@ class RepoParser(BaseModel):
return relationship_views
@staticmethod
- def _split_class_line(line):
+ def _split_class_line(line: str) -> (str, str):
+ """
+ Parses a dot format line about class info and returns the class name part and class members part.
+
+ Args:
+ line (str): The dot format line containing class information.
+
+ Returns:
+ Tuple[str, str]: A tuple containing the class name part and class members part.
+ """
part_splitor = '" ['
if part_splitor not in line:
return None, None
@@ -305,14 +835,25 @@ class RepoParser(BaseModel):
return class_name, info
@staticmethod
- def _split_relationship_line(line):
+ def _split_relationship_line(line: str) -> DotClassRelationship:
+ """
+ Parses a dot format line about the relationship of two classes and returns 'Generalize', 'Composite',
+ or 'Aggregate'.
+
+ Args:
+ line (str): The dot format line containing relationship information.
+
+ Returns:
+ DotClassRelationship: The object of relationship representing either 'Generalize', 'Composite',
+ or 'Aggregate' relationship.
+ """
splitters = [" -> ", " [", "];"]
idxs = []
for tag in splitters:
if tag not in line:
return None
idxs.append(line.find(tag))
- ret = ClassRelationship()
+ ret = DotClassRelationship()
ret.src = line[0 : idxs[0]].strip('"')
ret.dest = line[idxs[0] + len(splitters[0]) : idxs[1]].strip('"')
properties = line[idxs[1] + len(splitters[1]) : idxs[2]].strip(" ")
@@ -330,7 +871,16 @@ class RepoParser(BaseModel):
return ret
@staticmethod
- def _get_label(line):
+ def _get_label(line: str) -> str:
+ """
+ Parses a dot format line and returns the label information.
+
+ Args:
+ line (str): The dot format line containing label information.
+
+ Returns:
+ str: The label information parsed from the line.
+ """
tag = 'label="'
if tag not in line:
return ""
@@ -340,6 +890,15 @@ class RepoParser(BaseModel):
@staticmethod
def _create_path_mapping(path: str | Path) -> Dict[str, str]:
+ """
+ Creates a mapping table between source code files' paths and module names.
+
+ Args:
+ path (str | Path): The path to the source code files or directory.
+
+ Returns:
+ Dict[str, str]: A dictionary mapping source code file paths to their corresponding module names.
+ """
mappings = {
str(path).replace("/", "."): str(path),
}
@@ -363,8 +922,21 @@ class RepoParser(BaseModel):
@staticmethod
def _repair_namespaces(
- class_views: List[ClassInfo], relationship_views: List[ClassRelationship], path: str | Path
- ) -> (List[ClassInfo], List[ClassRelationship], str):
+ class_views: List[DotClassInfo], relationship_views: List[DotClassRelationship], path: str | Path
+ ) -> (List[DotClassInfo], List[DotClassRelationship], str):
+ """
+ Augments namespaces to the path-prefixed classes and relationships.
+
+ Args:
+ class_views (List[DotClassInfo]): List of DotClassInfo objects representing class views.
+ relationship_views (List[DotClassRelationship]): List of DotClassRelationship objects representing
+ relationships.
+ path (str | Path): The path to the source code files or directory.
+
+ Returns:
+ Tuple[List[DotClassInfo], List[DotClassRelationship], str]: A tuple containing the augmented class views,
+ relationships, and the root path of the package.
+ """
if not class_views:
return [], [], ""
c = class_views[0]
@@ -383,28 +955,49 @@ class RepoParser(BaseModel):
for c in class_views:
c.package = RepoParser._repair_ns(c.package, new_mappings)
- for i in range(len(relationship_views)):
- v = relationship_views[i]
+ for _, v in enumerate(relationship_views):
v.src = RepoParser._repair_ns(v.src, new_mappings)
v.dest = RepoParser._repair_ns(v.dest, new_mappings)
- relationship_views[i] = v
- return class_views, relationship_views, root_path
+ return class_views, relationship_views, str(path)[: len(root_path)]
@staticmethod
- def _repair_ns(package, mappings):
+ def _repair_ns(package: str, mappings: Dict[str, str]) -> str:
+ """
+ Replaces the package-prefix with the namespace-prefix.
+
+ Args:
+ package (str): The package to be repaired.
+ mappings (Dict[str, str]): A dictionary mapping source code file paths to their corresponding packages.
+
+ Returns:
+ str: The repaired namespace.
+ """
file_ns = package
+ ix = 0
while file_ns != "":
if file_ns not in mappings:
ix = file_ns.rfind(".")
file_ns = file_ns[0:ix]
continue
break
+ if file_ns == "":
+ return ""
internal_ns = package[ix + 1 :]
ns = mappings[file_ns] + ":" + internal_ns.replace(".", ":")
return ns
@staticmethod
- def _find_root(full_key, package) -> str:
+ def _find_root(full_key: str, package: str) -> str:
+ """
+ Returns the package root path based on the key, which is the full path, and the package information.
+
+ Args:
+ full_key (str): The full key representing the full path.
+ package (str): The package information.
+
+ Returns:
+ str: The package root path.
+ """
left = full_key
while left != "":
if left in package:
@@ -417,5 +1010,14 @@ class RepoParser(BaseModel):
return "." + full_key[0:ix]
-def is_func(node):
+def is_func(node) -> bool:
+ """
+ Returns True if the given node represents a function.
+
+ Args:
+ node: The Abstract Syntax Tree (AST) node.
+
+ Returns:
+ bool: True if the node represents a function, False otherwise.
+ """
return isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef))
diff --git a/metagpt/roles/architect.py b/metagpt/roles/architect.py
index c6ceaccb7..166f8cfd0 100644
--- a/metagpt/roles/architect.py
+++ b/metagpt/roles/architect.py
@@ -33,7 +33,7 @@ class Architect(Role):
def __init__(self, **kwargs) -> None:
super().__init__(**kwargs)
# Initialize actions specific to the Architect role
- self._init_actions([WriteDesign])
+ self.set_actions([WriteDesign])
# Set events or actions the Architect should watch or be aware of
self._watch({WritePRD})
diff --git a/metagpt/roles/assistant.py b/metagpt/roles/assistant.py
index 227578a63..895fd8385 100644
--- a/metagpt/roles/assistant.py
+++ b/metagpt/roles/assistant.py
@@ -22,7 +22,6 @@ from pydantic import Field
from metagpt.actions.skill_action import ArgumentsParingAction, SkillAction
from metagpt.actions.talk_action import TalkAction
-from metagpt.config import CONFIG
from metagpt.learn.skill_loader import SkillsDeclaration
from metagpt.logs import logger
from metagpt.memory.brain_memory import BrainMemory
@@ -48,7 +47,8 @@ class Assistant(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self.constraints = self.constraints.format(language=kwargs.get("language") or CONFIG.language or "Chinese")
+ language = kwargs.get("language") or self.context.kwargs.language
+ self.constraints = self.constraints.format(language=language)
async def think(self) -> bool:
"""Everything will be done part by part."""
@@ -56,16 +56,16 @@ class Assistant(Role):
if not last_talk:
return False
if not self.skills:
- skill_path = Path(CONFIG.SKILL_PATH) if CONFIG.SKILL_PATH else None
+ skill_path = Path(self.context.kwargs.SKILL_PATH) if self.context.kwargs.SKILL_PATH else None
self.skills = await SkillsDeclaration.load(skill_yaml_file_name=skill_path)
prompt = ""
- skills = self.skills.get_skill_list()
+ skills = self.skills.get_skill_list(context=self.context)
for desc, name in skills.items():
prompt += f"If the text explicitly want you to {desc}, return `[SKILL]: {name}` brief and clear. For instance: [SKILL]: {name}\n"
prompt += 'Otherwise, return `[TALK]: {talk}` brief and clear. For instance: if {talk} is "xxxx" return [TALK]: xxxx\n\n'
prompt += f"Now what specific action is explicitly mentioned in the text: {last_talk}\n"
- rsp = await self.llm.aask(prompt, [])
+ rsp = await self.llm.aask(prompt, ["You are an action classifier"], stream=False)
logger.info(f"THINK: {prompt}\n, THINK RESULT: {rsp}\n")
return await self._plan(rsp, last_talk=last_talk)
@@ -97,8 +97,8 @@ class Assistant(Role):
async def talk_handler(self, text, **kwargs) -> bool:
history = self.memory.history_text
text = kwargs.get("last_talk") or text
- self.rc.todo = TalkAction(
- context=text, knowledge=self.memory.get_knowledge(), history_summary=history, llm=self.llm, **kwargs
+ self.set_todo(
+ TalkAction(i_context=text, knowledge=self.memory.get_knowledge(), history_summary=history, llm=self.llm)
)
return True
@@ -108,11 +108,11 @@ class Assistant(Role):
if not skill:
logger.info(f"skill not found: {text}")
return await self.talk_handler(text=last_talk, **kwargs)
- action = ArgumentsParingAction(skill=skill, llm=self.llm, ask=last_talk, **kwargs)
+ action = ArgumentsParingAction(skill=skill, llm=self.llm, ask=last_talk)
await action.run(**kwargs)
if action.args is None:
return await self.talk_handler(text=last_talk, **kwargs)
- self.rc.todo = SkillAction(skill=skill, args=action.args, llm=self.llm, name=skill.name, desc=skill.description)
+ self.set_todo(SkillAction(skill=skill, args=action.args, llm=self.llm, name=skill.name, desc=skill.description))
return True
async def refine_memory(self) -> str:
diff --git a/metagpt/roles/di/__init__.py b/metagpt/roles/di/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/metagpt/roles/di/data_interpreter.py b/metagpt/roles/di/data_interpreter.py
new file mode 100644
index 000000000..a8534b710
--- /dev/null
+++ b/metagpt/roles/di/data_interpreter.py
@@ -0,0 +1,184 @@
+from __future__ import annotations
+
+import json
+from typing import Literal, Union
+
+from pydantic import Field, model_validator
+
+from metagpt.actions.di.ask_review import ReviewConst
+from metagpt.actions.di.execute_nb_code import ExecuteNbCode
+from metagpt.actions.di.write_analysis_code import CheckData, WriteAnalysisCode
+from metagpt.logs import logger
+from metagpt.prompts.di.write_analysis_code import DATA_INFO
+from metagpt.roles import Role
+from metagpt.schema import Message, Task, TaskResult
+from metagpt.strategy.task_type import TaskType
+from metagpt.tools.tool_recommend import BM25ToolRecommender, ToolRecommender
+from metagpt.utils.common import CodeParser
+
+REACT_THINK_PROMPT = """
+# User Requirement
+{user_requirement}
+# Context
+{context}
+
+Output a json following the format:
+```json
+{{
+ "thoughts": str = "Thoughts on current situation, reflect on how you should proceed to fulfill the user requirement",
+ "state": bool = "Decide whether you need to take more actions to complete the user requirement. Return true if you think so. Return false if you think the requirement has been completely fulfilled."
+}}
+```
+"""
+
+
+class DataInterpreter(Role):
+ name: str = "David"
+ profile: str = "DataInterpreter"
+ auto_run: bool = True
+ use_plan: bool = True
+ use_reflection: bool = False
+ execute_code: ExecuteNbCode = Field(default_factory=ExecuteNbCode, exclude=True)
+ tools: Union[str, list[str]] = [] # Use special symbol [""] to indicate use of all registered tools
+ tool_recommender: ToolRecommender = None
+ react_mode: Literal["plan_and_act", "react"] = "plan_and_act"
+ max_react_loop: int = 10 # used for react mode
+
+ @model_validator(mode="after")
+ def set_plan_and_tool(self) -> "Interpreter":
+ self._set_react_mode(react_mode=self.react_mode, max_react_loop=self.max_react_loop, auto_run=self.auto_run)
+ self.use_plan = (
+ self.react_mode == "plan_and_act"
+ ) # create a flag for convenience, overwrite any passed-in value
+ if self.tools:
+ self.tool_recommender = BM25ToolRecommender(tools=self.tools)
+ self.set_actions([WriteAnalysisCode])
+ self._set_state(0)
+ return self
+
+ @property
+ def working_memory(self):
+ return self.rc.working_memory
+
+ async def _think(self) -> bool:
+ """Useful in 'react' mode. Use LLM to decide whether and what to do next."""
+ user_requirement = self.get_memories()[0].content
+ context = self.working_memory.get()
+
+ if not context:
+ # just started the run, we need action certainly
+ self.working_memory.add(self.get_memories()[0]) # add user requirement to working memory
+ self._set_state(0)
+ return True
+
+ prompt = REACT_THINK_PROMPT.format(user_requirement=user_requirement, context=context)
+ rsp = await self.llm.aask(prompt)
+ rsp_dict = json.loads(CodeParser.parse_code(block=None, text=rsp))
+ self.working_memory.add(Message(content=rsp_dict["thoughts"], role="assistant"))
+ need_action = rsp_dict["state"]
+ self._set_state(0) if need_action else self._set_state(-1)
+
+ return need_action
+
+ async def _act(self) -> Message:
+ """Useful in 'react' mode. Return a Message conforming to Role._act interface."""
+ code, _, _ = await self._write_and_exec_code()
+ return Message(content=code, role="assistant", cause_by=WriteAnalysisCode)
+
+ async def _plan_and_act(self) -> Message:
+ rsp = await super()._plan_and_act()
+ await self.execute_code.terminate()
+ return rsp
+
+ async def _act_on_task(self, current_task: Task) -> TaskResult:
+ """Useful in 'plan_and_act' mode. Wrap the output in a TaskResult for review and confirmation."""
+ code, result, is_success = await self._write_and_exec_code()
+ task_result = TaskResult(code=code, result=result, is_success=is_success)
+ return task_result
+
+ async def _write_and_exec_code(self, max_retry: int = 3):
+ counter = 0
+ success = False
+
+ # plan info
+ plan_status = self.planner.get_plan_status() if self.use_plan else ""
+
+ # tool info
+ if self.tools:
+ context = (
+ self.working_memory.get()[-1].content if self.working_memory.get() else ""
+ ) # thoughts from _think stage in 'react' mode
+ plan = self.planner.plan if self.use_plan else None
+ tool_info = await self.tool_recommender.get_recommended_tool_info(context=context, plan=plan)
+ else:
+ tool_info = ""
+
+ # data info
+ await self._check_data()
+
+ while not success and counter < max_retry:
+ ### write code ###
+ code, cause_by = await self._write_code(counter, plan_status, tool_info)
+
+ self.working_memory.add(Message(content=code, role="assistant", cause_by=cause_by))
+
+ ### execute code ###
+ result, success = await self.execute_code.run(code)
+ print(result)
+
+ self.working_memory.add(Message(content=result, role="user", cause_by=ExecuteNbCode))
+
+ ### process execution result ###
+ counter += 1
+
+ if not success and counter >= max_retry:
+ logger.info("coding failed!")
+ review, _ = await self.planner.ask_review(auto_run=False, trigger=ReviewConst.CODE_REVIEW_TRIGGER)
+ if ReviewConst.CHANGE_WORDS[0] in review:
+ counter = 0 # redo the task again with help of human suggestions
+
+ return code, result, success
+
+ async def _write_code(
+ self,
+ counter: int,
+ plan_status: str = "",
+ tool_info: str = "",
+ ):
+ todo = self.rc.todo # todo is WriteAnalysisCode
+ logger.info(f"ready to {todo.name}")
+ use_reflection = counter > 0 and self.use_reflection # only use reflection after the first trial
+
+ user_requirement = self.get_memories()[0].content
+
+ code = await todo.run(
+ user_requirement=user_requirement,
+ plan_status=plan_status,
+ tool_info=tool_info,
+ working_memory=self.working_memory.get(),
+ use_reflection=use_reflection,
+ )
+
+ return code, todo
+
+ async def _check_data(self):
+ if (
+ not self.use_plan
+ or not self.planner.plan.get_finished_tasks()
+ or self.planner.plan.current_task.task_type
+ not in [
+ TaskType.DATA_PREPROCESS.type_name,
+ TaskType.FEATURE_ENGINEERING.type_name,
+ TaskType.MODEL_TRAIN.type_name,
+ ]
+ ):
+ return
+ logger.info("Check updated data")
+ code = await CheckData().run(self.planner.plan)
+ if not code.strip():
+ return
+ result, success = await self.execute_code.run(code)
+ if success:
+ print(result)
+ data_info = DATA_INFO.format(info=result)
+ self.working_memory.add(Message(content=data_info, role="user", cause_by=CheckData))
diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py
index e05e69cbb..329b21553 100644
--- a/metagpt/roles/engineer.py
+++ b/metagpt/roles/engineer.py
@@ -26,17 +26,19 @@ from typing import Set
from metagpt.actions import Action, WriteCode, WriteCodeReview, WriteTasks
from metagpt.actions.fix_bug import FixBug
+from metagpt.actions.project_management_an import REFINED_TASK_LIST, TASK_LIST
from metagpt.actions.summarize_code import SummarizeCode
-from metagpt.config import CONFIG
+from metagpt.actions.write_code_plan_and_change_an import WriteCodePlanAndChange
from metagpt.const import (
- CODE_SUMMARIES_FILE_REPO,
- CODE_SUMMARIES_PDF_FILE_REPO,
+ CODE_PLAN_AND_CHANGE_FILE_REPO,
+ REQUIREMENT_FILENAME,
SYSTEM_DESIGN_FILE_REPO,
TASK_FILE_REPO,
)
from metagpt.logs import logger
from metagpt.roles import Role
from metagpt.schema import (
+ CodePlanAndChangeContext,
CodeSummarizeContext,
CodingContext,
Document,
@@ -80,12 +82,13 @@ class Engineer(Role):
code_todos: list = []
summarize_todos: list = []
next_todo_action: str = ""
+ n_summarize: int = 0
def __init__(self, **kwargs) -> None:
super().__init__(**kwargs)
- self._init_actions([WriteCode])
- self._watch([WriteTasks, SummarizeCode, WriteCode, WriteCodeReview, FixBug])
+ self.set_actions([WriteCode])
+ self._watch([WriteTasks, SummarizeCode, WriteCode, WriteCodeReview, FixBug, WriteCodePlanAndChange])
self.code_todos = []
self.summarize_todos = []
self.next_todo_action = any_to_name(WriteCode)
@@ -93,11 +96,10 @@ class Engineer(Role):
@staticmethod
def _parse_tasks(task_msg: Document) -> list[str]:
m = json.loads(task_msg.content)
- return m.get("Task list")
+ return m.get(TASK_LIST.key) or m.get(REFINED_TASK_LIST.key)
async def _act_sp_with_cr(self, review=False) -> Set[str]:
changed_files = set()
- src_file_repo = CONFIG.git_repo.new_file_repository(CONFIG.src_workspace)
for todo in self.code_todos:
"""
# Select essential information from the historical data to reduce the length of the prompt (summarized from human experience):
@@ -109,12 +111,16 @@ class Engineer(Role):
coding_context = await todo.run()
# Code review
if review:
- action = WriteCodeReview(context=coding_context, llm=self.llm)
- self._init_action_system_message(action)
+ action = WriteCodeReview(i_context=coding_context, context=self.context, llm=self.llm)
+ self._init_action(action)
coding_context = await action.run()
- await src_file_repo.save(
- coding_context.filename,
- dependencies={coding_context.design_doc.root_relative_path, coding_context.task_doc.root_relative_path},
+
+ dependencies = {coding_context.design_doc.root_relative_path, coding_context.task_doc.root_relative_path}
+ if self.config.inc:
+ dependencies.add(coding_context.code_plan_and_change_doc.root_relative_path)
+ await self.project_repo.srcs.save(
+ filename=coding_context.filename,
+ dependencies=list(dependencies),
content=coding_context.code_doc.content,
)
msg = Message(
@@ -134,6 +140,9 @@ class Engineer(Role):
"""Determines the mode of action based on whether code review is used."""
if self.rc.todo is None:
return None
+ if isinstance(self.rc.todo, WriteCodePlanAndChange):
+ self.next_todo_action = any_to_name(WriteCode)
+ return await self._act_code_plan_and_change()
if isinstance(self.rc.todo, WriteCode):
self.next_todo_action = any_to_name(SummarizeCode)
return await self._act_write_code()
@@ -153,34 +162,32 @@ class Engineer(Role):
)
async def _act_summarize(self):
- code_summaries_file_repo = CONFIG.git_repo.new_file_repository(CODE_SUMMARIES_FILE_REPO)
- code_summaries_pdf_file_repo = CONFIG.git_repo.new_file_repository(CODE_SUMMARIES_PDF_FILE_REPO)
tasks = []
- src_relative_path = CONFIG.src_workspace.relative_to(CONFIG.git_repo.workdir)
for todo in self.summarize_todos:
summary = await todo.run()
- summary_filename = Path(todo.context.design_filename).with_suffix(".md").name
- dependencies = {todo.context.design_filename, todo.context.task_filename}
- for filename in todo.context.codes_filenames:
- rpath = src_relative_path / filename
+ summary_filename = Path(todo.i_context.design_filename).with_suffix(".md").name
+ dependencies = {todo.i_context.design_filename, todo.i_context.task_filename}
+ for filename in todo.i_context.codes_filenames:
+ rpath = self.project_repo.src_relative_path / filename
dependencies.add(str(rpath))
- await code_summaries_pdf_file_repo.save(
+ await self.project_repo.resources.code_summary.save(
filename=summary_filename, content=summary, dependencies=dependencies
)
is_pass, reason = await self._is_pass(summary)
if not is_pass:
- todo.context.reason = reason
- tasks.append(todo.context.dict())
- await code_summaries_file_repo.save(
- filename=Path(todo.context.design_filename).name,
- content=todo.context.model_dump_json(),
+ todo.i_context.reason = reason
+ tasks.append(todo.i_context.model_dump())
+
+ await self.project_repo.docs.code_summary.save(
+ filename=Path(todo.i_context.design_filename).name,
+ content=todo.i_context.model_dump_json(),
dependencies=dependencies,
)
else:
- await code_summaries_file_repo.delete(filename=Path(todo.context.design_filename).name)
+ await self.project_repo.docs.code_summary.delete(filename=Path(todo.i_context.design_filename).name)
- logger.info(f"--max-auto-summarize-code={CONFIG.max_auto_summarize_code}")
- if not tasks or CONFIG.max_auto_summarize_code == 0:
+ logger.info(f"--max-auto-summarize-code={self.config.max_auto_summarize_code}")
+ if not tasks or self.config.max_auto_summarize_code == 0:
return Message(
content="",
role=self.profile,
@@ -190,11 +197,39 @@ class Engineer(Role):
)
# The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating unlimited.
# This parameter is used for debugging the workflow.
- CONFIG.max_auto_summarize_code -= 1 if CONFIG.max_auto_summarize_code > 0 else 0
+ self.n_summarize += 1 if self.config.max_auto_summarize_code > self.n_summarize else 0
return Message(
content=json.dumps(tasks), role=self.profile, cause_by=SummarizeCode, send_to=self, sent_from=self
)
+ async def _act_code_plan_and_change(self):
+ """Write code plan and change that guides subsequent WriteCode and WriteCodeReview"""
+ node = await self.rc.todo.run()
+ code_plan_and_change = node.instruct_content.model_dump_json()
+ dependencies = {
+ REQUIREMENT_FILENAME,
+ self.rc.todo.i_context.prd_filename,
+ self.rc.todo.i_context.design_filename,
+ self.rc.todo.i_context.task_filename,
+ }
+ code_plan_and_change_filepath = Path(self.rc.todo.i_context.design_filename)
+ await self.project_repo.docs.code_plan_and_change.save(
+ filename=code_plan_and_change_filepath.name, content=code_plan_and_change, dependencies=dependencies
+ )
+ await self.project_repo.resources.code_plan_and_change.save(
+ filename=code_plan_and_change_filepath.with_suffix(".md").name,
+ content=node.content,
+ dependencies=dependencies,
+ )
+
+ return Message(
+ content=code_plan_and_change,
+ role=self.profile,
+ cause_by=WriteCodePlanAndChange,
+ send_to=self,
+ sent_from=self,
+ )
+
async def _is_pass(self, summary) -> (str, str):
rsp = await self.llm.aask(msg=IS_PASS_PROMPT.format(context=summary), stream=False)
logger.info(rsp)
@@ -203,13 +238,18 @@ class Engineer(Role):
return False, rsp
async def _think(self) -> Action | None:
- if not CONFIG.src_workspace:
- CONFIG.src_workspace = CONFIG.git_repo.workdir / CONFIG.git_repo.workdir.name
- write_code_filters = any_to_str_set([WriteTasks, SummarizeCode, FixBug])
+ if not self.src_workspace:
+ self.src_workspace = self.git_repo.workdir / self.git_repo.workdir.name
+ write_plan_and_change_filters = any_to_str_set([WriteTasks])
+ write_code_filters = any_to_str_set([WriteTasks, WriteCodePlanAndChange, SummarizeCode, FixBug])
summarize_code_filters = any_to_str_set([WriteCode, WriteCodeReview])
if not self.rc.news:
return None
msg = self.rc.news[0]
+ if self.config.inc and msg.cause_by in write_plan_and_change_filters:
+ logger.debug(f"TODO WriteCodePlanAndChange:{msg.model_dump_json()}")
+ await self._new_code_plan_and_change_action()
+ return self.rc.todo
if msg.cause_by in write_code_filters:
logger.debug(f"TODO WriteCode:{msg.model_dump_json()}")
await self._new_code_actions(bug_fix=msg.cause_by == any_to_str(FixBug))
@@ -220,60 +260,73 @@ class Engineer(Role):
return self.rc.todo
return None
- @staticmethod
- async def _new_coding_context(
- filename, src_file_repo, task_file_repo, design_file_repo, dependency
- ) -> CodingContext:
- old_code_doc = await src_file_repo.get(filename)
+ async def _new_coding_context(self, filename, dependency) -> CodingContext:
+ old_code_doc = await self.project_repo.srcs.get(filename)
if not old_code_doc:
- old_code_doc = Document(root_path=str(src_file_repo.root_path), filename=filename, content="")
+ old_code_doc = Document(root_path=str(self.project_repo.src_relative_path), filename=filename, content="")
dependencies = {Path(i) for i in await dependency.get(old_code_doc.root_relative_path)}
task_doc = None
design_doc = None
+ code_plan_and_change_doc = None
for i in dependencies:
if str(i.parent) == TASK_FILE_REPO:
- task_doc = await task_file_repo.get(i.name)
+ task_doc = await self.project_repo.docs.task.get(i.name)
elif str(i.parent) == SYSTEM_DESIGN_FILE_REPO:
- design_doc = await design_file_repo.get(i.name)
+ design_doc = await self.project_repo.docs.system_design.get(i.name)
+ elif str(i.parent) == CODE_PLAN_AND_CHANGE_FILE_REPO:
+ code_plan_and_change_doc = await self.project_repo.docs.code_plan_and_change.get(i.name)
if not task_doc or not design_doc:
logger.error(f'Detected source code "{filename}" from an unknown origin.')
raise ValueError(f'Detected source code "{filename}" from an unknown origin.')
- context = CodingContext(filename=filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc)
+ context = CodingContext(
+ filename=filename,
+ design_doc=design_doc,
+ task_doc=task_doc,
+ code_doc=old_code_doc,
+ code_plan_and_change_doc=code_plan_and_change_doc,
+ )
return context
- @staticmethod
- async def _new_coding_doc(filename, src_file_repo, task_file_repo, design_file_repo, dependency):
- context = await Engineer._new_coding_context(
- filename, src_file_repo, task_file_repo, design_file_repo, dependency
- )
+ async def _new_coding_doc(self, filename, dependency):
+ context = await self._new_coding_context(filename, dependency)
coding_doc = Document(
- root_path=str(src_file_repo.root_path), filename=filename, content=context.model_dump_json()
+ root_path=str(self.project_repo.src_relative_path), filename=filename, content=context.model_dump_json()
)
return coding_doc
async def _new_code_actions(self, bug_fix=False):
# Prepare file repos
- src_file_repo = CONFIG.git_repo.new_file_repository(CONFIG.src_workspace)
- changed_src_files = src_file_repo.all_files if bug_fix else src_file_repo.changed_files
- task_file_repo = CONFIG.git_repo.new_file_repository(TASK_FILE_REPO)
- changed_task_files = task_file_repo.changed_files
- design_file_repo = CONFIG.git_repo.new_file_repository(SYSTEM_DESIGN_FILE_REPO)
-
+ changed_src_files = self.project_repo.srcs.all_files if bug_fix else self.project_repo.srcs.changed_files
+ changed_task_files = self.project_repo.docs.task.changed_files
changed_files = Documents()
# Recode caused by upstream changes.
for filename in changed_task_files:
- design_doc = await design_file_repo.get(filename)
- task_doc = await task_file_repo.get(filename)
+ design_doc = await self.project_repo.docs.system_design.get(filename)
+ task_doc = await self.project_repo.docs.task.get(filename)
+ code_plan_and_change_doc = await self.project_repo.docs.code_plan_and_change.get(filename)
task_list = self._parse_tasks(task_doc)
for task_filename in task_list:
- old_code_doc = await src_file_repo.get(task_filename)
+ old_code_doc = await self.project_repo.srcs.get(task_filename)
if not old_code_doc:
- old_code_doc = Document(root_path=str(src_file_repo.root_path), filename=task_filename, content="")
- context = CodingContext(
- filename=task_filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc
- )
+ old_code_doc = Document(
+ root_path=str(self.project_repo.src_relative_path), filename=task_filename, content=""
+ )
+ if not code_plan_and_change_doc:
+ context = CodingContext(
+ filename=task_filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc
+ )
+ else:
+ context = CodingContext(
+ filename=task_filename,
+ design_doc=design_doc,
+ task_doc=task_doc,
+ code_doc=old_code_doc,
+ code_plan_and_change_doc=code_plan_and_change_doc,
+ )
coding_doc = Document(
- root_path=str(src_file_repo.root_path), filename=task_filename, content=context.model_dump_json()
+ root_path=str(self.project_repo.src_relative_path),
+ filename=task_filename,
+ content=context.model_dump_json(),
)
if task_filename in changed_files.docs:
logger.warning(
@@ -281,41 +334,52 @@ class Engineer(Role):
f"{changed_files.docs[task_filename].model_dump_json()}"
)
changed_files.docs[task_filename] = coding_doc
- self.code_todos = [WriteCode(context=i, llm=self.llm) for i in changed_files.docs.values()]
+ self.code_todos = [
+ WriteCode(i_context=i, context=self.context, llm=self.llm) for i in changed_files.docs.values()
+ ]
# Code directly modified by the user.
- dependency = await CONFIG.git_repo.get_dependency()
+ dependency = await self.git_repo.get_dependency()
for filename in changed_src_files:
if filename in changed_files.docs:
continue
- coding_doc = await self._new_coding_doc(
- filename=filename,
- src_file_repo=src_file_repo,
- task_file_repo=task_file_repo,
- design_file_repo=design_file_repo,
- dependency=dependency,
- )
+ coding_doc = await self._new_coding_doc(filename=filename, dependency=dependency)
changed_files.docs[filename] = coding_doc
- self.code_todos.append(WriteCode(context=coding_doc, llm=self.llm))
+ self.code_todos.append(WriteCode(i_context=coding_doc, context=self.context, llm=self.llm))
if self.code_todos:
- self.rc.todo = self.code_todos[0]
+ self.set_todo(self.code_todos[0])
async def _new_summarize_actions(self):
- src_file_repo = CONFIG.git_repo.new_file_repository(CONFIG.src_workspace)
- src_files = src_file_repo.all_files
+ src_files = self.project_repo.srcs.all_files
# Generate a SummarizeCode action for each pair of (system_design_doc, task_doc).
summarizations = defaultdict(list)
for filename in src_files:
- dependencies = await src_file_repo.get_dependency(filename=filename)
- ctx = CodeSummarizeContext.loads(filenames=dependencies)
+ dependencies = await self.project_repo.srcs.get_dependency(filename=filename)
+ ctx = CodeSummarizeContext.loads(filenames=list(dependencies))
summarizations[ctx].append(filename)
for ctx, filenames in summarizations.items():
ctx.codes_filenames = filenames
- self.summarize_todos.append(SummarizeCode(context=ctx, llm=self.llm))
+ new_summarize = SummarizeCode(i_context=ctx, context=self.context, llm=self.llm)
+ for i, act in enumerate(self.summarize_todos):
+ if act.i_context.task_filename == new_summarize.i_context.task_filename:
+ self.summarize_todos[i] = new_summarize
+ new_summarize = None
+ break
+ if new_summarize:
+ self.summarize_todos.append(new_summarize)
if self.summarize_todos:
- self.rc.todo = self.summarize_todos[0]
+ self.set_todo(self.summarize_todos[0])
+ self.summarize_todos.pop(0)
+
+ async def _new_code_plan_and_change_action(self):
+ """Create a WriteCodePlanAndChange action for subsequent to-do actions."""
+ files = self.project_repo.all_files
+ requirement_doc = await self.project_repo.docs.get(REQUIREMENT_FILENAME)
+ requirement = requirement_doc.content if requirement_doc else ""
+ code_plan_and_change_ctx = CodePlanAndChangeContext.loads(files, requirement=requirement)
+ self.rc.todo = WriteCodePlanAndChange(i_context=code_plan_and_change_ctx, context=self.context, llm=self.llm)
@property
- def todo(self) -> str:
+ def action_description(self) -> str:
"""AgentStore uses this attribute to display to the user what actions the current role should take."""
return self.next_todo_action
diff --git a/metagpt/roles/invoice_ocr_assistant.py b/metagpt/roles/invoice_ocr_assistant.py
index f5588974b..a39a48b97 100644
--- a/metagpt/roles/invoice_ocr_assistant.py
+++ b/metagpt/roles/invoice_ocr_assistant.py
@@ -60,7 +60,7 @@ class InvoiceOCRAssistant(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([InvoiceOCR])
+ self.set_actions([InvoiceOCR])
self._set_react_mode(react_mode=RoleReactMode.BY_ORDER.value)
async def _act(self) -> Message:
@@ -82,12 +82,12 @@ class InvoiceOCRAssistant(Role):
resp = await todo.run(file_path)
if len(resp) == 1:
# Single file support for questioning based on OCR recognition results
- self._init_actions([GenerateTable, ReplyQuestion])
+ self.set_actions([GenerateTable, ReplyQuestion])
self.orc_data = resp[0]
else:
- self._init_actions([GenerateTable])
+ self.set_actions([GenerateTable])
- self.rc.todo = None
+ self.set_todo(None)
content = INVOICE_OCR_SUCCESS
resp = OCRResults(ocr_result=json.dumps(resp))
msg = Message(content=content, instruct_content=resp)
diff --git a/metagpt/roles/product_manager.py b/metagpt/roles/product_manager.py
index 1d82ac3f2..fbe139a99 100644
--- a/metagpt/roles/product_manager.py
+++ b/metagpt/roles/product_manager.py
@@ -9,7 +9,6 @@
from metagpt.actions import UserRequirement, WritePRD
from metagpt.actions.prepare_documents import PrepareDocuments
-from metagpt.config import CONFIG
from metagpt.roles.role import Role
from metagpt.utils.common import any_to_name
@@ -34,24 +33,19 @@ class ProductManager(Role):
def __init__(self, **kwargs) -> None:
super().__init__(**kwargs)
- self._init_actions([PrepareDocuments, WritePRD])
+ self.set_actions([PrepareDocuments, WritePRD])
self._watch([UserRequirement, PrepareDocuments])
self.todo_action = any_to_name(PrepareDocuments)
async def _think(self) -> bool:
"""Decide what to do"""
- if CONFIG.git_repo and not CONFIG.git_reinit:
+ if self.git_repo and not self.config.git_reinit:
self._set_state(1)
else:
self._set_state(0)
- CONFIG.git_reinit = False
+ self.config.git_reinit = False
self.todo_action = any_to_name(WritePRD)
return bool(self.rc.todo)
async def _observe(self, ignore_memory=False) -> int:
return await super()._observe(ignore_memory=True)
-
- @property
- def todo(self) -> str:
- """AgentStore uses this attribute to display to the user what actions the current role should take."""
- return self.todo_action
diff --git a/metagpt/roles/project_manager.py b/metagpt/roles/project_manager.py
index 1fad4afc2..422d2889b 100644
--- a/metagpt/roles/project_manager.py
+++ b/metagpt/roles/project_manager.py
@@ -33,5 +33,5 @@ class ProjectManager(Role):
def __init__(self, **kwargs) -> None:
super().__init__(**kwargs)
- self._init_actions([WriteTasks])
+ self.set_actions([WriteTasks])
self._watch([WriteDesign])
diff --git a/metagpt/roles/qa_engineer.py b/metagpt/roles/qa_engineer.py
index b1d06d122..c73c10ef3 100644
--- a/metagpt/roles/qa_engineer.py
+++ b/metagpt/roles/qa_engineer.py
@@ -15,20 +15,13 @@
of SummarizeCode.
"""
-
from metagpt.actions import DebugError, RunCode, WriteTest
from metagpt.actions.summarize_code import SummarizeCode
-from metagpt.config import CONFIG
-from metagpt.const import (
- MESSAGE_ROUTE_TO_NONE,
- TEST_CODES_FILE_REPO,
- TEST_OUTPUTS_FILE_REPO,
-)
+from metagpt.const import MESSAGE_ROUTE_TO_NONE
from metagpt.logs import logger
from metagpt.roles import Role
from metagpt.schema import Document, Message, RunCodeContext, TestingContext
from metagpt.utils.common import any_to_str_set, parse_recipient
-from metagpt.utils.file_repository import FileRepository
class QaEngineer(Role):
@@ -36,7 +29,8 @@ class QaEngineer(Role):
profile: str = "QaEngineer"
goal: str = "Write comprehensive and robust tests to ensure codes will work as expected without bugs"
constraints: str = (
- "The test code you write should conform to code standard like PEP8, be modular, " "easy to read and maintain"
+ "The test code you write should conform to code standard like PEP8, be modular, easy to read and maintain."
+ "Use same language as user requirement"
)
test_round_allowed: int = 5
test_round: int = 0
@@ -46,34 +40,35 @@ class QaEngineer(Role):
# FIXME: a bit hack here, only init one action to circumvent _think() logic,
# will overwrite _think() in future updates
- self._init_actions([WriteTest])
+ self.set_actions([WriteTest])
self._watch([SummarizeCode, WriteTest, RunCode, DebugError])
self.test_round = 0
async def _write_test(self, message: Message) -> None:
- src_file_repo = CONFIG.git_repo.new_file_repository(CONFIG.src_workspace)
+ src_file_repo = self.project_repo.with_src_path(self.context.src_workspace).srcs
changed_files = set(src_file_repo.changed_files.keys())
# Unit tests only.
- if CONFIG.reqa_file and CONFIG.reqa_file not in changed_files:
- changed_files.add(CONFIG.reqa_file)
- tests_file_repo = CONFIG.git_repo.new_file_repository(TEST_CODES_FILE_REPO)
+ if self.config.reqa_file and self.config.reqa_file not in changed_files:
+ changed_files.add(self.config.reqa_file)
for filename in changed_files:
# write tests
if not filename or "test" in filename:
continue
code_doc = await src_file_repo.get(filename)
- test_doc = await tests_file_repo.get("test_" + code_doc.filename)
+ if not code_doc:
+ continue
+ if not code_doc.filename.endswith(".py"):
+ continue
+ test_doc = await self.project_repo.tests.get("test_" + code_doc.filename)
if not test_doc:
test_doc = Document(
- root_path=str(tests_file_repo.root_path), filename="test_" + code_doc.filename, content=""
+ root_path=str(self.project_repo.tests.root_path), filename="test_" + code_doc.filename, content=""
)
logger.info(f"Writing {test_doc.filename}..")
context = TestingContext(filename=test_doc.filename, test_doc=test_doc, code_doc=code_doc)
- context = await WriteTest(context=context, llm=self.llm).run()
- await tests_file_repo.save(
- filename=context.test_doc.filename,
- content=context.test_doc.content,
- dependencies={context.code_doc.root_relative_path},
+ context = await WriteTest(i_context=context, context=self.context, llm=self.llm).run()
+ await self.project_repo.tests.save_doc(
+ doc=context.test_doc, dependencies={context.code_doc.root_relative_path}
)
# prepare context for run tests in next round
@@ -81,8 +76,8 @@ class QaEngineer(Role):
command=["python", context.test_doc.root_relative_path],
code_filename=context.code_doc.filename,
test_filename=context.test_doc.filename,
- working_directory=str(CONFIG.git_repo.workdir),
- additional_python_paths=[str(CONFIG.src_workspace)],
+ working_directory=str(self.project_repo.workdir),
+ additional_python_paths=[str(self.context.src_workspace)],
)
self.publish_message(
Message(
@@ -94,21 +89,23 @@ class QaEngineer(Role):
)
)
- logger.info(f"Done {str(tests_file_repo.workdir)} generating.")
+ logger.info(f"Done {str(self.project_repo.tests.workdir)} generating.")
async def _run_code(self, msg):
run_code_context = RunCodeContext.loads(msg.content)
- src_doc = await CONFIG.git_repo.new_file_repository(CONFIG.src_workspace).get(run_code_context.code_filename)
+ src_doc = await self.project_repo.with_src_path(self.context.src_workspace).srcs.get(
+ run_code_context.code_filename
+ )
if not src_doc:
return
- test_doc = await CONFIG.git_repo.new_file_repository(TEST_CODES_FILE_REPO).get(run_code_context.test_filename)
+ test_doc = await self.project_repo.tests.get(run_code_context.test_filename)
if not test_doc:
return
run_code_context.code = src_doc.content
run_code_context.test_code = test_doc.content
- result = await RunCode(context=run_code_context, llm=self.llm).run()
+ result = await RunCode(i_context=run_code_context, context=self.context, llm=self.llm).run()
run_code_context.output_filename = run_code_context.test_filename + ".json"
- await CONFIG.git_repo.new_file_repository(TEST_OUTPUTS_FILE_REPO).save(
+ await self.project_repo.test_outputs.save(
filename=run_code_context.output_filename,
content=result.model_dump_json(),
dependencies={src_doc.root_relative_path, test_doc.root_relative_path},
@@ -130,10 +127,8 @@ class QaEngineer(Role):
async def _debug_error(self, msg):
run_code_context = RunCodeContext.loads(msg.content)
- code = await DebugError(context=run_code_context, llm=self.llm).run()
- await FileRepository.save_file(
- filename=run_code_context.test_filename, content=code, relative_path=TEST_CODES_FILE_REPO
- )
+ code = await DebugError(i_context=run_code_context, context=self.context, llm=self.llm).run()
+ await self.project_repo.tests.save(filename=run_code_context.test_filename, content=code)
run_code_context.output = None
self.publish_message(
Message(
diff --git a/metagpt/roles/researcher.py b/metagpt/roles/researcher.py
index 15f6c9a22..137cfdb4c 100644
--- a/metagpt/roles/researcher.py
+++ b/metagpt/roles/researcher.py
@@ -34,7 +34,7 @@ class Researcher(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions(
+ self.set_actions(
[CollectLinks(name=self.name), WebBrowseAndSummarize(name=self.name), ConductResearch(name=self.name)]
)
self._set_react_mode(react_mode=RoleReactMode.BY_ORDER.value)
@@ -49,7 +49,7 @@ class Researcher(Role):
if self.rc.state + 1 < len(self.states):
self._set_state(self.rc.state + 1)
else:
- self.rc.todo = None
+ self.set_todo(None)
return False
async def _act(self) -> Message:
diff --git a/metagpt/roles/role.py b/metagpt/roles/role.py
index b234a846f..e0f8a7ea6 100644
--- a/metagpt/roles/role.py
+++ b/metagpt/roles/role.py
@@ -23,30 +23,27 @@
from __future__ import annotations
from enum import Enum
-from pathlib import Path
-from typing import Any, Iterable, Optional, Set, Type
+from typing import TYPE_CHECKING, Iterable, Optional, Set, Type, Union
from pydantic import BaseModel, ConfigDict, Field, SerializeAsAny, model_validator
from metagpt.actions import Action, ActionOutput
from metagpt.actions.action_node import ActionNode
from metagpt.actions.add_requirement import UserRequirement
-from metagpt.const import SERDESER_PATH
-from metagpt.llm import LLM, HumanProvider
+from metagpt.context_mixin import ContextMixin
from metagpt.logs import logger
from metagpt.memory import Memory
-from metagpt.provider.base_llm import BaseLLM
+from metagpt.provider import HumanProvider
from metagpt.schema import Message, MessageQueue, SerializationMixin
-from metagpt.utils.common import (
- any_to_name,
- any_to_str,
- import_class,
- read_json_file,
- role_raise_decorator,
- write_json_file,
-)
+from metagpt.strategy.planner import Planner
+from metagpt.utils.common import any_to_name, any_to_str, role_raise_decorator
+from metagpt.utils.project_repo import ProjectRepo
from metagpt.utils.repair_llm_raw_output import extract_state_value_from_output
+if TYPE_CHECKING:
+ from metagpt.environment import Environment # noqa: F401
+
+
PREFIX_TEMPLATE = """You are a {profile}, named {name}, your goal is {goal}. """
CONSTRAINT_TEMPLATE = "the constraint is {constraints}. "
@@ -101,6 +98,7 @@ class RoleContext(BaseModel):
) # Message Buffer with Asynchronous Updates
memory: Memory = Field(default_factory=Memory)
# long_term_memory: LongTermMemory = Field(default_factory=LongTermMemory)
+ working_memory: Memory = Field(default_factory=Memory)
state: int = Field(default=-1) # -1 indicates initial or termination state where todo is None
todo: Action = Field(default=None, exclude=True)
watch: set[str] = Field(default_factory=set)
@@ -110,12 +108,6 @@ class RoleContext(BaseModel):
) # see `Role._set_react_mode` for definitions of the following two attributes
max_react_loop: int = 1
- def check(self, role_id: str):
- # if hasattr(CONFIG, "long_term_memory") and CONFIG.long_term_memory:
- # self.long_term_memory.recover_memory(role_id, self)
- # self.memory = self.long_term_memory # use memory to act as long_term_memory for unify operation
- pass
-
@property
def important_memory(self) -> list[Message]:
"""Retrieve information corresponding to the attention action."""
@@ -125,11 +117,17 @@ class RoleContext(BaseModel):
def history(self) -> list[Message]:
return self.memory.get()
+ @classmethod
+ def model_rebuild(cls, **kwargs):
+ from metagpt.environment.base_env import Environment # noqa: F401
-class Role(SerializationMixin, is_polymorphic_base=True):
+ super().model_rebuild(**kwargs)
+
+
+class Role(SerializationMixin, ContextMixin, BaseModel):
"""Role/Agent"""
- model_config = ConfigDict(arbitrary_types_allowed=True, exclude=["llm"])
+ model_config = ConfigDict(arbitrary_types_allowed=True, extra="allow")
name: str = ""
profile: str = ""
@@ -138,12 +136,19 @@ class Role(SerializationMixin, is_polymorphic_base=True):
desc: str = ""
is_human: bool = False
- llm: BaseLLM = Field(default_factory=LLM, exclude=True) # Each role has its own LLM, use different system message
role_id: str = ""
states: list[str] = []
+
+ # scenarios to set action system_prompt:
+ # 1. `__init__` while using Role(actions=[...])
+ # 2. add action to role while using `role.set_action(action)`
+ # 3. set_todo while using `role.set_todo(action)`
+ # 4. when role.system_prompt is being updated (e.g. by `role.system_prompt = "..."`)
+ # Additional, if llm is not set, we will use role's llm
actions: list[SerializeAsAny[Action]] = Field(default=[], validate_default=True)
rc: RoleContext = Field(default_factory=RoleContext)
- subscription: set[str] = set()
+ addresses: set[str] = set()
+ planner: Planner = Field(default_factory=Planner)
# builtin variables
recovered: bool = False # to tag if a recovered role
@@ -152,25 +157,80 @@ class Role(SerializationMixin, is_polymorphic_base=True):
__hash__ = object.__hash__ # support Role as hashable type in `Environment.members`
@model_validator(mode="after")
- def check_subscription(self):
- if not self.subscription:
- self.subscription = {any_to_str(self), self.name} if self.name else {any_to_str(self)}
+ def validate_role_extra(self):
+ self._process_role_extra()
return self
- def __init__(self, **data: Any):
- # --- avoid PydanticUndefinedAnnotation name 'Environment' is not defined #
- from metagpt.environment import Environment
-
- Environment
- # ------
- Role.model_rebuild()
- super().__init__(**data)
+ def _process_role_extra(self):
+ kwargs = self.model_extra or {}
if self.is_human:
- self.llm = HumanProvider()
+ self.llm = HumanProvider(None)
+ self._check_actions()
self.llm.system_prompt = self._get_prefix()
- self._watch(data.get("watch") or [UserRequirement])
+ self.llm.cost_manager = self.context.cost_manager
+ self._watch(kwargs.pop("watch", [UserRequirement]))
+
+ if self.latest_observed_msg:
+ self.recovered = True
+
+ @property
+ def todo(self) -> Action:
+ """Get action to do"""
+ return self.rc.todo
+
+ def set_todo(self, value: Optional[Action]):
+ """Set action to do and update context"""
+ if value:
+ value.context = self.context
+ self.rc.todo = value
+
+ @property
+ def git_repo(self):
+ """Git repo"""
+ return self.context.git_repo
+
+ @git_repo.setter
+ def git_repo(self, value):
+ self.context.git_repo = value
+
+ @property
+ def src_workspace(self):
+ """Source workspace under git repo"""
+ return self.context.src_workspace
+
+ @src_workspace.setter
+ def src_workspace(self, value):
+ self.context.src_workspace = value
+
+ @property
+ def project_repo(self) -> ProjectRepo:
+ project_repo = ProjectRepo(self.context.git_repo)
+ return project_repo.with_src_path(self.context.src_workspace) if self.context.src_workspace else project_repo
+
+ @property
+ def prompt_schema(self):
+ """Prompt schema: json/markdown"""
+ return self.config.prompt_schema
+
+ @property
+ def project_name(self):
+ return self.config.project_name
+
+ @project_name.setter
+ def project_name(self, value):
+ self.config.project_name = value
+
+ @property
+ def project_path(self):
+ return self.config.project_path
+
+ @model_validator(mode="after")
+ def check_addresses(self):
+ if not self.addresses:
+ self.addresses = {any_to_str(self), self.name} if self.name else {any_to_str(self)}
+ return self
def _reset(self):
self.states = []
@@ -180,59 +240,32 @@ class Role(SerializationMixin, is_polymorphic_base=True):
def _setting(self):
return f"{self.name}({self.profile})"
- def serialize(self, stg_path: Path = None):
- stg_path = (
- SERDESER_PATH.joinpath(f"team/environment/roles/{self.__class__.__name__}_{self.name}")
- if stg_path is None
- else stg_path
- )
+ def _check_actions(self):
+ """Check actions and set llm and prefix for each action."""
+ self.set_actions(self.actions)
+ return self
- role_info = self.model_dump(exclude={"rc": {"memory": True, "msg_buffer": True}, "llm": True})
- role_info.update({"role_class": self.__class__.__name__, "module_name": self.__module__})
- role_info_path = stg_path.joinpath("role_info.json")
- write_json_file(role_info_path, role_info)
-
- self.rc.memory.serialize(stg_path) # serialize role's memory alone
-
- @classmethod
- def deserialize(cls, stg_path: Path) -> "Role":
- """stg_path = ./storage/team/environment/roles/{role_class}_{role_name}"""
- role_info_path = stg_path.joinpath("role_info.json")
- role_info = read_json_file(role_info_path)
-
- role_class_str = role_info.pop("role_class")
- module_name = role_info.pop("module_name")
- role_class = import_class(class_name=role_class_str, module_name=module_name)
-
- role = role_class(**role_info) # initiate particular Role
- role.set_recovered(True) # set True to make a tag
-
- role_memory = Memory.deserialize(stg_path)
- role.set_memory(role_memory)
-
- return role
-
- def _init_action_system_message(self, action: Action):
+ def _init_action(self, action: Action):
+ if not action.private_config:
+ action.set_llm(self.llm, override=True)
+ else:
+ action.set_llm(self.llm, override=False)
action.set_prefix(self._get_prefix())
- def refresh_system_message(self):
- self.llm.system_prompt = self._get_prefix()
+ def set_action(self, action: Action):
+ """Add action to the role."""
+ self.set_actions([action])
- def set_recovered(self, recovered: bool = False):
- self.recovered = recovered
+ def set_actions(self, actions: list[Union[Action, Type[Action]]]):
+ """Add actions to the role.
- def set_memory(self, memory: Memory):
- self.rc.memory = memory
-
- def init_actions(self, actions):
- self._init_actions(actions)
-
- def _init_actions(self, actions):
+ Args:
+ actions: list of Action classes or instances
+ """
self._reset()
- for idx, action in enumerate(actions):
+ for action in actions:
if not isinstance(action, Action):
- ## 默认初始化
- i = action(name="", llm=self.llm)
+ i = action(context=self.context)
else:
if self.is_human and not isinstance(action.llm, HumanProvider):
logger.warning(
@@ -241,11 +274,11 @@ class Role(SerializationMixin, is_polymorphic_base=True):
f"try passing in Action classes instead of initialized instances"
)
i = action
- self._init_action_system_message(i)
+ self._init_action(i)
self.actions.append(i)
- self.states.append(f"{idx}. {action}")
+ self.states.append(f"{len(self.actions) - 1}. {action}")
- def _set_react_mode(self, react_mode: str, max_react_loop: int = 1):
+ def _set_react_mode(self, react_mode: str, max_react_loop: int = 1, auto_run: bool = True):
"""Set strategy of the Role reacting to observed Message. Variation lies in how
this Role elects action to perform during the _think stage, especially if it is capable of multiple Actions.
@@ -265,45 +298,42 @@ class Role(SerializationMixin, is_polymorphic_base=True):
self.rc.react_mode = react_mode
if react_mode == RoleReactMode.REACT:
self.rc.max_react_loop = max_react_loop
+ elif react_mode == RoleReactMode.PLAN_AND_ACT:
+ self.planner = Planner(goal=self.goal, working_memory=self.rc.working_memory, auto_run=auto_run)
def _watch(self, actions: Iterable[Type[Action]] | Iterable[Action]):
"""Watch Actions of interest. Role will select Messages caused by these Actions from its personal message
buffer during _observe.
"""
self.rc.watch = {any_to_str(t) for t in actions}
- # check RoleContext after adding watch actions
- self.rc.check(self.role_id)
def is_watch(self, caused_by: str):
return caused_by in self.rc.watch
- def subscribe(self, tags: Set[str]):
+ def set_addresses(self, addresses: Set[str]):
"""Used to receive Messages with certain tags from the environment. Message will be put into personal message
buffer to be further processed in _observe. By default, a Role subscribes Messages with a tag of its own name
or profile.
"""
- self.subscription = tags
+ self.addresses = addresses
if self.rc.env: # According to the routing feature plan in Chapter 2.2.3.2 of RFC 113
- self.rc.env.set_subscription(self, self.subscription)
+ self.rc.env.set_addresses(self, self.addresses)
def _set_state(self, state: int):
"""Update the current state."""
self.rc.state = state
logger.debug(f"actions={self.actions}, state={state}")
- self.rc.todo = self.actions[self.rc.state] if state >= 0 else None
+ self.set_todo(self.actions[self.rc.state] if state >= 0 else None)
def set_env(self, env: "Environment"):
"""Set the environment in which the role works. The role can talk to the environment and can also receive
messages by observing."""
self.rc.env = env
if env:
- env.set_subscription(self, self.subscription)
- self.refresh_system_message() # add env message to system message
-
- @property
- def action_count(self):
- """Return number of action"""
- return len(self.actions)
+ env.set_addresses(self, self.addresses)
+ self.llm.system_prompt = self._get_prefix()
+ self.llm.cost_manager = self.context.cost_manager
+ self.set_actions(self.actions) # reset actions to update llm and prefix
def _get_prefix(self):
"""Get the role prefix"""
@@ -316,7 +346,8 @@ class Role(SerializationMixin, is_polymorphic_base=True):
prefix += CONSTRAINT_TEMPLATE.format(**{"constraints": self.constraints})
if self.rc.env and self.rc.env.desc:
- other_role_names = ", ".join(self.rc.env.role_names())
+ all_roles = self.rc.env.role_names()
+ other_role_names = ", ".join([r for r in all_roles if r != self.name])
env_desc = f"You are in {self.rc.env.desc} with roles({other_role_names})."
prefix += env_desc
return prefix
@@ -331,7 +362,7 @@ class Role(SerializationMixin, is_polymorphic_base=True):
if self.recovered and self.rc.state >= 0:
self._set_state(self.rc.state) # action to run from recovered state
- self.set_recovered(False) # avoid max_react_loop out of work
+ self.recovered = False # avoid max_react_loop out of work
return True
prompt = self._get_prefix()
@@ -429,7 +460,7 @@ class Role(SerializationMixin, is_polymorphic_base=True):
break
# act
logger.debug(f"{self._setting}: {self.rc.state=}, will do {self.rc.todo}")
- rsp = await self._act() # 这个rsp是否需要publish_message？
+ rsp = await self._act()
actions_taken += 1
return rsp # return output from the last action
@@ -444,8 +475,41 @@ class Role(SerializationMixin, is_polymorphic_base=True):
async def _plan_and_act(self) -> Message:
"""first plan, then execute an action sequence, i.e. _think (of a plan) -> _act -> _act -> ... Use llm to come up with the plan dynamically."""
- # TODO: to be implemented
- return Message(content="")
+
+ # create initial plan and update it until confirmation
+ goal = self.rc.memory.get()[-1].content # retreive latest user requirement
+ await self.planner.update_plan(goal=goal)
+
+ # take on tasks until all finished
+ while self.planner.current_task:
+ task = self.planner.current_task
+ logger.info(f"ready to take on task {task}")
+
+ # take on current task
+ task_result = await self._act_on_task(task)
+
+ # process the result, such as reviewing, confirming, plan updating
+ await self.planner.process_task_result(task_result)
+
+ rsp = self.planner.get_useful_memories()[0] # return the completed plan as a response
+
+ self.rc.memory.add(rsp) # add to persistent memory
+
+ return rsp
+
+ async def _act_on_task(self, current_task: Task) -> TaskResult:
+ """Taking specific action to handle one task in plan
+
+ Args:
+ current_task (Task): current task to take on
+
+ Raises:
+ NotImplementedError: Specific Role must implement this method if expected to use planner
+
+ Returns:
+ TaskResult: Result from the actions
+ """
+ raise NotImplementedError
async def react(self) -> Message:
"""Entry to one of three strategies by which Role reacts to the observed Message"""
@@ -455,6 +519,8 @@ class Role(SerializationMixin, is_polymorphic_base=True):
rsp = await self._act_by_order()
elif self.rc.react_mode == RoleReactMode.PLAN_AND_ACT:
rsp = await self._plan_and_act()
+ else:
+ raise ValueError(f"Unsupported react mode: {self.rc.react_mode}")
self._set_state(state=-1) # current reaction is complete, reset state to -1 and todo back to None
return rsp
@@ -476,7 +542,6 @@ class Role(SerializationMixin, is_polymorphic_base=True):
if not msg.cause_by:
msg.cause_by = UserRequirement
self.put_message(msg)
-
if not await self._observe():
# If there is no new information, suspend and wait
logger.debug(f"{self._setting}: no news. waiting.")
@@ -485,7 +550,7 @@ class Role(SerializationMixin, is_polymorphic_base=True):
rsp = await self.react()
# Reset the next action to be taken.
- self.rc.todo = None
+ self.set_todo(None)
# Send the response message to the Environment object to have it relay the message to the subscribers.
self.publish_message(rsp)
return rsp
@@ -496,18 +561,37 @@ class Role(SerializationMixin, is_polymorphic_base=True):
return not self.rc.news and not self.rc.todo and self.rc.msg_buffer.empty()
async def think(self) -> Action:
- """The exported `think` function"""
+ """
+ Export SDK API, used by AgentStore RPC.
+ The exported `think` function
+ """
+ await self._observe() # For compatibility with the old version of the Agent.
await self._think()
return self.rc.todo
async def act(self) -> ActionOutput:
- """The exported `act` function"""
+ """
+ Export SDK API, used by AgentStore RPC.
+ The exported `act` function
+ """
msg = await self._act()
return ActionOutput(content=msg.content, instruct_content=msg.instruct_content)
@property
- def todo(self) -> str:
- """AgentStore uses this attribute to display to the user what actions the current role should take."""
+ def action_description(self) -> str:
+ """
+ Export SDK API, used by AgentStore RPC and Agent.
+ AgentStore uses this attribute to display to the user what actions the current role should take.
+ `Role` provides the default property, and this property should be overridden by children classes if necessary,
+ as demonstrated by the `Engineer` class.
+ """
+ if self.rc.todo:
+ if self.rc.todo.desc:
+ return self.rc.todo.desc
+ return any_to_name(self.rc.todo)
if self.actions:
return any_to_name(self.actions[0])
return ""
+
+
+RoleContext.model_rebuild()
diff --git a/metagpt/roles/sales.py b/metagpt/roles/sales.py
index ca1cfee85..e5cb12778 100644
--- a/metagpt/roles/sales.py
+++ b/metagpt/roles/sales.py
@@ -8,12 +8,11 @@
from typing import Optional
-from pydantic import Field
+from pydantic import Field, model_validator
from metagpt.actions import SearchAndSummarize, UserRequirement
-from metagpt.document_store.base_store import BaseStore
from metagpt.roles import Role
-from metagpt.tools import SearchEngineType
+from metagpt.tools.search_engine import SearchEngine
class Sales(Role):
@@ -27,16 +26,15 @@ class Sales(Role):
"delivered with the professionalism and courtesy expected of a seasoned sales guide."
)
- store: Optional[BaseStore] = Field(default=None, exclude=True)
+ store: Optional[object] = Field(default=None, exclude=True) # must inplement tools.SearchInterface
- def __init__(self, **kwargs):
- super().__init__(**kwargs)
- self._set_store(self.store)
-
- def _set_store(self, store):
- if store:
- action = SearchAndSummarize(name="", engine=SearchEngineType.CUSTOM_ENGINE, search_func=store.asearch)
+ @model_validator(mode="after")
+ def validate_stroe(self):
+ if self.store:
+ search_engine = SearchEngine.from_search_func(search_func=self.store.asearch, proxy=self.config.proxy)
+ action = SearchAndSummarize(search_engine=search_engine, context=self.context)
else:
- action = SearchAndSummarize()
- self._init_actions([action])
+ action = SearchAndSummarize
+ self.set_actions([action])
self._watch([UserRequirement])
+ return self
diff --git a/metagpt/roles/searcher.py b/metagpt/roles/searcher.py
index e713f7697..557c5ae95 100644
--- a/metagpt/roles/searcher.py
+++ b/metagpt/roles/searcher.py
@@ -8,14 +8,17 @@
the `cause_by` value in the `Message` to a string to support the new message distribution feature.
"""
-from pydantic import Field
+from typing import Optional
-from metagpt.actions import ActionOutput, SearchAndSummarize
+from pydantic import Field, model_validator
+
+from metagpt.actions import SearchAndSummarize
from metagpt.actions.action_node import ActionNode
+from metagpt.actions.action_output import ActionOutput
from metagpt.logs import logger
from metagpt.roles import Role
from metagpt.schema import Message
-from metagpt.tools import SearchEngineType
+from metagpt.tools.search_engine import SearchEngine
class Searcher(Role):
@@ -27,33 +30,22 @@ class Searcher(Role):
profile (str): Role profile.
goal (str): Goal of the searcher.
constraints (str): Constraints or limitations for the searcher.
- engine (SearchEngineType): The type of search engine to use.
+ search_engine (SearchEngine): The search engine to use.
"""
name: str = Field(default="Alice")
profile: str = Field(default="Smart Assistant")
goal: str = "Provide search services for users"
constraints: str = "Answer is rich and complete"
- engine: SearchEngineType = SearchEngineType.SERPAPI_GOOGLE
+ search_engine: Optional[SearchEngine] = None
- def __init__(self, **kwargs) -> None:
- """
- Initializes the Searcher role with given attributes.
-
- Args:
- name (str): Name of the searcher.
- profile (str): Role profile.
- goal (str): Goal of the searcher.
- constraints (str): Constraints or limitations for the searcher.
- engine (SearchEngineType): The type of search engine to use.
- """
- super().__init__(**kwargs)
- self._init_actions([SearchAndSummarize(engine=self.engine)])
-
- def set_search_func(self, search_func):
- """Sets a custom search function for the searcher."""
- action = SearchAndSummarize(name="", engine=SearchEngineType.CUSTOM_ENGINE, search_func=search_func)
- self._init_actions([action])
+ @model_validator(mode="after")
+ def post_root(self):
+ if self.search_engine:
+ self.set_actions([SearchAndSummarize(search_engine=self.search_engine, context=self.context)])
+ else:
+ self.set_actions([SearchAndSummarize])
+ return self
async def _act_sp(self) -> Message:
"""Performs the search action in a single process."""
diff --git a/metagpt/roles/sk_agent.py b/metagpt/roles/sk_agent.py
index 8921774f0..71df55fcc 100644
--- a/metagpt/roles/sk_agent.py
+++ b/metagpt/roles/sk_agent.py
@@ -17,9 +17,7 @@ from semantic_kernel.planning.basic_planner import BasicPlanner, Plan
from metagpt.actions import UserRequirement
from metagpt.actions.execute_task import ExecuteTask
-from metagpt.llm import LLM
from metagpt.logs import logger
-from metagpt.provider.base_llm import BaseLLM
from metagpt.roles import Role
from metagpt.schema import Message
from metagpt.utils.make_sk_kernel import make_sk_kernel
@@ -44,7 +42,6 @@ class SkAgent(Role):
plan: Plan = Field(default=None, exclude=True)
planner_cls: Any = None
planner: Union[BasicPlanner, SequentialPlanner, ActionPlanner] = None
- llm: BaseLLM = Field(default_factory=LLM)
kernel: Kernel = Field(default_factory=Kernel)
import_semantic_skill_from_directory: Callable = Field(default=None, exclude=True)
import_skill: Callable = Field(default=None, exclude=True)
@@ -52,7 +49,7 @@ class SkAgent(Role):
def __init__(self, **data: Any) -> None:
"""Initializes the Engineer role with given attributes."""
super().__init__(**data)
- self._init_actions([ExecuteTask()])
+ self.set_actions([ExecuteTask()])
self._watch([UserRequirement])
self.kernel = make_sk_kernel()
diff --git a/metagpt/roles/teacher.py b/metagpt/roles/teacher.py
index 5449fe828..d6715dcd1 100644
--- a/metagpt/roles/teacher.py
+++ b/metagpt/roles/teacher.py
@@ -11,15 +11,12 @@
import re
-import aiofiles
-
from metagpt.actions import UserRequirement
from metagpt.actions.write_teaching_plan import TeachingPlanBlock, WriteTeachingPlanPart
-from metagpt.config import CONFIG
from metagpt.logs import logger
from metagpt.roles import Role
from metagpt.schema import Message
-from metagpt.utils.common import any_to_str
+from metagpt.utils.common import any_to_str, awrite
class Teacher(Role):
@@ -34,11 +31,11 @@ class Teacher(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self.name = WriteTeachingPlanPart.format_value(self.name)
- self.profile = WriteTeachingPlanPart.format_value(self.profile)
- self.goal = WriteTeachingPlanPart.format_value(self.goal)
- self.constraints = WriteTeachingPlanPart.format_value(self.constraints)
- self.desc = WriteTeachingPlanPart.format_value(self.desc)
+ self.name = WriteTeachingPlanPart.format_value(self.name, self.context)
+ self.profile = WriteTeachingPlanPart.format_value(self.profile, self.context)
+ self.goal = WriteTeachingPlanPart.format_value(self.goal, self.context)
+ self.constraints = WriteTeachingPlanPart.format_value(self.constraints, self.context)
+ self.desc = WriteTeachingPlanPart.format_value(self.desc, self.context)
async def _think(self) -> bool:
"""Everything will be done part by part."""
@@ -48,9 +45,9 @@ class Teacher(Role):
actions = []
print(TeachingPlanBlock.TOPICS)
for topic in TeachingPlanBlock.TOPICS:
- act = WriteTeachingPlanPart(context=self.rc.news[0].content, topic=topic, llm=self.llm)
+ act = WriteTeachingPlanPart(i_context=self.rc.news[0].content, topic=topic, llm=self.llm)
actions.append(act)
- self._init_actions(actions)
+ self.set_actions(actions)
if self.rc.todo is None:
self._set_state(0)
@@ -60,7 +57,7 @@ class Teacher(Role):
self._set_state(self.rc.state + 1)
return True
- self.rc.todo = None
+ self.set_todo(None)
return False
async def _react(self) -> Message:
@@ -81,14 +78,10 @@ class Teacher(Role):
async def save(self, content):
"""Save teaching plan"""
filename = Teacher.new_file_name(self.course_title)
- pathname = CONFIG.workspace_path / "teaching_plan"
+ pathname = self.config.workspace.path / "teaching_plan"
pathname.mkdir(exist_ok=True)
pathname = pathname / filename
- try:
- async with aiofiles.open(str(pathname), mode="w", encoding="utf-8") as writer:
- await writer.write(content)
- except Exception as e:
- logger.error(f"Save failed：{e}")
+ await awrite(pathname, content)
logger.info(f"Save to:{pathname}")
@staticmethod
diff --git a/metagpt/roles/tutorial_assistant.py b/metagpt/roles/tutorial_assistant.py
index 10bd82c60..6cf3a6469 100644
--- a/metagpt/roles/tutorial_assistant.py
+++ b/metagpt/roles/tutorial_assistant.py
@@ -40,7 +40,7 @@ class TutorialAssistant(Role):
def __init__(self, **kwargs):
super().__init__(**kwargs)
- self._init_actions([WriteDirectory(language=self.language)])
+ self.set_actions([WriteDirectory(language=self.language)])
self._set_react_mode(react_mode=RoleReactMode.BY_ORDER.value)
async def _handle_directory(self, titles: Dict) -> Message:
@@ -63,7 +63,7 @@ class TutorialAssistant(Role):
directory += f"- {key}\n"
for second_dir in first_dir[key]:
directory += f" - {second_dir}\n"
- self._init_actions(actions)
+ self.set_actions(actions)
async def _act(self) -> Message:
"""Perform an action as determined by the role.
diff --git a/metagpt/schema.py b/metagpt/schema.py
index 02d44f767..45c7480f9 100644
--- a/metagpt/schema.py
+++ b/metagpt/schema.py
@@ -23,7 +23,7 @@ from abc import ABC
from asyncio import Queue, QueueEmpty, wait_for
from json import JSONDecodeError
from pathlib import Path
-from typing import Any, Callable, Dict, List, Optional, Type, TypeVar, Union
+from typing import Any, Dict, Iterable, List, Optional, Type, TypeVar, Union
from pydantic import (
BaseModel,
@@ -32,19 +32,21 @@ from pydantic import (
PrivateAttr,
field_serializer,
field_validator,
+ model_serializer,
+ model_validator,
)
-from pydantic_core import core_schema
-from metagpt.config import CONFIG
from metagpt.const import (
MESSAGE_ROUTE_CAUSE_BY,
MESSAGE_ROUTE_FROM,
MESSAGE_ROUTE_TO,
MESSAGE_ROUTE_TO_ALL,
+ PRDS_FILE_REPO,
SYSTEM_DESIGN_FILE_REPO,
TASK_FILE_REPO,
)
from metagpt.logs import logger
+from metagpt.repo_parser import DotClassInfo
from metagpt.utils.common import any_to_str, any_to_str_set, import_class
from metagpt.utils.exceptions import handle_exception
from metagpt.utils.serialize import (
@@ -54,7 +56,7 @@ from metagpt.utils.serialize import (
)
-class SerializationMixin(BaseModel):
+class SerializationMixin(BaseModel, extra="forbid"):
"""
PolyMorphic subclasses Serialization / Deserialization Mixin
- First of all, we need to know that pydantic is not designed for polymorphism.
@@ -69,49 +71,44 @@ class SerializationMixin(BaseModel):
__is_polymorphic_base = False
__subclasses_map__ = {}
- @classmethod
- def __get_pydantic_core_schema__(
- cls, source: type["SerializationMixin"], handler: Callable[[Any], core_schema.CoreSchema]
- ) -> core_schema.CoreSchema:
- schema = handler(source)
- og_schema_ref = schema["ref"]
- schema["ref"] += ":mixin"
-
- return core_schema.no_info_before_validator_function(
- cls.__deserialize_with_real_type__,
- schema=schema,
- ref=og_schema_ref,
- serialization=core_schema.wrap_serializer_function_ser_schema(cls.__serialize_add_class_type__),
- )
-
- @classmethod
- def __serialize_add_class_type__(
- cls,
- value,
- handler: core_schema.SerializerFunctionWrapHandler,
- ) -> Any:
- ret = handler(value)
- if not len(cls.__subclasses__()):
- # only subclass add `__module_class_name`
- ret["__module_class_name"] = f"{cls.__module__}.{cls.__qualname__}"
+ @model_serializer(mode="wrap")
+ def __serialize_with_class_type__(self, default_serializer) -> Any:
+ # default serializer, then append the `__module_class_name` field and return
+ ret = default_serializer(self)
+ ret["__module_class_name"] = f"{self.__class__.__module__}.{self.__class__.__qualname__}"
return ret
+ @model_validator(mode="wrap")
@classmethod
- def __deserialize_with_real_type__(cls, value: Any):
- if not isinstance(value, dict):
- return value
+ def __convert_to_real_type__(cls, value: Any, handler):
+ if isinstance(value, dict) is False:
+ return handler(value)
- if not cls.__is_polymorphic_base or (len(cls.__subclasses__()) and "__module_class_name" not in value):
- # add right condition to init BaseClass like Action()
- return value
- module_class_name = value.get("__module_class_name", None)
- if module_class_name is None:
- raise ValueError("Missing field: __module_class_name")
+ # it is a dict so make sure to remove the __module_class_name
+ # because we don't allow extra keywords but want to ensure
+ # e.g Cat.model_validate(cat.model_dump()) works
+ class_full_name = value.pop("__module_class_name", None)
- class_type = cls.__subclasses_map__.get(module_class_name, None)
+ # if it's not the polymorphic base we construct via default handler
+ if not cls.__is_polymorphic_base:
+ if class_full_name is None:
+ return handler(value)
+ elif str(cls) == f"":
+ return handler(value)
+ else:
+ # f"Trying to instantiate {class_full_name} but this is not the polymorphic base class")
+ pass
+
+ # otherwise we lookup the correct polymorphic type and construct that
+ # instead
+ if class_full_name is None:
+ raise ValueError("Missing __module_class_name field")
+
+ class_type = cls.__subclasses_map__.get(class_full_name, None)
if class_type is None:
- raise TypeError("Trying to instantiate {module_class_name} which not defined yet.")
+ # TODO could try dynamic import
+ raise TypeError("Trying to instantiate {class_full_name}, which has not yet been defined!")
return class_type(**value)
@@ -151,12 +148,6 @@ class Document(BaseModel):
"""
return os.path.join(self.root_path, self.filename)
- @property
- def full_path(self):
- if not CONFIG.git_repo:
- return None
- return str(CONFIG.git_repo.workdir / self.root_path / self.filename)
-
def __str__(self):
return self.content
@@ -173,6 +164,26 @@ class Documents(BaseModel):
docs: Dict[str, Document] = Field(default_factory=dict)
+ @classmethod
+ def from_iterable(cls, documents: Iterable[Document]) -> Documents:
+ """Create a Documents instance from a list of Document instances.
+
+ :param documents: A list of Document instances.
+ :return: A Documents instance.
+ """
+
+ docs = {doc.filename: doc for doc in documents}
+ return Documents(docs=docs)
+
+ def to_action_output(self) -> "ActionOutput":
+ """Convert to action output string.
+
+ :return: A string representing action output.
+ """
+ from metagpt.actions.action_output import ActionOutput
+
+ return ActionOutput(content=self.model_dump_json(), instruct_content=self)
+
class Message(BaseModel):
"""list[: ]"""
@@ -193,12 +204,17 @@ class Message(BaseModel):
@field_validator("instruct_content", mode="before")
@classmethod
def check_instruct_content(cls, ic: Any) -> BaseModel:
- if ic and not isinstance(ic, BaseModel) and "class" in ic:
- # compatible with custom-defined ActionOutput
- mapping = actionoutput_str_to_mapping(ic["mapping"])
-
- actionnode_class = import_class("ActionNode", "metagpt.actions.action_node") # avoid circular import
- ic_obj = actionnode_class.create_model_class(class_name=ic["class"], mapping=mapping)
+ if ic and isinstance(ic, dict) and "class" in ic:
+ if "mapping" in ic:
+ # compatible with custom-defined ActionOutput
+ mapping = actionoutput_str_to_mapping(ic["mapping"])
+ actionnode_class = import_class("ActionNode", "metagpt.actions.action_node") # avoid circular import
+ ic_obj = actionnode_class.create_model_class(class_name=ic["class"], mapping=mapping)
+ elif "module" in ic:
+ # subclasses of BaseModel
+ ic_obj = import_class(ic["class"], ic["module"])
+ else:
+ raise KeyError("missing required key to init Message.instruct_content from dict")
ic = ic_obj(**ic["value"])
return ic
@@ -217,19 +233,26 @@ class Message(BaseModel):
def check_send_to(cls, send_to: Any) -> set:
return any_to_str_set(send_to if send_to else {MESSAGE_ROUTE_TO_ALL})
+ @field_serializer("send_to", mode="plain")
+ def ser_send_to(self, send_to: set) -> list:
+ return list(send_to)
+
@field_serializer("instruct_content", mode="plain")
- def ser_instruct_content(self, ic: BaseModel) -> Union[str, None]:
+ def ser_instruct_content(self, ic: BaseModel) -> Union[dict, None]:
ic_dict = None
if ic:
# compatible with custom-defined ActionOutput
schema = ic.model_json_schema()
- # `Documents` contain definitions
- if "definitions" not in schema:
- # TODO refine with nested BaseModel
+ ic_type = str(type(ic))
+ if " str:
+ """For search"""
+ return self.content
+
def to_dict(self) -> dict:
"""Return a dict containing `role` and `content` for the LLM call.l"""
return {"role": self.role, "content": self.content}
@@ -311,6 +338,200 @@ class AIMessage(Message):
super().__init__(content=content, role="assistant")
+class Task(BaseModel):
+ task_id: str = ""
+ dependent_task_ids: list[str] = [] # Tasks prerequisite to this Task
+ instruction: str = ""
+ task_type: str = ""
+ code: str = ""
+ result: str = ""
+ is_success: bool = False
+ is_finished: bool = False
+
+ def reset(self):
+ self.code = ""
+ self.result = ""
+ self.is_success = False
+ self.is_finished = False
+
+ def update_task_result(self, task_result: TaskResult):
+ self.code = task_result.code
+ self.result = task_result.result
+ self.is_success = task_result.is_success
+
+
+class TaskResult(BaseModel):
+ """Result of taking a task, with result and is_success required to be filled"""
+
+ code: str = ""
+ result: str
+ is_success: bool
+
+
+class Plan(BaseModel):
+ goal: str
+ context: str = ""
+ tasks: list[Task] = []
+ task_map: dict[str, Task] = {}
+ current_task_id: str = ""
+
+ def _topological_sort(self, tasks: list[Task]):
+ task_map = {task.task_id: task for task in tasks}
+ dependencies = {task.task_id: set(task.dependent_task_ids) for task in tasks}
+ sorted_tasks = []
+ visited = set()
+
+ def visit(task_id):
+ if task_id in visited:
+ return
+ visited.add(task_id)
+ for dependent_id in dependencies.get(task_id, []):
+ visit(dependent_id)
+ sorted_tasks.append(task_map[task_id])
+
+ for task in tasks:
+ visit(task.task_id)
+
+ return sorted_tasks
+
+ def add_tasks(self, tasks: list[Task]):
+ """
+ Integrates new tasks into the existing plan, ensuring dependency order is maintained.
+
+ This method performs two primary functions based on the current state of the task list:
+ 1. If there are no existing tasks, it topologically sorts the provided tasks to ensure
+ correct execution order based on dependencies, and sets these as the current tasks.
+ 2. If there are existing tasks, it merges the new tasks with the existing ones. It maintains
+ any common prefix of tasks (based on task_id and instruction) and appends the remainder
+ of the new tasks. The current task is updated to the first unfinished task in this merged list.
+
+ Args:
+ tasks (list[Task]): A list of tasks (may be unordered) to add to the plan.
+
+ Returns:
+ None: The method updates the internal state of the plan but does not return anything.
+ """
+ if not tasks:
+ return
+
+ # Topologically sort the new tasks to ensure correct dependency order
+ new_tasks = self._topological_sort(tasks)
+
+ if not self.tasks:
+ # If there are no existing tasks, set the new tasks as the current tasks
+ self.tasks = new_tasks
+
+ else:
+ # Find the length of the common prefix between existing and new tasks
+ prefix_length = 0
+ for old_task, new_task in zip(self.tasks, new_tasks):
+ if old_task.task_id != new_task.task_id or old_task.instruction != new_task.instruction:
+ break
+ prefix_length += 1
+
+ # Combine the common prefix with the remainder of the new tasks
+ final_tasks = self.tasks[:prefix_length] + new_tasks[prefix_length:]
+ self.tasks = final_tasks
+
+ # Update current_task_id to the first unfinished task in the merged list
+ self._update_current_task()
+
+ # Update the task map for quick access to tasks by ID
+ self.task_map = {task.task_id: task for task in self.tasks}
+
+ def reset_task(self, task_id: str):
+ """
+ Clear code and result of the task based on task_id, and set the task as unfinished.
+
+ Args:
+ task_id (str): The ID of the task to be reset.
+
+ Returns:
+ None
+ """
+ if task_id in self.task_map:
+ task = self.task_map[task_id]
+ task.reset()
+
+ def replace_task(self, new_task: Task):
+ """
+ Replace an existing task with the new input task based on task_id, and reset all tasks depending on it.
+
+ Args:
+ new_task (Task): The new task that will replace an existing one.
+
+ Returns:
+ None
+ """
+ assert new_task.task_id in self.task_map
+ # Replace the task in the task map and the task list
+ self.task_map[new_task.task_id] = new_task
+ for i, task in enumerate(self.tasks):
+ if task.task_id == new_task.task_id:
+ self.tasks[i] = new_task
+ break
+
+ # Reset dependent tasks
+ for task in self.tasks:
+ if new_task.task_id in task.dependent_task_ids:
+ self.reset_task(task.task_id)
+
+ def append_task(self, new_task: Task):
+ """
+ Append a new task to the end of existing task sequences
+
+ Args:
+ new_task (Task): The new task to be appended to the existing task sequence
+
+ Returns:
+ None
+ """
+ assert not self.has_task_id(new_task.task_id), "Task already in current plan, use replace_task instead"
+
+ assert all(
+ [self.has_task_id(dep_id) for dep_id in new_task.dependent_task_ids]
+ ), "New task has unknown dependencies"
+
+ # Existing tasks do not depend on the new task, it's fine to put it to the end of the sorted task sequence
+ self.tasks.append(new_task)
+ self.task_map[new_task.task_id] = new_task
+ self._update_current_task()
+
+ def has_task_id(self, task_id: str) -> bool:
+ return task_id in self.task_map
+
+ def _update_current_task(self):
+ current_task_id = ""
+ for task in self.tasks:
+ if not task.is_finished:
+ current_task_id = task.task_id
+ break
+ self.current_task_id = current_task_id # all tasks finished
+
+ @property
+ def current_task(self) -> Task:
+ """Find current task to execute
+
+ Returns:
+ Task: the current task to be executed
+ """
+ return self.task_map.get(self.current_task_id, None)
+
+ def finish_current_task(self):
+ """Finish current task, set Task.is_finished=True, set current task to next task"""
+ if self.current_task_id:
+ self.current_task.is_finished = True
+ self._update_current_task() # set to next task
+
+ def get_finished_tasks(self) -> list[Task]:
+ """return all finished tasks in correct linearized order
+
+ Returns:
+ list[Task]: list of finished tasks
+ """
+ return [task for task in self.tasks if task.is_finished]
+
+
class MessageQueue(BaseModel):
"""Message queue which supports asynchronous updates."""
@@ -400,6 +621,7 @@ class CodingContext(BaseContext):
design_doc: Optional[Document] = None
task_doc: Optional[Document] = None
code_doc: Optional[Document] = None
+ code_plan_and_change_doc: Optional[Document] = None
class TestingContext(BaseContext):
@@ -453,55 +675,88 @@ class BugFixContext(BaseContext):
filename: str = ""
+class CodePlanAndChangeContext(BaseModel):
+ requirement: str = ""
+ prd_filename: str = ""
+ design_filename: str = ""
+ task_filename: str = ""
+
+ @staticmethod
+ def loads(filenames: List, **kwargs) -> CodePlanAndChangeContext:
+ ctx = CodePlanAndChangeContext(requirement=kwargs.get("requirement", ""))
+ for filename in filenames:
+ filename = Path(filename)
+ if filename.is_relative_to(PRDS_FILE_REPO):
+ ctx.prd_filename = filename.name
+ continue
+ if filename.is_relative_to(SYSTEM_DESIGN_FILE_REPO):
+ ctx.design_filename = filename.name
+ continue
+ if filename.is_relative_to(TASK_FILE_REPO):
+ ctx.task_filename = filename.name
+ continue
+ return ctx
+
+
# mermaid class view
-class ClassMeta(BaseModel):
+class UMLClassMeta(BaseModel):
name: str = ""
- abstraction: bool = False
- static: bool = False
visibility: str = ""
+ @staticmethod
+ def name_to_visibility(name: str) -> str:
+ if name == "__init__":
+ return "+"
+ if name.startswith("__"):
+ return "-"
+ elif name.startswith("_"):
+ return "#"
+ return "+"
-class ClassAttribute(ClassMeta):
+
+class UMLClassAttribute(UMLClassMeta):
value_type: str = ""
default_value: str = ""
def get_mermaid(self, align=1) -> str:
content = "".join(["\t" for i in range(align)]) + self.visibility
if self.value_type:
- content += self.value_type + " "
- content += self.name
+ content += self.value_type.replace(" ", "") + " "
+ name = self.name.split(":", 1)[1] if ":" in self.name else self.name
+ content += name
if self.default_value:
content += "="
if self.value_type not in ["str", "string", "String"]:
content += self.default_value
else:
content += '"' + self.default_value.replace('"', "") + '"'
- if self.abstraction:
- content += "*"
- if self.static:
- content += "$"
+ # if self.abstraction:
+ # content += "*"
+ # if self.static:
+ # content += "$"
return content
-class ClassMethod(ClassMeta):
- args: List[ClassAttribute] = Field(default_factory=list)
+class UMLClassMethod(UMLClassMeta):
+ args: List[UMLClassAttribute] = Field(default_factory=list)
return_type: str = ""
def get_mermaid(self, align=1) -> str:
content = "".join(["\t" for i in range(align)]) + self.visibility
- content += self.name + "(" + ",".join([v.get_mermaid(align=0) for v in self.args]) + ")"
+ name = self.name.split(":", 1)[1] if ":" in self.name else self.name
+ content += name + "(" + ",".join([v.get_mermaid(align=0) for v in self.args]) + ")"
if self.return_type:
- content += ":" + self.return_type
- if self.abstraction:
- content += "*"
- if self.static:
- content += "$"
+ content += " " + self.return_type.replace(" ", "")
+ # if self.abstraction:
+ # content += "*"
+ # if self.static:
+ # content += "$"
return content
-class ClassView(ClassMeta):
- attributes: List[ClassAttribute] = Field(default_factory=list)
- methods: List[ClassMethod] = Field(default_factory=list)
+class UMLClassView(UMLClassMeta):
+ attributes: List[UMLClassAttribute] = Field(default_factory=list)
+ methods: List[UMLClassMethod] = Field(default_factory=list)
def get_mermaid(self, align=1) -> str:
content = "".join(["\t" for i in range(align)]) + "class " + self.name + "{\n"
@@ -511,3 +766,21 @@ class ClassView(ClassMeta):
content += v.get_mermaid(align=align + 1) + "\n"
content += "".join(["\t" for i in range(align)]) + "}\n"
return content
+
+ @classmethod
+ def load_dot_class_info(cls, dot_class_info: DotClassInfo) -> UMLClassView:
+ visibility = UMLClassView.name_to_visibility(dot_class_info.name)
+ class_view = cls(name=dot_class_info.name, visibility=visibility)
+ for i in dot_class_info.attributes.values():
+ visibility = UMLClassAttribute.name_to_visibility(i.name)
+ attr = UMLClassAttribute(name=i.name, visibility=visibility, value_type=i.type_, default_value=i.default_)
+ class_view.attributes.append(attr)
+ for i in dot_class_info.methods.values():
+ visibility = UMLClassMethod.name_to_visibility(i.name)
+ method = UMLClassMethod(name=i.name, visibility=visibility, return_type=i.return_args.type_)
+ for j in i.args:
+ arg = UMLClassAttribute(name=j.name, value_type=j.type_, default_value=j.default_)
+ method.args.append(arg)
+ method.return_type = i.return_args.type_
+ class_view.methods.append(method)
+ return class_view
diff --git a/metagpt/software_company.py b/metagpt/software_company.py
new file mode 100644
index 000000000..f290d497a
--- /dev/null
+++ b/metagpt/software_company.py
@@ -0,0 +1,153 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import asyncio
+from pathlib import Path
+
+import typer
+
+from metagpt.const import CONFIG_ROOT
+from metagpt.utils.project_repo import ProjectRepo
+
+app = typer.Typer(add_completion=False, pretty_exceptions_show_locals=False)
+
+
+def generate_repo(
+ idea,
+ investment=3.0,
+ n_round=5,
+ code_review=True,
+ run_tests=False,
+ implement=True,
+ project_name="",
+ inc=False,
+ project_path="",
+ reqa_file="",
+ max_auto_summarize_code=0,
+ recover_path=None,
+) -> ProjectRepo:
+ """Run the startup logic. Can be called from CLI or other Python scripts."""
+ from metagpt.config2 import config
+ from metagpt.context import Context
+ from metagpt.roles import (
+ Architect,
+ Engineer,
+ ProductManager,
+ ProjectManager,
+ QaEngineer,
+ )
+ from metagpt.team import Team
+
+ config.update_via_cli(project_path, project_name, inc, reqa_file, max_auto_summarize_code)
+ ctx = Context(config=config)
+
+ if not recover_path:
+ company = Team(context=ctx)
+ company.hire(
+ [
+ ProductManager(),
+ Architect(),
+ ProjectManager(),
+ ]
+ )
+
+ if implement or code_review:
+ company.hire([Engineer(n_borg=5, use_code_review=code_review)])
+
+ if run_tests:
+ company.hire([QaEngineer()])
+ else:
+ stg_path = Path(recover_path)
+ if not stg_path.exists() or not str(stg_path).endswith("team"):
+ raise FileNotFoundError(f"{recover_path} not exists or not endswith `team`")
+
+ company = Team.deserialize(stg_path=stg_path, context=ctx)
+ idea = company.idea
+
+ company.invest(investment)
+ company.run_project(idea)
+ asyncio.run(company.run(n_round=n_round))
+
+ return ctx.repo
+
+
+@app.command("", help="Start a new project.")
+def startup(
+ idea: str = typer.Argument(None, help="Your innovative idea, such as 'Create a 2048 game.'"),
+ investment: float = typer.Option(default=3.0, help="Dollar amount to invest in the AI company."),
+ n_round: int = typer.Option(default=5, help="Number of rounds for the simulation."),
+ code_review: bool = typer.Option(default=True, help="Whether to use code review."),
+ run_tests: bool = typer.Option(default=False, help="Whether to enable QA for adding & running tests."),
+ implement: bool = typer.Option(default=True, help="Enable or disable code implementation."),
+ project_name: str = typer.Option(default="", help="Unique project name, such as 'game_2048'."),
+ inc: bool = typer.Option(default=False, help="Incremental mode. Use it to coop with existing repo."),
+ project_path: str = typer.Option(
+ default="",
+ help="Specify the directory path of the old version project to fulfill the incremental requirements.",
+ ),
+ reqa_file: str = typer.Option(
+ default="", help="Specify the source file name for rewriting the quality assurance code."
+ ),
+ max_auto_summarize_code: int = typer.Option(
+ default=0,
+ help="The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating "
+ "unlimited. This parameter is used for debugging the workflow.",
+ ),
+ recover_path: str = typer.Option(default=None, help="recover the project from existing serialized storage"),
+ init_config: bool = typer.Option(default=False, help="Initialize the configuration file for MetaGPT."),
+):
+ """Run a startup. Be a boss."""
+ if init_config:
+ copy_config_to()
+ return
+
+ if idea is None:
+ typer.echo("Missing argument 'IDEA'. Run 'metagpt --help' for more information.")
+ raise typer.Exit()
+
+ return generate_repo(
+ idea,
+ investment,
+ n_round,
+ code_review,
+ run_tests,
+ implement,
+ project_name,
+ inc,
+ project_path,
+ reqa_file,
+ max_auto_summarize_code,
+ recover_path,
+ )
+
+
+DEFAULT_CONFIG = """# Full Example: https://github.com/geekan/MetaGPT/blob/main/config/config2.example.yaml
+# Reflected Code: https://github.com/geekan/MetaGPT/blob/main/metagpt/config2.py
+llm:
+ api_type: "openai" # or azure / ollama / open_llm etc. Check LLMType for more options
+ model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview
+ base_url: "https://api.openai.com/v1" # or forward url / other llm url
+ api_key: "YOUR_API_KEY"
+"""
+
+
+def copy_config_to():
+ """Initialize the configuration file for MetaGPT."""
+ target_path = CONFIG_ROOT / "config2.yaml"
+
+ # 创建目标目录（如果不存在）
+ target_path.parent.mkdir(parents=True, exist_ok=True)
+
+ # 如果目标文件已经存在，则重命名为 .bak
+ if target_path.exists():
+ backup_path = target_path.with_suffix(".bak")
+ target_path.rename(backup_path)
+ print(f"Existing configuration file backed up at {backup_path}")
+
+ # 复制文件
+ target_path.write_text(DEFAULT_CONFIG, encoding="utf-8")
+ print(f"Configuration file initialized at {target_path}")
+
+
+if __name__ == "__main__":
+ app()
diff --git a/metagpt/startup.py b/metagpt/startup.py
index 767a19a9d..bb6f6abf2 100644
--- a/metagpt/startup.py
+++ b/metagpt/startup.py
@@ -1,79 +1,10 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-import asyncio
-from pathlib import Path
+"""
+@Time : 2024/3/11 19:16
+@Author : alexanderwu
+@File : startup.py
+"""
-import typer
-
-from metagpt.config import CONFIG
-
-app = typer.Typer(add_completion=False)
-
-
-@app.command()
-def startup(
- idea: str = typer.Argument(..., help="Your innovative idea, such as 'Create a 2048 game.'"),
- investment: float = typer.Option(default=3.0, help="Dollar amount to invest in the AI company."),
- n_round: int = typer.Option(default=5, help="Number of rounds for the simulation."),
- code_review: bool = typer.Option(default=True, help="Whether to use code review."),
- run_tests: bool = typer.Option(default=False, help="Whether to enable QA for adding & running tests."),
- implement: bool = typer.Option(default=True, help="Enable or disable code implementation."),
- project_name: str = typer.Option(default="", help="Unique project name, such as 'game_2048'."),
- inc: bool = typer.Option(default=False, help="Incremental mode. Use it to coop with existing repo."),
- project_path: str = typer.Option(
- default="",
- help="Specify the directory path of the old version project to fulfill the incremental requirements.",
- ),
- reqa_file: str = typer.Option(
- default="", help="Specify the source file name for rewriting the quality assurance code."
- ),
- max_auto_summarize_code: int = typer.Option(
- default=0,
- help="The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating "
- "unlimited. This parameter is used for debugging the workflow.",
- ),
- recover_path: str = typer.Option(default=None, help="recover the project from existing serialized storage"),
-):
- """Run a startup. Be a boss."""
- from metagpt.roles import (
- Architect,
- Engineer,
- ProductManager,
- ProjectManager,
- QaEngineer,
- )
- from metagpt.team import Team
-
- CONFIG.update_via_cli(project_path, project_name, inc, reqa_file, max_auto_summarize_code)
-
- if not recover_path:
- company = Team()
- company.hire(
- [
- ProductManager(),
- Architect(),
- ProjectManager(),
- ]
- )
-
- if implement or code_review:
- company.hire([Engineer(n_borg=5, use_code_review=code_review)])
-
- if run_tests:
- company.hire([QaEngineer()])
- else:
- # # stg_path = SERDESER_PATH.joinpath("team")
- stg_path = Path(recover_path)
- if not stg_path.exists() or not str(stg_path).endswith("team"):
- raise FileNotFoundError(f"{recover_path} not exists or not endswith `team`")
-
- company = Team.deserialize(stg_path=stg_path)
- idea = company.idea # use original idea
-
- company.invest(investment)
- company.run_project(idea)
- asyncio.run(company.run(n_round=n_round))
-
-
-if __name__ == "__main__":
- app()
+# DEPRECATED: This file is deprecated and will be removed in the future.
+# The startup.py implementation has been moved to software_company.py
diff --git a/metagpt/strategy/planner.py b/metagpt/strategy/planner.py
new file mode 100644
index 000000000..fbf784837
--- /dev/null
+++ b/metagpt/strategy/planner.py
@@ -0,0 +1,179 @@
+from __future__ import annotations
+
+import json
+
+from pydantic import BaseModel, Field
+
+from metagpt.actions.di.ask_review import AskReview, ReviewConst
+from metagpt.actions.di.write_plan import (
+ WritePlan,
+ precheck_update_plan_from_rsp,
+ update_plan_from_rsp,
+)
+from metagpt.logs import logger
+from metagpt.memory import Memory
+from metagpt.schema import Message, Plan, Task, TaskResult
+from metagpt.strategy.task_type import TaskType
+from metagpt.utils.common import remove_comments
+
+STRUCTURAL_CONTEXT = """
+## User Requirement
+{user_requirement}
+## Context
+{context}
+## Current Plan
+{tasks}
+## Current Task
+{current_task}
+"""
+
+PLAN_STATUS = """
+## Finished Tasks
+### code
+```python
+{code_written}
+```
+
+### execution result
+{task_results}
+
+## Current Task
+{current_task}
+
+## Task Guidance
+Write complete code for 'Current Task'. And avoid duplicating code from 'Finished Tasks', such as repeated import of packages, reading data, etc.
+Specifically, {guidance}
+"""
+
+
+class Planner(BaseModel):
+ plan: Plan
+ working_memory: Memory = Field(
+ default_factory=Memory
+ ) # memory for working on each task, discarded each time a task is done
+ auto_run: bool = False
+
+ def __init__(self, goal: str = "", plan: Plan = None, **kwargs):
+ plan = plan or Plan(goal=goal)
+ super().__init__(plan=plan, **kwargs)
+
+ @property
+ def current_task(self):
+ return self.plan.current_task
+
+ @property
+ def current_task_id(self):
+ return self.plan.current_task_id
+
+ async def update_plan(self, goal: str = "", max_tasks: int = 3, max_retries: int = 3):
+ if goal:
+ self.plan = Plan(goal=goal)
+
+ plan_confirmed = False
+ while not plan_confirmed:
+ context = self.get_useful_memories()
+ rsp = await WritePlan().run(context, max_tasks=max_tasks)
+ self.working_memory.add(Message(content=rsp, role="assistant", cause_by=WritePlan))
+
+ # precheck plan before asking reviews
+ is_plan_valid, error = precheck_update_plan_from_rsp(rsp, self.plan)
+ if not is_plan_valid and max_retries > 0:
+ error_msg = f"The generated plan is not valid with error: {error}, try regenerating, remember to generate either the whole plan or the single changed task only"
+ logger.warning(error_msg)
+ self.working_memory.add(Message(content=error_msg, role="assistant", cause_by=WritePlan))
+ max_retries -= 1
+ continue
+
+ _, plan_confirmed = await self.ask_review(trigger=ReviewConst.TASK_REVIEW_TRIGGER)
+
+ update_plan_from_rsp(rsp=rsp, current_plan=self.plan)
+
+ self.working_memory.clear()
+
+ async def process_task_result(self, task_result: TaskResult):
+ # ask for acceptance, users can other refuse and change tasks in the plan
+ review, task_result_confirmed = await self.ask_review(task_result)
+
+ if task_result_confirmed:
+ # tick off this task and record progress
+ await self.confirm_task(self.current_task, task_result, review)
+
+ elif "redo" in review:
+ # Ask the Role to redo this task with help of review feedback,
+ # useful when the code run is successful but the procedure or result is not what we want
+ pass # simply pass, not confirming the result
+
+ else:
+ # update plan according to user's feedback and to take on changed tasks
+ await self.update_plan()
+
+ async def ask_review(
+ self,
+ task_result: TaskResult = None,
+ auto_run: bool = None,
+ trigger: str = ReviewConst.TASK_REVIEW_TRIGGER,
+ review_context_len: int = 5,
+ ):
+ """
+ Ask to review the task result, reviewer needs to provide confirmation or request change.
+ If human confirms the task result, then we deem the task completed, regardless of whether the code run succeeds;
+ if auto mode, then the code run has to succeed for the task to be considered completed.
+ """
+ auto_run = auto_run or self.auto_run
+ if not auto_run:
+ context = self.get_useful_memories()
+ review, confirmed = await AskReview().run(
+ context=context[-review_context_len:], plan=self.plan, trigger=trigger
+ )
+ if not confirmed:
+ self.working_memory.add(Message(content=review, role="user", cause_by=AskReview))
+ return review, confirmed
+ confirmed = task_result.is_success if task_result else True
+ return "", confirmed
+
+ async def confirm_task(self, task: Task, task_result: TaskResult, review: str):
+ task.update_task_result(task_result=task_result)
+ self.plan.finish_current_task()
+ self.working_memory.clear()
+
+ confirmed_and_more = (
+ ReviewConst.CONTINUE_WORDS[0] in review.lower() and review.lower() not in ReviewConst.CONTINUE_WORDS[0]
+ ) # "confirm, ... (more content, such as changing downstream tasks)"
+ if confirmed_and_more:
+ self.working_memory.add(Message(content=review, role="user", cause_by=AskReview))
+ await self.update_plan()
+
+ def get_useful_memories(self, task_exclude_field=None) -> list[Message]:
+ """find useful memories only to reduce context length and improve performance"""
+ user_requirement = self.plan.goal
+ context = self.plan.context
+ tasks = [task.dict(exclude=task_exclude_field) for task in self.plan.tasks]
+ tasks = json.dumps(tasks, indent=4, ensure_ascii=False)
+ current_task = self.plan.current_task.json() if self.plan.current_task else {}
+ context = STRUCTURAL_CONTEXT.format(
+ user_requirement=user_requirement, context=context, tasks=tasks, current_task=current_task
+ )
+ context_msg = [Message(content=context, role="user")]
+
+ return context_msg + self.working_memory.get()
+
+ def get_plan_status(self) -> str:
+ # prepare components of a plan status
+ finished_tasks = self.plan.get_finished_tasks()
+ code_written = [remove_comments(task.code) for task in finished_tasks]
+ code_written = "\n\n".join(code_written)
+ task_results = [task.result for task in finished_tasks]
+ task_results = "\n\n".join(task_results)
+ task_type_name = self.current_task.task_type
+ task_type = TaskType.get_type(task_type_name)
+ guidance = task_type.guidance if task_type else ""
+
+ # combine components in a prompt
+ prompt = PLAN_STATUS.format(
+ code_written=code_written,
+ task_results=task_results,
+ current_task=self.current_task.instruction,
+ guidance=guidance,
+ )
+
+ return prompt
diff --git a/metagpt/strategy/search_space.py b/metagpt/strategy/search_space.py
new file mode 100644
index 000000000..c643a2f11
--- /dev/null
+++ b/metagpt/strategy/search_space.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/30 17:15
+@Author : alexanderwu
+@File : search_space.py
+"""
+
+
+class SearchSpace:
+ """SearchSpace: 用于定义一个搜索空间，搜索空间中的节点是 ActionNode 类。"""
+
+ def __init__(self):
+ self.search_space = {}
+
+ def add_node(self, node):
+ self.search_space[node.key] = node
+
+ def get_node(self, key):
+ return self.search_space[key]
diff --git a/metagpt/strategy/solver.py b/metagpt/strategy/solver.py
new file mode 100644
index 000000000..e532f736b
--- /dev/null
+++ b/metagpt/strategy/solver.py
@@ -0,0 +1,77 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/30 17:13
+@Author : alexanderwu
+@File : solver.py
+"""
+from abc import abstractmethod
+
+from metagpt.actions.action_graph import ActionGraph
+from metagpt.provider.base_llm import BaseLLM
+from metagpt.strategy.search_space import SearchSpace
+
+
+class BaseSolver:
+ """AbstractSolver: defines the interface of a solver."""
+
+ def __init__(self, graph: ActionGraph, search_space: SearchSpace, llm: BaseLLM, context):
+ """
+ :param graph: ActionGraph
+ :param search_space: SearchSpace
+ :param llm: BaseLLM
+ :param context: Context
+ """
+ self.graph = graph
+ self.search_space = search_space
+ self.llm = llm
+ self.context = context
+
+ @abstractmethod
+ async def solve(self):
+ """abstract method to solve the problem."""
+
+
+class NaiveSolver(BaseSolver):
+ """NaiveSolver: Iterate all the nodes in the graph and execute them one by one."""
+
+ async def solve(self):
+ self.graph.topological_sort()
+ for key in self.graph.execution_order:
+ op = self.graph.nodes[key]
+ await op.fill(self.context, self.llm, mode="root")
+
+
+class TOTSolver(BaseSolver):
+ """TOTSolver: Tree of Thought"""
+
+ async def solve(self):
+ raise NotImplementedError
+
+
+class DataInterpreterSolver(BaseSolver):
+ """DataInterpreterSolver: Write&Run code in the graph"""
+
+ async def solve(self):
+ raise NotImplementedError
+
+
+class ReActSolver(BaseSolver):
+ """ReActSolver: ReAct algorithm"""
+
+ async def solve(self):
+ raise NotImplementedError
+
+
+class IOSolver(BaseSolver):
+ """IOSolver: use LLM directly to solve the problem"""
+
+ async def solve(self):
+ raise NotImplementedError
+
+
+class COTSolver(BaseSolver):
+ """COTSolver: Chain of Thought"""
+
+ async def solve(self):
+ raise NotImplementedError
diff --git a/metagpt/strategy/task_type.py b/metagpt/strategy/task_type.py
new file mode 100644
index 000000000..d21705c16
--- /dev/null
+++ b/metagpt/strategy/task_type.py
@@ -0,0 +1,80 @@
+from enum import Enum
+
+from pydantic import BaseModel
+
+from metagpt.prompts.task_type import (
+ DATA_PREPROCESS_PROMPT,
+ EDA_PROMPT,
+ FEATURE_ENGINEERING_PROMPT,
+ IMAGE2WEBPAGE_PROMPT,
+ MODEL_EVALUATE_PROMPT,
+ MODEL_TRAIN_PROMPT,
+)
+
+
+class TaskTypeDef(BaseModel):
+ name: str
+ desc: str = ""
+ guidance: str = ""
+
+
+class TaskType(Enum):
+ """By identifying specific types of tasks, we can inject human priors (guidance) to help task solving"""
+
+ EDA = TaskTypeDef(
+ name="eda",
+ desc="For performing exploratory data analysis",
+ guidance=EDA_PROMPT,
+ )
+ DATA_PREPROCESS = TaskTypeDef(
+ name="data preprocessing",
+ desc="For preprocessing dataset in a data analysis or machine learning task ONLY,"
+ "general data operation doesn't fall into this type",
+ guidance=DATA_PREPROCESS_PROMPT,
+ )
+ FEATURE_ENGINEERING = TaskTypeDef(
+ name="feature engineering",
+ desc="Only for creating new columns for input data.",
+ guidance=FEATURE_ENGINEERING_PROMPT,
+ )
+ MODEL_TRAIN = TaskTypeDef(
+ name="model train",
+ desc="Only for training model.",
+ guidance=MODEL_TRAIN_PROMPT,
+ )
+ MODEL_EVALUATE = TaskTypeDef(
+ name="model evaluate",
+ desc="Only for evaluating model.",
+ guidance=MODEL_EVALUATE_PROMPT,
+ )
+ IMAGE2WEBPAGE = TaskTypeDef(
+ name="image2webpage",
+ desc="For converting image into webpage code.",
+ guidance=IMAGE2WEBPAGE_PROMPT,
+ )
+ OTHER = TaskTypeDef(name="other", desc="Any tasks not in the defined categories")
+
+ # Legacy TaskType to support tool recommendation using type match. You don't need to define task types if you have no human priors to inject.
+ TEXT2IMAGE = TaskTypeDef(
+ name="text2image",
+ desc="Related to text2image, image2image using stable diffusion model.",
+ )
+ WEBSCRAPING = TaskTypeDef(
+ name="web scraping",
+ desc="For scraping data from web pages.",
+ )
+ EMAIL_LOGIN = TaskTypeDef(
+ name="email login",
+ desc="For logging to an email.",
+ )
+
+ @property
+ def type_name(self):
+ return self.value.name
+
+ @classmethod
+ def get_type(cls, type_name):
+ for member in cls:
+ if member.type_name == type_name:
+ return member.value
+ return None
diff --git a/metagpt/subscription.py b/metagpt/subscription.py
index e2b0916ac..d225a5d87 100644
--- a/metagpt/subscription.py
+++ b/metagpt/subscription.py
@@ -13,7 +13,7 @@ class SubscriptionRunner(BaseModel):
Example:
>>> import asyncio
- >>> from metagpt.subscription import SubscriptionRunner
+ >>> from metagpt.address import SubscriptionRunner
>>> from metagpt.roles import Searcher
>>> from metagpt.schema import Message
diff --git a/metagpt/team.py b/metagpt/team.py
index b98fc2efb..35f987b57 100644
--- a/metagpt/team.py
+++ b/metagpt/team.py
@@ -10,13 +10,13 @@
import warnings
from pathlib import Path
-from typing import Any
+from typing import Any, Optional
from pydantic import BaseModel, ConfigDict, Field
from metagpt.actions import UserRequirement
-from metagpt.config import CONFIG
from metagpt.const import MESSAGE_ROUTE_TO_ALL, SERDESER_PATH
+from metagpt.context import Context
from metagpt.environment import Environment
from metagpt.logs import logger
from metagpt.roles import Role
@@ -37,12 +37,17 @@ class Team(BaseModel):
model_config = ConfigDict(arbitrary_types_allowed=True)
- env: Environment = Field(default_factory=Environment)
+ env: Optional[Environment] = None
investment: float = Field(default=10.0)
idea: str = Field(default="")
- def __init__(self, **data: Any):
+ def __init__(self, context: Context = None, **data: Any):
super(Team, self).__init__(**data)
+ ctx = context or Context()
+ if not self.env:
+ self.env = Environment(context=ctx)
+ else:
+ self.env.context = ctx # The `env` object is allocated by deserialization
if "roles" in data:
self.hire(data["roles"])
if "env_desc" in data:
@@ -50,47 +55,43 @@ class Team(BaseModel):
def serialize(self, stg_path: Path = None):
stg_path = SERDESER_PATH.joinpath("team") if stg_path is None else stg_path
+ team_info_path = stg_path.joinpath("team.json")
- team_info_path = stg_path.joinpath("team_info.json")
- write_json_file(team_info_path, self.model_dump(exclude={"env": True}))
-
- self.env.serialize(stg_path.joinpath("environment")) # save environment alone
+ write_json_file(team_info_path, self.model_dump())
@classmethod
- def deserialize(cls, stg_path: Path) -> "Team":
+ def deserialize(cls, stg_path: Path, context: Context = None) -> "Team":
"""stg_path = ./storage/team"""
# recover team_info
- team_info_path = stg_path.joinpath("team_info.json")
+ team_info_path = stg_path.joinpath("team.json")
if not team_info_path.exists():
raise FileNotFoundError(
- "recover storage meta file `team_info.json` not exist, "
- "not to recover and please start a new project."
+ "recover storage meta file `team.json` not exist, " "not to recover and please start a new project."
)
team_info: dict = read_json_file(team_info_path)
-
- # recover environment
- environment = Environment.deserialize(stg_path=stg_path.joinpath("environment"))
- team_info.update({"env": environment})
- team = Team(**team_info)
+ ctx = context or Context()
+ team = Team(**team_info, context=ctx)
return team
def hire(self, roles: list[Role]):
"""Hire roles to cooperate"""
self.env.add_roles(roles)
+ @property
+ def cost_manager(self):
+ """Get cost manager"""
+ return self.env.context.cost_manager
+
def invest(self, investment: float):
"""Invest company. raise NoMoneyException when exceed max_budget."""
self.investment = investment
- CONFIG.max_budget = investment
+ self.cost_manager.max_budget = investment
logger.info(f"Investment: ${investment}.")
- @staticmethod
- def _check_balance():
- if CONFIG.cost_manager.total_cost > CONFIG.cost_manager.max_budget:
- raise NoMoneyException(
- CONFIG.cost_manager.total_cost, f"Insufficient funds: {CONFIG.cost_manager.max_budget}"
- )
+ def _check_balance(self):
+ if self.cost_manager.total_cost >= self.cost_manager.max_budget:
+ raise NoMoneyException(self.cost_manager.total_cost, f"Insufficient funds: {self.cost_manager.max_budget}")
def run_project(self, idea, send_to: str = ""):
"""Run a project from publishing user requirement."""
diff --git a/metagpt/tools/__init__.py b/metagpt/tools/__init__.py
index aab8c990c..8d265e9f3 100644
--- a/metagpt/tools/__init__.py
+++ b/metagpt/tools/__init__.py
@@ -6,8 +6,11 @@
@File : __init__.py
"""
-
from enum import Enum
+from metagpt.tools import libs # this registers all tools
+from metagpt.tools.tool_registry import TOOL_REGISTRY
+
+_ = libs, TOOL_REGISTRY # Avoid pre-commit error
class SearchEngineType(Enum):
@@ -27,3 +30,8 @@ class WebBrowserEngineType(Enum):
def __missing__(cls, key):
"""Default type conversion"""
return cls.CUSTOM
+
+
+class SearchInterface:
+ async def asearch(self, *args, **kwargs):
+ ...
diff --git a/metagpt/tools/azure_tts.py b/metagpt/tools/azure_tts.py
index f4f8aa0a2..2e0e2267c 100644
--- a/metagpt/tools/azure_tts.py
+++ b/metagpt/tools/azure_tts.py
@@ -13,7 +13,6 @@ from uuid import uuid4
import aiofiles
from azure.cognitiveservices.speech import AudioConfig, SpeechConfig, SpeechSynthesizer
-from metagpt.config import CONFIG
from metagpt.logs import logger
@@ -25,8 +24,8 @@ class AzureTTS:
:param subscription_key: key is used to access your Azure AI service API, see: `https://portal.azure.com/` > `Resource Management` > `Keys and Endpoint`
:param region: This is the location (or region) of your resource. You may need to use this field when making calls to this API.
"""
- self.subscription_key = subscription_key if subscription_key else CONFIG.AZURE_TTS_SUBSCRIPTION_KEY
- self.region = region if region else CONFIG.AZURE_TTS_REGION
+ self.subscription_key = subscription_key
+ self.region = region
# 参数参考：https://learn.microsoft.com/zh-cn/azure/cognitive-services/speech-service/language-support?tabs=tts#voice-styles-and-roles
async def synthesize_speech(self, lang, voice, text, output_file):
@@ -83,10 +82,6 @@ async def oas3_azsure_tts(text, lang="", voice="", style="", role="", subscripti
role = "Girl"
if not style:
style = "affectionate"
- if not subscription_key:
- subscription_key = CONFIG.AZURE_TTS_SUBSCRIPTION_KEY
- if not region:
- region = CONFIG.AZURE_TTS_REGION
xml_value = AzureTTS.role_style_text(role=role, style=style, text=text)
tts = AzureTTS(subscription_key=subscription_key, region=region)
diff --git a/metagpt/tools/iflytek_tts.py b/metagpt/tools/iflytek_tts.py
index ad2395362..6ce48826b 100644
--- a/metagpt/tools/iflytek_tts.py
+++ b/metagpt/tools/iflytek_tts.py
@@ -23,7 +23,6 @@ import aiofiles
import websockets as websockets
from pydantic import BaseModel
-from metagpt.config import CONFIG
from metagpt.logs import logger
@@ -56,9 +55,9 @@ class IFlyTekTTS(object):
:param api_key: WebAPI argument, see: `https://console.xfyun.cn/services/tts`
:param api_secret: WebAPI argument, see: `https://console.xfyun.cn/services/tts`
"""
- self.app_id = app_id or CONFIG.IFLYTEK_APP_ID
- self.api_key = api_key or CONFIG.IFLYTEK_API_KEY
- self.api_secret = api_secret or CONFIG.API_SECRET
+ self.app_id = app_id
+ self.api_key = api_key
+ self.api_secret = api_secret
async def synthesize_speech(self, text, output_file: str, voice=DEFAULT_IFLYTEK_VOICE):
url = self._create_url()
@@ -127,14 +126,6 @@ async def oas3_iflytek_tts(text: str, voice: str = "", app_id: str = "", api_key
:return: Returns the Base64-encoded .mp3 file data if successful, otherwise an empty string.
"""
- if not app_id:
- app_id = CONFIG.IFLYTEK_APP_ID
- if not api_key:
- api_key = CONFIG.IFLYTEK_API_KEY
- if not api_secret:
- api_secret = CONFIG.IFLYTEK_API_SECRET
- if not voice:
- voice = CONFIG.IFLYTEK_VOICE or DEFAULT_IFLYTEK_VOICE
filename = Path(__file__).parent / (uuid.uuid4().hex + ".mp3")
try:
diff --git a/metagpt/tools/libs/__init__.py b/metagpt/tools/libs/__init__.py
new file mode 100644
index 000000000..91596fd3d
--- /dev/null
+++ b/metagpt/tools/libs/__init__.py
@@ -0,0 +1,23 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Time : 2023/11/16 16:32
+# @Author : lidanyang
+# @File : __init__.py
+# @Desc :
+from metagpt.tools.libs import (
+ data_preprocess,
+ feature_engineering,
+ sd_engine,
+ gpt_v_generator,
+ web_scraping,
+ email_login,
+)
+
+_ = (
+ data_preprocess,
+ feature_engineering,
+ sd_engine,
+ gpt_v_generator,
+ web_scraping,
+ email_login,
+) # Avoid pre-commit error
diff --git a/metagpt/tools/libs/data_preprocess.py b/metagpt/tools/libs/data_preprocess.py
new file mode 100644
index 000000000..aa9070689
--- /dev/null
+++ b/metagpt/tools/libs/data_preprocess.py
@@ -0,0 +1,251 @@
+from __future__ import annotations
+
+import json
+from typing import Literal
+
+import numpy as np
+import pandas as pd
+from sklearn.impute import SimpleImputer
+from sklearn.preprocessing import (
+ LabelEncoder,
+ MaxAbsScaler,
+ MinMaxScaler,
+ OneHotEncoder,
+ OrdinalEncoder,
+ RobustScaler,
+ StandardScaler,
+)
+
+from metagpt.tools.tool_registry import register_tool
+
+TAGS = ["data preprocessing", "machine learning"]
+
+
+class MLProcess:
+ def fit(self, df: pd.DataFrame):
+ """
+ Fit a model to be used in subsequent transform.
+
+ Args:
+ df (pd.DataFrame): The input DataFrame.
+ """
+ raise NotImplementedError
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ """
+ Transform the input DataFrame with the fitted model.
+
+ Args:
+ df (pd.DataFrame): The input DataFrame.
+
+ Returns:
+ pd.DataFrame: The transformed DataFrame.
+ """
+ raise NotImplementedError
+
+ def fit_transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ """
+ Fit and transform the input DataFrame.
+
+ Args:
+ df (pd.DataFrame): The input DataFrame.
+
+ Returns:
+ pd.DataFrame: The transformed DataFrame.
+ """
+ self.fit(df)
+ return self.transform(df)
+
+
+class DataPreprocessTool(MLProcess):
+ """
+ Completing a data preprocessing operation.
+ """
+
+ def __init__(self, features: list):
+ """
+ Initialize self.
+
+ Args:
+ features (list): Columns to be processed.
+ """
+ self.features = features
+ self.model = None # to be filled by specific subclass Tool
+
+ def fit(self, df: pd.DataFrame):
+ if len(self.features) == 0:
+ return
+ self.model.fit(df[self.features])
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ if len(self.features) == 0:
+ return df
+ new_df = df.copy()
+ new_df[self.features] = self.model.transform(new_df[self.features])
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class FillMissingValue(DataPreprocessTool):
+ """
+ Completing missing values with simple strategies.
+ """
+
+ def __init__(
+ self, features: list, strategy: Literal["mean", "median", "most_frequent", "constant"] = "mean", fill_value=None
+ ):
+ """
+ Initialize self.
+
+ Args:
+ features (list): Columns to be processed.
+ strategy (Literal["mean", "median", "most_frequent", "constant"], optional): The imputation strategy, notice 'mean' and 'median' can only
+ be used for numeric features. Defaults to 'mean'.
+ fill_value (int, optional): Fill_value is used to replace all occurrences of missing_values.
+ Defaults to None.
+ """
+ self.features = features
+ self.model = SimpleImputer(strategy=strategy, fill_value=fill_value)
+
+
+@register_tool(tags=TAGS)
+class MinMaxScale(DataPreprocessTool):
+ """
+ Transform features by scaling each feature to a range, which is (0, 1).
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = MinMaxScaler()
+
+
+@register_tool(tags=TAGS)
+class StandardScale(DataPreprocessTool):
+ """
+ Standardize features by removing the mean and scaling to unit variance.
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = StandardScaler()
+
+
+@register_tool(tags=TAGS)
+class MaxAbsScale(DataPreprocessTool):
+ """
+ Scale each feature by its maximum absolute value.
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = MaxAbsScaler()
+
+
+@register_tool(tags=TAGS)
+class RobustScale(DataPreprocessTool):
+ """
+ Apply the RobustScaler to scale features using statistics that are robust to outliers.
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = RobustScaler()
+
+
+@register_tool(tags=TAGS)
+class OrdinalEncode(DataPreprocessTool):
+ """
+ Encode categorical features as ordinal integers.
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = OrdinalEncoder()
+
+
+@register_tool(tags=TAGS)
+class OneHotEncode(DataPreprocessTool):
+ """
+ Apply one-hot encoding to specified categorical columns, the original columns will be dropped.
+ """
+
+ def __init__(self, features: list):
+ self.features = features
+ self.model = OneHotEncoder(handle_unknown="ignore", sparse=False)
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ ts_data = self.model.transform(df[self.features])
+ new_columns = self.model.get_feature_names_out(self.features)
+ ts_data = pd.DataFrame(ts_data, columns=new_columns, index=df.index)
+ new_df = df.drop(self.features, axis=1)
+ new_df = pd.concat([new_df, ts_data], axis=1)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class LabelEncode(DataPreprocessTool):
+ """
+ Apply label encoding to specified categorical columns in-place.
+ """
+
+ def __init__(self, features: list):
+ """
+ Initialize self.
+
+ Args:
+ features (list): Categorical columns to be label encoded.
+ """
+ self.features = features
+ self.le_encoders = []
+
+ def fit(self, df: pd.DataFrame):
+ if len(self.features) == 0:
+ return
+ for col in self.features:
+ le = LabelEncoder().fit(df[col].astype(str).unique().tolist() + ["unknown"])
+ self.le_encoders.append(le)
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ if len(self.features) == 0:
+ return df
+ new_df = df.copy()
+ for i in range(len(self.features)):
+ data_list = df[self.features[i]].astype(str).tolist()
+ for unique_item in np.unique(df[self.features[i]].astype(str)):
+ if unique_item not in self.le_encoders[i].classes_:
+ data_list = ["unknown" if x == unique_item else x for x in data_list]
+ new_df[self.features[i]] = self.le_encoders[i].transform(data_list)
+ return new_df
+
+
+def get_column_info(df: pd.DataFrame) -> dict:
+ """
+ Analyzes a DataFrame and categorizes its columns based on data types.
+
+ Args:
+ df (pd.DataFrame): The DataFrame to be analyzed.
+
+ Returns:
+ dict: A dictionary with four keys ('Category', 'Numeric', 'Datetime', 'Others').
+ Each key corresponds to a list of column names belonging to that category.
+ """
+ column_info = {
+ "Category": [],
+ "Numeric": [],
+ "Datetime": [],
+ "Others": [],
+ }
+ for col in df.columns:
+ data_type = str(df[col].dtype).replace("dtype('", "").replace("')", "")
+ if data_type.startswith("object"):
+ column_info["Category"].append(col)
+ elif data_type.startswith("int") or data_type.startswith("float"):
+ column_info["Numeric"].append(col)
+ elif data_type.startswith("datetime"):
+ column_info["Datetime"].append(col)
+ else:
+ column_info["Others"].append(col)
+
+ if len(json.dumps(column_info)) > 2000:
+ column_info["Numeric"] = column_info["Numeric"][0:5] + ["Too many cols, omission here..."]
+ return column_info
diff --git a/metagpt/tools/libs/email_login.py b/metagpt/tools/libs/email_login.py
new file mode 100644
index 000000000..32626ac55
--- /dev/null
+++ b/metagpt/tools/libs/email_login.py
@@ -0,0 +1,49 @@
+from imap_tools import MailBox
+
+from metagpt.tools.tool_registry import register_tool
+
+# Define a dictionary mapping email domains to their IMAP server addresses
+IMAP_SERVERS = {
+ "outlook.com": "imap-mail.outlook.com", # Outlook
+ "163.com": "imap.163.com", # 163 Mail
+ "qq.com": "imap.qq.com", # QQ Mail
+ "gmail.com": "imap.gmail.com", # Gmail
+ "yahoo.com": "imap.mail.yahoo.com", # Yahoo Mail
+ "icloud.com": "imap.mail.me.com", # iCloud Mail
+ "hotmail.com": "imap-mail.outlook.com", # Hotmail (同 Outlook)
+ "live.com": "imap-mail.outlook.com", # Live (同 Outlook)
+ "sina.com": "imap.sina.com", # Sina Mail
+ "sohu.com": "imap.sohu.com", # Sohu Mail
+ "yahoo.co.jp": "imap.mail.yahoo.co.jp", # Yahoo Mail Japan
+ "yandex.com": "imap.yandex.com", # Yandex Mail
+ "mail.ru": "imap.mail.ru", # Mail.ru
+ "aol.com": "imap.aol.com", # AOL Mail
+ "gmx.com": "imap.gmx.com", # GMX Mail
+ "zoho.com": "imap.zoho.com", # Zoho Mail
+}
+
+
+@register_tool(tags=["email login"])
+def email_login_imap(email_address, email_password):
+ """
+ Use imap_tools package to log in to your email (the email that supports IMAP protocol) to verify and return the account object.
+
+ Args:
+ email_address (str): Email address that needs to be logged in and linked.
+ email_password (str): Password for the email address that needs to be logged in and linked.
+
+ Returns:
+ object: The imap_tools's MailBox object returned after successfully connecting to the mailbox through imap_tools, including various information about this account (email, etc.), or None if login fails.
+ """
+
+ # Extract the domain from the email address
+ domain = email_address.split("@")[-1]
+
+ # Determine the correct IMAP server
+ imap_server = IMAP_SERVERS.get(domain)
+
+ assert imap_server, f"IMAP server for {domain} not found."
+
+ # Attempt to log in to the email account
+ mailbox = MailBox(imap_server).login(email_address, email_password)
+ return mailbox
diff --git a/metagpt/tools/libs/feature_engineering.py b/metagpt/tools/libs/feature_engineering.py
new file mode 100644
index 000000000..3013e1594
--- /dev/null
+++ b/metagpt/tools/libs/feature_engineering.py
@@ -0,0 +1,434 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Time : 2023/11/17 10:33
+# @Author : lidanyang
+# @File : feature_engineering.py
+# @Desc : Feature Engineering Tools
+from __future__ import annotations
+
+import itertools
+
+# import lightgbm as lgb
+import numpy as np
+import pandas as pd
+from joblib import Parallel, delayed
+from pandas.core.dtypes.common import is_object_dtype
+from sklearn.feature_selection import VarianceThreshold
+from sklearn.model_selection import KFold
+from sklearn.preprocessing import KBinsDiscretizer, PolynomialFeatures
+
+from metagpt.tools.libs.data_preprocess import MLProcess
+from metagpt.tools.tool_registry import register_tool
+
+TAGS = ["feature engineering", "machine learning"]
+
+
+@register_tool(tags=TAGS)
+class PolynomialExpansion(MLProcess):
+ """
+ Add polynomial and interaction features from selected numeric columns to input DataFrame.
+ """
+
+ def __init__(self, cols: list, label_col: str, degree: int = 2):
+ """
+ Initialize self.
+
+ Args:
+ cols (list): Columns for polynomial expansion.
+ label_col (str): Label column name.
+ degree (int, optional): The degree of the polynomial features. Defaults to 2.
+ """
+ self.cols = cols
+ self.degree = degree
+ self.label_col = label_col
+ if self.label_col in self.cols:
+ self.cols.remove(self.label_col)
+ self.poly = PolynomialFeatures(degree=degree, include_bias=False)
+
+ def fit(self, df: pd.DataFrame):
+ if len(self.cols) == 0:
+ return
+ if len(self.cols) > 10:
+ corr = df[self.cols + [self.label_col]].corr()
+ corr = corr[self.label_col].abs().sort_values(ascending=False)
+ self.cols = corr.index.tolist()[1:11]
+
+ self.poly.fit(df[self.cols].fillna(0))
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ if len(self.cols) == 0:
+ return df
+ ts_data = self.poly.transform(df[self.cols].fillna(0))
+ column_name = self.poly.get_feature_names_out(self.cols)
+ ts_data = pd.DataFrame(ts_data, index=df.index, columns=column_name)
+ new_df = df.drop(self.cols, axis=1)
+ new_df = pd.concat([new_df, ts_data], axis=1)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class CatCount(MLProcess):
+ """
+ Add value counts of a categorical column as new feature.
+ """
+
+ def __init__(self, col: str):
+ """
+ Initialize self.
+
+ Args:
+ col (str): Column for value counts.
+ """
+ self.col = col
+ self.encoder_dict = None
+
+ def fit(self, df: pd.DataFrame):
+ self.encoder_dict = df[self.col].value_counts().to_dict()
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.copy()
+ new_df[f"{self.col}_cnt"] = new_df[self.col].map(self.encoder_dict)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class TargetMeanEncoder(MLProcess):
+ """
+ Encode a categorical column by the mean of the label column, and adds the result as a new feature.
+ """
+
+ def __init__(self, col: str, label: str):
+ """
+ Initialize self.
+
+ Args:
+ col (str): Column to be mean encoded.
+ label (str): Predicted label column.
+ """
+ self.col = col
+ self.label = label
+ self.encoder_dict = None
+
+ def fit(self, df: pd.DataFrame):
+ self.encoder_dict = df.groupby(self.col)[self.label].mean().to_dict()
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.copy()
+ new_df[f"{self.col}_target_mean"] = new_df[self.col].map(self.encoder_dict)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class KFoldTargetMeanEncoder(MLProcess):
+ """
+ Add a new feature to the DataFrame by k-fold mean encoding of a categorical column using the label column.
+ """
+
+ def __init__(self, col: str, label: str, n_splits: int = 5, random_state: int = 2021):
+ """
+ Initialize self.
+
+ Args:
+ col (str): Column to be k-fold mean encoded.
+ label (str): Predicted label column.
+ n_splits (int, optional): Number of splits for K-fold. Defaults to 5.
+ random_state (int, optional): Random seed. Defaults to 2021.
+ """
+ self.col = col
+ self.label = label
+ self.n_splits = n_splits
+ self.random_state = random_state
+ self.encoder_dict = None
+
+ def fit(self, df: pd.DataFrame):
+ tmp = df.copy()
+ kf = KFold(n_splits=self.n_splits, shuffle=True, random_state=self.random_state)
+
+ global_mean = tmp[self.label].mean()
+ col_name = f"{self.col}_kf_target_mean"
+ for trn_idx, val_idx in kf.split(tmp, tmp[self.label]):
+ _trn, _val = tmp.iloc[trn_idx], tmp.iloc[val_idx]
+ tmp.loc[tmp.index[val_idx], col_name] = _val[self.col].map(_trn.groupby(self.col)[self.label].mean())
+ tmp[col_name].fillna(global_mean, inplace=True)
+ self.encoder_dict = tmp.groupby(self.col)[col_name].mean().to_dict()
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.copy()
+ new_df[f"{self.col}_kf_target_mean"] = new_df[self.col].map(self.encoder_dict)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class CatCross(MLProcess):
+ """
+ Add pairwise crossed features and convert them to numerical features.
+ """
+
+ def __init__(self, cols: list, max_cat_num: int = 100):
+ """
+ Initialize self.
+
+ Args:
+ cols (list): Columns to be pairwise crossed, at least 2 columns.
+ max_cat_num (int, optional): Maximum unique categories per crossed feature. Defaults to 100.
+ """
+ self.cols = cols
+ self.max_cat_num = max_cat_num
+ self.combs = []
+ self.combs_map = {}
+
+ @staticmethod
+ def _cross_two(comb, df):
+ """
+ Cross two columns and convert them to numerical features.
+
+ Args:
+ comb (tuple): The pair of columns to be crossed.
+ df (pd.DataFrame): The input DataFrame.
+
+ Returns:
+ tuple: The new column name and the crossed feature map.
+ """
+ new_col = f"{comb[0]}_{comb[1]}"
+ new_col_combs = list(itertools.product(df[comb[0]].unique(), df[comb[1]].unique()))
+ ll = list(range(len(new_col_combs)))
+ comb_map = dict(zip(new_col_combs, ll))
+ return new_col, comb_map
+
+ def fit(self, df: pd.DataFrame):
+ for col in self.cols:
+ if df[col].nunique() > self.max_cat_num:
+ self.cols.remove(col)
+ self.combs = list(itertools.combinations(self.cols, 2))
+ res = Parallel(n_jobs=4, require="sharedmem")(delayed(self._cross_two)(comb, df) for comb in self.combs)
+ self.combs_map = dict(res)
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.copy()
+ for comb in self.combs:
+ new_col = f"{comb[0]}_{comb[1]}"
+ _map = self.combs_map[new_col]
+ new_df[new_col] = pd.Series(zip(new_df[comb[0]], new_df[comb[1]])).map(_map)
+ # set the unknown value to a new number
+ new_df[new_col].fillna(max(_map.values()) + 1, inplace=True)
+ new_df[new_col] = new_df[new_col].astype(int)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class GroupStat(MLProcess):
+ """
+ Aggregate specified column in a DataFrame grouped by another column, adding new features named '__by_'.
+ """
+
+ def __init__(self, group_col: str, agg_col: str, agg_funcs: list):
+ """
+ Initialize self.
+
+ Args:
+ group_col (str): Column used for grouping.
+ agg_col (str): Column on which aggregation is performed.
+ agg_funcs (list): List of aggregation functions to apply, such as ['mean', 'std']. Each function must be supported by pandas.
+ """
+ self.group_col = group_col
+ self.agg_col = agg_col
+ self.agg_funcs = agg_funcs
+ self.group_df = None
+
+ def fit(self, df: pd.DataFrame):
+ group_df = df.groupby(self.group_col)[self.agg_col].agg(self.agg_funcs).reset_index()
+ group_df.columns = [self.group_col] + [
+ f"{self.agg_col}_{agg_func}_by_{self.group_col}" for agg_func in self.agg_funcs
+ ]
+ self.group_df = group_df
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.merge(self.group_df, on=self.group_col, how="left")
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class SplitBins(MLProcess):
+ """
+ Inplace binning of continuous data into intervals, returning integer-encoded bin identifiers directly.
+ """
+
+ def __init__(self, cols: list, strategy: str = "quantile"):
+ """
+ Initialize self.
+
+ Args:
+ cols (list): Columns to be binned inplace.
+ strategy (str, optional): Strategy used to define the widths of the bins. Enum: ['quantile', 'uniform', 'kmeans']. Defaults to 'quantile'.
+ """
+ self.cols = cols
+ self.strategy = strategy
+ self.encoder = None
+
+ def fit(self, df: pd.DataFrame):
+ self.encoder = KBinsDiscretizer(strategy=self.strategy, encode="ordinal")
+ self.encoder.fit(df[self.cols].fillna(0))
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df.copy()
+ new_df[self.cols] = self.encoder.transform(new_df[self.cols].fillna(0))
+ return new_df
+
+
+# @register_tool(tags=TAGS)
+class ExtractTimeComps(MLProcess):
+ """
+ Extract time components from a datetime column and add them as new features.
+ """
+
+ def __init__(self, time_col: str, time_comps: list):
+ """
+ Initialize self.
+
+ Args:
+ time_col (str): The name of the column containing time data.
+ time_comps (list): List of time components to extract. Each component must be in ['year', 'month', 'day', 'hour', 'dayofweek', 'is_weekend'].
+ """
+ self.time_col = time_col
+ self.time_comps = time_comps
+
+ def fit(self, df: pd.DataFrame):
+ pass
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ time_s = pd.to_datetime(df[self.time_col], errors="coerce")
+ time_comps_df = pd.DataFrame()
+
+ if "year" in self.time_comps:
+ time_comps_df["year"] = time_s.dt.year
+ if "month" in self.time_comps:
+ time_comps_df["month"] = time_s.dt.month
+ if "day" in self.time_comps:
+ time_comps_df["day"] = time_s.dt.day
+ if "hour" in self.time_comps:
+ time_comps_df["hour"] = time_s.dt.hour
+ if "dayofweek" in self.time_comps:
+ time_comps_df["dayofweek"] = time_s.dt.dayofweek + 1
+ if "is_weekend" in self.time_comps:
+ time_comps_df["is_weekend"] = time_s.dt.dayofweek.isin([5, 6]).astype(int)
+ new_df = pd.concat([df, time_comps_df], axis=1)
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class GeneralSelection(MLProcess):
+ """
+ Drop all nan feats and feats with only one unique value.
+ """
+
+ def __init__(self, label_col: str):
+ self.label_col = label_col
+ self.feats = []
+
+ def fit(self, df: pd.DataFrame):
+ feats = [f for f in df.columns if f != self.label_col]
+ for col in df.columns:
+ if df[col].isnull().sum() / df.shape[0] == 1:
+ feats.remove(col)
+
+ if df[col].nunique() == 1:
+ feats.remove(col)
+
+ if df.loc[df[col] == np.inf].shape[0] != 0 or df.loc[df[col] == np.inf].shape[0] != 0:
+ feats.remove(col)
+
+ if is_object_dtype(df[col]) and df[col].nunique() == df.shape[0]:
+ feats.remove(col)
+
+ self.feats = feats
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df[self.feats + [self.label_col]]
+ return new_df
+
+
+# skip for now because lgb is needed
+# @register_tool(tags=TAGS)
+class TreeBasedSelection(MLProcess):
+ """
+ Select features based on tree-based model and remove features with low importance.
+ """
+
+ def __init__(self, label_col: str, task_type: str):
+ """
+ Initialize self.
+
+ Args:
+ label_col (str): Label column name.
+ task_type (str): Task type, 'cls' for classification, 'mcls' for multi-class classification, 'reg' for regression.
+ """
+ self.label_col = label_col
+ self.task_type = task_type
+ self.feats = None
+
+ def fit(self, df: pd.DataFrame):
+ params = {
+ "boosting_type": "gbdt",
+ "objective": "binary",
+ "learning_rate": 0.1,
+ "num_leaves": 31,
+ }
+
+ if self.task_type == "cls":
+ params["objective"] = "binary"
+ params["metric"] = "auc"
+ elif self.task_type == "mcls":
+ params["objective"] = "multiclass"
+ params["num_class"] = df[self.label_col].nunique()
+ params["metric"] = "auc_mu"
+ elif self.task_type == "reg":
+ params["objective"] = "regression"
+ params["metric"] = "rmse"
+
+ num_cols = df.select_dtypes(include=np.number).columns.tolist()
+ cols = [f for f in num_cols if f not in [self.label_col]]
+
+ dtrain = lgb.Dataset(df[cols], df[self.label_col])
+ model = lgb.train(params, dtrain, num_boost_round=100)
+ df_imp = pd.DataFrame({"feature_name": dtrain.feature_name, "importance": model.feature_importance("gain")})
+
+ df_imp.sort_values("importance", ascending=False, inplace=True)
+ df_imp = df_imp[df_imp["importance"] > 0]
+ self.feats = df_imp["feature_name"].tolist()
+ self.feats.append(self.label_col)
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df[self.feats]
+ return new_df
+
+
+@register_tool(tags=TAGS)
+class VarianceBasedSelection(MLProcess):
+ """
+ Select features based on variance and remove features with low variance.
+ """
+
+ def __init__(self, label_col: str, threshold: float = 0):
+ """
+ Initialize self.
+
+ Args:
+ label_col (str): Label column name.
+ threshold (float, optional): Threshold for variance. Defaults to 0.
+ """
+ self.label_col = label_col
+ self.threshold = threshold
+ self.feats = None
+ self.selector = VarianceThreshold(threshold=self.threshold)
+
+ def fit(self, df: pd.DataFrame):
+ num_cols = df.select_dtypes(include=np.number).columns.tolist()
+ cols = [f for f in num_cols if f not in [self.label_col]]
+
+ self.selector.fit(df[cols])
+ self.feats = df[cols].columns[self.selector.get_support(indices=True)].tolist()
+ self.feats.append(self.label_col)
+
+ def transform(self, df: pd.DataFrame) -> pd.DataFrame:
+ new_df = df[self.feats]
+ return new_df
diff --git a/metagpt/tools/libs/gpt_v_generator.py b/metagpt/tools/libs/gpt_v_generator.py
new file mode 100644
index 000000000..4eba3d5ee
--- /dev/null
+++ b/metagpt/tools/libs/gpt_v_generator.py
@@ -0,0 +1,106 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/01/12
+@Author : mannaandpoem
+@File : gpt_v_generator.py
+"""
+import re
+from pathlib import Path
+
+from metagpt.const import DEFAULT_WORKSPACE_ROOT
+from metagpt.logs import logger
+from metagpt.tools.tool_registry import register_tool
+from metagpt.utils.common import CodeParser, encode_image
+
+ANALYZE_LAYOUT_PROMPT = """You are now a UI/UX designer, please generate layout information for this image:
+
+NOTE: The image does not have a commercial logo or copyright information. It is just a sketch image of the design.
+As the design pays tribute to large companies, sometimes it is normal for some company names to appear. Don't worry. """
+
+GENERATE_PROMPT = """You are now a UI/UX designer and Web developer. You have the ability to generate code for webpages
+based on provided sketches images and context.
+Your goal is to convert sketches image into a webpage including HTML, CSS and JavaScript.
+
+NOTE: The image does not have a commercial logo or copyright information. It is just a sketch image of the design.
+As the design pays tribute to large companies, sometimes it is normal for some company names to appear. Don't worry.
+
+Now, please generate the corresponding webpage code including HTML, CSS and JavaScript:"""
+
+
+@register_tool(tags=["image2webpage"], include_functions=["__init__", "generate_webpages", "save_webpages"])
+class GPTvGenerator:
+ """Class for generating webpage code from a given webpage screenshot.
+
+ This class provides methods to generate webpages including all code (HTML, CSS, and JavaScript) based on an image.
+ It utilizes a vision model to analyze the layout from an image and generate webpage codes accordingly.
+ """
+
+ def __init__(self):
+ """Initialize GPTvGenerator class with default values from the configuration."""
+ from metagpt.config2 import config
+ from metagpt.llm import LLM
+
+ self.llm = LLM(llm_config=config.get_openai_llm())
+ self.llm.model = "gpt-4-vision-preview"
+
+ async def analyze_layout(self, image_path: Path) -> str:
+ """Asynchronously analyze the layout of the given image and return the result.
+
+ This is a helper method to generate a layout description based on the image.
+
+ Args:
+ image_path (Path): Path of the image to analyze.
+
+ Returns:
+ str: The layout analysis result.
+ """
+ return await self.llm.aask(msg=ANALYZE_LAYOUT_PROMPT, images=[encode_image(image_path)])
+
+ async def generate_webpages(self, image_path: str) -> str:
+ """Asynchronously generate webpages including all code (HTML, CSS, and JavaScript) in one go based on the image.
+
+ Args:
+ image_path (str): The path of the image file.
+
+ Returns:
+ str: Generated webpages content.
+ """
+ if isinstance(image_path, str):
+ image_path = Path(image_path)
+ layout = await self.analyze_layout(image_path)
+ prompt = GENERATE_PROMPT + "\n\n # Context\n The layout information of the sketch image is: \n" + layout
+ return await self.llm.aask(msg=prompt, images=[encode_image(image_path)])
+
+ @staticmethod
+ def save_webpages(webpages: str, save_folder_name: str = "example") -> Path:
+ """Save webpages including all code (HTML, CSS, and JavaScript) at once.
+
+ Args:
+ webpages (str): The generated webpages content.
+ save_folder_name (str, optional): The name of the folder to save the webpages. Defaults to 'example'.
+
+ Returns:
+ Path: The path of the saved webpages.
+ """
+ # Create a folder called webpages in the workspace directory to store HTML, CSS, and JavaScript files
+ webpages_path = DEFAULT_WORKSPACE_ROOT / "webpages" / save_folder_name
+ logger.info(f"code will be saved at {webpages_path}")
+ webpages_path.mkdir(parents=True, exist_ok=True)
+
+ index_path = webpages_path / "index.html"
+ index_path.write_text(CodeParser.parse_code(block=None, text=webpages, lang="html"))
+
+ extract_and_save_code(folder=webpages_path, text=webpages, pattern="styles?.css", language="css")
+
+ extract_and_save_code(folder=webpages_path, text=webpages, pattern="scripts?.js", language="javascript")
+
+ return webpages_path
+
+
+def extract_and_save_code(folder, text, pattern, language):
+ word = re.search(pattern, text)
+ if word:
+ path = folder / word.group(0)
+ code = CodeParser.parse_code(block=None, text=text, lang=language)
+ path.write_text(code, encoding="utf-8")
diff --git a/metagpt/tools/libs/sd_engine.py b/metagpt/tools/libs/sd_engine.py
new file mode 100644
index 000000000..b62e39db8
--- /dev/null
+++ b/metagpt/tools/libs/sd_engine.py
@@ -0,0 +1,181 @@
+# -*- coding: utf-8 -*-
+# @Date : 2023/7/19 16:28
+# @Author : stellahong (stellahong@deepwisdom.ai)
+# @Desc :
+from __future__ import annotations
+
+import base64
+import hashlib
+import io
+import json
+from os.path import join
+
+import requests
+from aiohttp import ClientSession
+from PIL import Image, PngImagePlugin
+
+from metagpt.const import SD_OUTPUT_FILE_REPO, SOURCE_ROOT
+from metagpt.logs import logger
+from metagpt.tools.tool_registry import register_tool
+
+payload = {
+ "prompt": "",
+ "negative_prompt": "(easynegative:0.8),black, dark,Low resolution",
+ "override_settings": {"sd_model_checkpoint": "galaxytimemachinesGTM_photoV20"},
+ "seed": -1,
+ "batch_size": 1,
+ "n_iter": 1,
+ "steps": 20,
+ "cfg_scale": 7,
+ "width": 512,
+ "height": 768,
+ "restore_faces": False,
+ "tiling": False,
+ "do_not_save_samples": False,
+ "do_not_save_grid": False,
+ "enable_hr": False,
+ "hr_scale": 2,
+ "hr_upscaler": "Latent",
+ "hr_second_pass_steps": 0,
+ "hr_resize_x": 0,
+ "hr_resize_y": 0,
+ "hr_upscale_to_x": 0,
+ "hr_upscale_to_y": 0,
+ "truncate_x": 0,
+ "truncate_y": 0,
+ "applied_old_hires_behavior_to": None,
+ "eta": None,
+ "sampler_index": "DPM++ SDE Karras",
+ "alwayson_scripts": {},
+}
+
+default_negative_prompt = "(easynegative:0.8),black, dark,Low resolution"
+
+
+@register_tool(
+ tags=["text2image", "multimodal"],
+ include_functions=["__init__", "simple_run_t2i", "run_t2i", "construct_payload", "save"],
+)
+class SDEngine:
+ """Generate image using stable diffusion model.
+
+ This class provides methods to interact with a stable diffusion service to generate images based on text inputs.
+ """
+
+ def __init__(self, sd_url=""):
+ """Initialize the SDEngine instance with configuration.
+
+ Args:
+ sd_url (str, optional): URL of the stable diffusion service. Defaults to "".
+ """
+ self.sd_url = sd_url
+ self.sd_t2i_url = f"{self.sd_url}/sdapi/v1/txt2img"
+ # Define default payload settings for SD API
+ self.payload = payload
+ logger.info(self.sd_t2i_url)
+
+ def construct_payload(
+ self,
+ prompt,
+ negtive_prompt=default_negative_prompt,
+ width=512,
+ height=512,
+ sd_model="galaxytimemachinesGTM_photoV20",
+ ):
+ """Modify and set the API parameters for image generation.
+
+ Args:
+ prompt (str): Text input for image generation.
+ negtive_prompt (str, optional): Text input for negative prompts. Defaults to None.
+ width (int, optional): Width of the generated image in pixels. Defaults to 512.
+ height (int, optional): Height of the generated image in pixels. Defaults to 512.
+ sd_model (str, optional): The model to use for image generation. Defaults to "galaxytimemachinesGTM_photoV20".
+
+ Returns:
+ dict: Updated parameters for the stable diffusion API.
+ """
+ self.payload["prompt"] = prompt
+ self.payload["negative_prompt"] = negtive_prompt
+ self.payload["width"] = width
+ self.payload["height"] = height
+ self.payload["override_settings"]["sd_model_checkpoint"] = sd_model
+ logger.info(f"call sd payload is {self.payload}")
+ return self.payload
+
+ def save(self, imgs, save_name=""):
+ """Save generated images to the output directory.
+
+ Args:
+ imgs (str): Generated images.
+ save_name (str, optional): Output image name. Default is empty.
+ """
+ save_dir = SOURCE_ROOT / SD_OUTPUT_FILE_REPO
+ if not save_dir.exists():
+ save_dir.mkdir(parents=True, exist_ok=True)
+ batch_decode_base64_to_image(imgs, str(save_dir), save_name=save_name)
+
+ def simple_run_t2i(self, payload: dict, auto_save: bool = True):
+ """Run the stable diffusion API for multiple prompts, calling the stable diffusion API to generate images.
+
+ Args:
+ payload (dict): Dictionary of input parameters for the stable diffusion API.
+ auto_save (bool, optional): Save generated images automatically. Defaults to True.
+
+ Returns:
+ list: The generated images as a result of the API call.
+ """
+ with requests.Session() as session:
+ logger.debug(self.sd_t2i_url)
+ rsp = session.post(self.sd_t2i_url, json=payload, timeout=600)
+
+ results = rsp.json()["images"]
+ if auto_save:
+ save_name = hashlib.sha256(payload["prompt"][:10].encode()).hexdigest()[:6]
+ self.save(results, save_name=f"output_{save_name}")
+ return results
+
+ async def run_t2i(self, payloads: list):
+ """Run the stable diffusion API for multiple prompts asynchronously.
+
+ Args:
+ payloads (list): list of payload, each payload is a dictionary of input parameters for the stable diffusion API.
+ """
+ session = ClientSession()
+ for payload_idx, payload in enumerate(payloads):
+ results = await self.run(url=self.sd_t2i_url, payload=payload, session=session)
+ self.save(results, save_name=f"output_{payload_idx}")
+ await session.close()
+
+ async def run(self, url, payload, session):
+ """Perform the HTTP POST request to the SD API.
+
+ Args:
+ url (str): The API URL.
+ payload (dict): The payload for the request.
+ session (ClientSession): The session for making HTTP requests.
+
+ Returns:
+ list: Images generated by the stable diffusion API.
+ """
+ async with session.post(url, json=payload, timeout=600) as rsp:
+ data = await rsp.read()
+
+ rsp_json = json.loads(data)
+ imgs = rsp_json["images"]
+
+ logger.info(f"callback rsp json is {rsp_json.keys()}")
+ return imgs
+
+
+def decode_base64_to_image(img, save_name):
+ image = Image.open(io.BytesIO(base64.b64decode(img.split(",", 1)[0])))
+ pnginfo = PngImagePlugin.PngInfo()
+ logger.info(save_name)
+ image.save(f"{save_name}.png", pnginfo=pnginfo)
+ return pnginfo, image
+
+
+def batch_decode_base64_to_image(imgs, save_dir="", save_name=""):
+ for idx, _img in enumerate(imgs):
+ save_name = join(save_dir, save_name)
+ decode_base64_to_image(_img, save_name=save_name)
diff --git a/metagpt/tools/libs/web_scraping.py b/metagpt/tools/libs/web_scraping.py
new file mode 100644
index 000000000..bc34b1306
--- /dev/null
+++ b/metagpt/tools/libs/web_scraping.py
@@ -0,0 +1,20 @@
+from metagpt.tools.tool_registry import register_tool
+from metagpt.tools.web_browser_engine_playwright import PlaywrightWrapper
+
+
+@register_tool(tags=["web scraping", "web"])
+async def scrape_web_playwright(url):
+ """
+ Asynchronously Scrape and save the HTML structure and inner text content of a web page using Playwright.
+
+ Args:
+ url (str): The main URL to fetch inner text from.
+
+ Returns:
+ dict: The inner text content and html structure of the web page, keys are 'inner_text', 'html'.
+ """
+ # Create a PlaywrightWrapper instance for the Chromium browser
+ web = await PlaywrightWrapper().run(url)
+
+ # Return the inner text content of the web page
+ return {"inner_text": web.inner_text.strip(), "html": web.html.strip()}
diff --git a/metagpt/tools/metagpt_text_to_image.py b/metagpt/tools/metagpt_text_to_image.py
index 9a84e69eb..cf7bf97e7 100644
--- a/metagpt/tools/metagpt_text_to_image.py
+++ b/metagpt/tools/metagpt_text_to_image.py
@@ -13,7 +13,6 @@ import aiohttp
import requests
from pydantic import BaseModel
-from metagpt.config import CONFIG
from metagpt.logs import logger
@@ -22,7 +21,7 @@ class MetaGPTText2Image:
"""
:param model_url: Model reset api url
"""
- self.model_url = model_url if model_url else CONFIG.METAGPT_TEXT_TO_IMAGE_MODEL
+ self.model_url = model_url
async def text_2_image(self, text, size_type="512x512"):
"""Text to image
@@ -93,6 +92,4 @@ async def oas3_metagpt_text_to_image(text, size_type: str = "512x512", model_url
"""
if not text:
return ""
- if not model_url:
- model_url = CONFIG.METAGPT_TEXT_TO_IMAGE_MODEL_URL
return await MetaGPTText2Image(model_url).text_2_image(text, size_type=size_type)
diff --git a/metagpt/tools/moderation.py b/metagpt/tools/moderation.py
index cda164ec5..f00b0e1f2 100644
--- a/metagpt/tools/moderation.py
+++ b/metagpt/tools/moderation.py
@@ -7,12 +7,12 @@
"""
from typing import Union
-from metagpt.llm import LLM
+from metagpt.provider.base_llm import BaseLLM
class Moderation:
- def __init__(self):
- self.llm = LLM()
+ def __init__(self, llm: BaseLLM):
+ self.llm = llm
def handle_moderation_results(self, results):
resp = []
diff --git a/metagpt/tools/openai_text_to_embedding.py b/metagpt/tools/openai_text_to_embedding.py
index 52b2cc9eb..e93bfb271 100644
--- a/metagpt/tools/openai_text_to_embedding.py
+++ b/metagpt/tools/openai_text_to_embedding.py
@@ -13,7 +13,6 @@ import aiohttp
import requests
from pydantic import BaseModel, Field
-from metagpt.config import CONFIG
from metagpt.logs import logger
@@ -43,11 +42,12 @@ class ResultEmbedding(BaseModel):
class OpenAIText2Embedding:
- def __init__(self, openai_api_key):
+ def __init__(self, api_key: str, proxy: str):
"""
:param openai_api_key: OpenAI API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
"""
- self.openai_api_key = openai_api_key or CONFIG.OPENAI_API_KEY
+ self.api_key = api_key
+ self.proxy = proxy
async def text_2_embedding(self, text, model="text-embedding-ada-002"):
"""Text to embedding
@@ -57,8 +57,8 @@ class OpenAIText2Embedding:
:return: A json object of :class:`ResultEmbedding` class if successful, otherwise `{}`.
"""
- proxies = {"proxy": CONFIG.openai_proxy} if CONFIG.openai_proxy else {}
- headers = {"Content-Type": "application/json", "Authorization": f"Bearer {self.openai_api_key}"}
+ proxies = {"proxy": self.proxy} if self.proxy else {}
+ headers = {"Content-Type": "application/json", "Authorization": f"Bearer {self.api_key}"}
data = {"input": text, "model": model}
url = "https://api.openai.com/v1/embeddings"
try:
@@ -72,16 +72,14 @@ class OpenAIText2Embedding:
# Export
-async def oas3_openai_text_to_embedding(text, model="text-embedding-ada-002", openai_api_key=""):
+async def oas3_openai_text_to_embedding(text, openai_api_key: str, model="text-embedding-ada-002", proxy: str = ""):
"""Text to embedding
:param text: The text used for embedding.
:param model: One of ['text-embedding-ada-002'], ID of the model to use. For more details, checkout: `https://api.openai.com/v1/models`.
- :param openai_api_key: OpenAI API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
+ :param config: OpenAI config with API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
:return: A json object of :class:`ResultEmbedding` class if successful, otherwise `{}`.
"""
if not text:
return ""
- if not openai_api_key:
- openai_api_key = CONFIG.OPENAI_API_KEY
- return await OpenAIText2Embedding(openai_api_key).text_2_embedding(text, model=model)
+ return await OpenAIText2Embedding(api_key=openai_api_key, proxy=proxy).text_2_embedding(text, model=model)
diff --git a/metagpt/tools/openai_text_to_image.py b/metagpt/tools/openai_text_to_image.py
index aa00abdcc..bf7c5e799 100644
--- a/metagpt/tools/openai_text_to_image.py
+++ b/metagpt/tools/openai_text_to_image.py
@@ -10,16 +10,13 @@
import aiohttp
import requests
-from metagpt.llm import LLM
from metagpt.logs import logger
+from metagpt.provider.base_llm import BaseLLM
class OpenAIText2Image:
- def __init__(self):
- """
- :param openai_api_key: OpenAI API key, For more details, checkout: `https://platform.openai.com/account/api-keys`
- """
- self._llm = LLM()
+ def __init__(self, llm: BaseLLM):
+ self.llm = llm
async def text_2_image(self, text, size_type="1024x1024"):
"""Text to image
@@ -29,7 +26,7 @@ class OpenAIText2Image:
:return: The image data is returned in Base64 encoding.
"""
try:
- result = await self._llm.aclient.images.generate(prompt=text, n=1, size=size_type)
+ result = await self.llm.aclient.images.generate(prompt=text, n=1, size=size_type)
except Exception as e:
logger.error(f"An error occurred:{e}")
return ""
@@ -57,13 +54,14 @@ class OpenAIText2Image:
# Export
-async def oas3_openai_text_to_image(text, size_type: str = "1024x1024"):
+async def oas3_openai_text_to_image(text, size_type: str = "1024x1024", llm: BaseLLM = None):
"""Text to image
:param text: The text used for image conversion.
:param size_type: One of ['256x256', '512x512', '1024x1024']
+ :param llm: LLM instance
:return: The image data is returned in Base64 encoding.
"""
if not text:
return ""
- return await OpenAIText2Image().text_2_image(text, size_type=size_type)
+ return await OpenAIText2Image(llm).text_2_image(text, size_type=size_type)
diff --git a/metagpt/tools/sd_engine.py b/metagpt/tools/sd_engine.py
deleted file mode 100644
index c4d9d2df4..000000000
--- a/metagpt/tools/sd_engine.py
+++ /dev/null
@@ -1,133 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Date : 2023/7/19 16:28
-# @Author : stellahong (stellahong@deepwisdom.ai)
-# @Desc :
-import asyncio
-import base64
-import io
-import json
-from os.path import join
-from typing import List
-
-from aiohttp import ClientSession
-from PIL import Image, PngImagePlugin
-
-from metagpt.config import CONFIG
-from metagpt.const import SD_OUTPUT_FILE_REPO
-from metagpt.logs import logger
-
-payload = {
- "prompt": "",
- "negative_prompt": "(easynegative:0.8),black, dark,Low resolution",
- "override_settings": {"sd_model_checkpoint": "galaxytimemachinesGTM_photoV20"},
- "seed": -1,
- "batch_size": 1,
- "n_iter": 1,
- "steps": 20,
- "cfg_scale": 7,
- "width": 512,
- "height": 768,
- "restore_faces": False,
- "tiling": False,
- "do_not_save_samples": False,
- "do_not_save_grid": False,
- "enable_hr": False,
- "hr_scale": 2,
- "hr_upscaler": "Latent",
- "hr_second_pass_steps": 0,
- "hr_resize_x": 0,
- "hr_resize_y": 0,
- "hr_upscale_to_x": 0,
- "hr_upscale_to_y": 0,
- "truncate_x": 0,
- "truncate_y": 0,
- "applied_old_hires_behavior_to": None,
- "eta": None,
- "sampler_index": "DPM++ SDE Karras",
- "alwayson_scripts": {},
-}
-
-default_negative_prompt = "(easynegative:0.8),black, dark,Low resolution"
-
-
-class SDEngine:
- def __init__(self):
- # Initialize the SDEngine with configuration
- self.sd_url = CONFIG.get("SD_URL")
- self.sd_t2i_url = f"{self.sd_url}{CONFIG.get('SD_T2I_API')}"
- # Define default payload settings for SD API
- self.payload = payload
- logger.info(self.sd_t2i_url)
-
- def construct_payload(
- self,
- prompt,
- negtive_prompt=default_negative_prompt,
- width=512,
- height=512,
- sd_model="galaxytimemachinesGTM_photoV20",
- ):
- # Configure the payload with provided inputs
- self.payload["prompt"] = prompt
- self.payload["negtive_prompt"] = negtive_prompt
- self.payload["width"] = width
- self.payload["height"] = height
- self.payload["override_settings"]["sd_model_checkpoint"] = sd_model
- logger.info(f"call sd payload is {self.payload}")
- return self.payload
-
- def _save(self, imgs, save_name=""):
- save_dir = CONFIG.workspace_path / SD_OUTPUT_FILE_REPO
- if not save_dir.exists():
- save_dir.mkdir(parents=True, exist_ok=True)
- batch_decode_base64_to_image(imgs, str(save_dir), save_name=save_name)
-
- async def run_t2i(self, prompts: List):
- # Asynchronously run the SD API for multiple prompts
- session = ClientSession()
- for payload_idx, payload in enumerate(prompts):
- results = await self.run(url=self.sd_t2i_url, payload=payload, session=session)
- self._save(results, save_name=f"output_{payload_idx}")
- await session.close()
-
- async def run(self, url, payload, session):
- # Perform the HTTP POST request to the SD API
- async with session.post(url, json=payload, timeout=600) as rsp:
- data = await rsp.read()
-
- rsp_json = json.loads(data)
- imgs = rsp_json["images"]
- logger.info(f"callback rsp json is {rsp_json.keys()}")
- return imgs
-
- async def run_i2i(self):
- # todo: 添加图生图接口调用
- raise NotImplementedError
-
- async def run_sam(self):
- # todo：添加SAM接口调用
- raise NotImplementedError
-
-
-def decode_base64_to_image(img, save_name):
- image = Image.open(io.BytesIO(base64.b64decode(img.split(",", 1)[0])))
- pnginfo = PngImagePlugin.PngInfo()
- logger.info(save_name)
- image.save(f"{save_name}.png", pnginfo=pnginfo)
- return pnginfo, image
-
-
-def batch_decode_base64_to_image(imgs, save_dir="", save_name=""):
- for idx, _img in enumerate(imgs):
- save_name = join(save_dir, save_name)
- decode_base64_to_image(_img, save_name=save_name)
-
-
-if __name__ == "__main__":
- engine = SDEngine()
- prompt = "pixel style, game design, a game interface should be minimalistic and intuitive with the score and high score displayed at the top. The snake and its food should be easily distinguishable. The game should have a simple color scheme, with a contrasting color for the snake and its food. Complete interface boundary"
-
- engine.construct_payload(prompt)
-
- event_loop = asyncio.get_event_loop()
- event_loop.run_until_complete(engine.run_t2i(prompt))
diff --git a/metagpt/tools/search_engine.py b/metagpt/tools/search_engine.py
index 64388a11f..1e540bd0e 100644
--- a/metagpt/tools/search_engine.py
+++ b/metagpt/tools/search_engine.py
@@ -8,15 +8,23 @@
import importlib
from typing import Callable, Coroutine, Literal, Optional, Union, overload
+from pydantic import BaseModel, ConfigDict, model_validator
from semantic_kernel.skill_definition import sk_function
-from metagpt.config import CONFIG
+from metagpt.configs.search_config import SearchConfig
+from metagpt.logs import logger
from metagpt.tools import SearchEngineType
class SkSearchEngine:
- def __init__(self):
- self.search_engine = SearchEngine()
+ """A search engine class for executing searches.
+
+ Attributes:
+ search_engine: The search engine instance used for executing searches.
+ """
+
+ def __init__(self, **kwargs):
+ self.search_engine = SearchEngine(**kwargs)
@sk_function(
description="searches results from Google. Useful when you need to find short "
@@ -29,43 +37,85 @@ class SkSearchEngine:
return result
-class SearchEngine:
- """Class representing a search engine.
-
- Args:
- engine: The search engine type. Defaults to the search engine specified in the config.
- run_func: The function to run the search. Defaults to None.
+class SearchEngine(BaseModel):
+ """A model for configuring and executing searches with different search engines.
Attributes:
- run_func: The function to run the search.
- engine: The search engine type.
+ model_config: Configuration for the model allowing arbitrary types.
+ engine: The type of search engine to use.
+ run_func: An optional callable for running the search. If not provided, it will be determined based on the engine.
+ api_key: An optional API key for the search engine.
+ proxy: An optional proxy for the search engine requests.
"""
- def __init__(
+ model_config = ConfigDict(arbitrary_types_allowed=True, extra="allow")
+
+ engine: SearchEngineType = SearchEngineType.SERPER_GOOGLE
+ run_func: Optional[Callable[[str, int, bool], Coroutine[None, None, Union[str, list[str]]]]] = None
+ api_key: Optional[str] = None
+ proxy: Optional[str] = None
+
+ @model_validator(mode="after")
+ def validate_extra(self):
+ """Validates extra fields provided to the model and updates the run function accordingly."""
+ data = self.model_dump(exclude={"engine"}, exclude_none=True, exclude_defaults=True)
+ if self.model_extra:
+ data.update(self.model_extra)
+ self._process_extra(**data)
+ return self
+
+ def _process_extra(
self,
- engine: Optional[SearchEngineType] = None,
- run_func: Callable[[str, int, bool], Coroutine[None, None, Union[str, list[str]]]] = None,
+ run_func: Optional[Callable[[str, int, bool], Coroutine[None, None, Union[str, list[str]]]]] = None,
+ **kwargs,
):
- engine = engine or CONFIG.search_engine
- if engine == SearchEngineType.SERPAPI_GOOGLE:
+ """Processes extra configuration and updates the run function based on the search engine type.
+
+ Args:
+ run_func: An optional callable for running the search. If not provided, it will be determined based on the engine.
+ """
+ if self.engine == SearchEngineType.SERPAPI_GOOGLE:
module = "metagpt.tools.search_engine_serpapi"
- run_func = importlib.import_module(module).SerpAPIWrapper().run
- elif engine == SearchEngineType.SERPER_GOOGLE:
+ run_func = importlib.import_module(module).SerpAPIWrapper(**kwargs).run
+ elif self.engine == SearchEngineType.SERPER_GOOGLE:
module = "metagpt.tools.search_engine_serper"
- run_func = importlib.import_module(module).SerperWrapper().run
- elif engine == SearchEngineType.DIRECT_GOOGLE:
+ run_func = importlib.import_module(module).SerperWrapper(**kwargs).run
+ elif self.engine == SearchEngineType.DIRECT_GOOGLE:
module = "metagpt.tools.search_engine_googleapi"
- run_func = importlib.import_module(module).GoogleAPIWrapper().run
- elif engine == SearchEngineType.DUCK_DUCK_GO:
+ run_func = importlib.import_module(module).GoogleAPIWrapper(**kwargs).run
+ elif self.engine == SearchEngineType.DUCK_DUCK_GO:
module = "metagpt.tools.search_engine_ddg"
- run_func = importlib.import_module(module).DDGAPIWrapper().run
- elif engine == SearchEngineType.CUSTOM_ENGINE:
- pass # run_func = run_func
+ run_func = importlib.import_module(module).DDGAPIWrapper(**kwargs).run
+ elif self.engine == SearchEngineType.CUSTOM_ENGINE:
+ run_func = self.run_func
else:
raise NotImplementedError
- self.engine = engine
self.run_func = run_func
+ @classmethod
+ def from_search_config(cls, config: SearchConfig, **kwargs):
+ """Creates a SearchEngine instance from a SearchConfig.
+
+ Args:
+ config: The search configuration to use for creating the SearchEngine instance.
+ """
+ data = config.model_dump(exclude={"api_type", "search_func"})
+ if config.search_func is not None:
+ data["run_func"] = config.search_func
+
+ return cls(engine=config.api_type, **data, **kwargs)
+
+ @classmethod
+ def from_search_func(
+ cls, search_func: Callable[[str, int, bool], Coroutine[None, None, Union[str, list[str]]]], **kwargs
+ ):
+ """Creates a SearchEngine instance from a custom search function.
+
+ Args:
+ search_func: A callable that executes the search.
+ """
+ return cls(engine=SearchEngineType.CUSTOM_ENGINE, run_func=search_func, **kwargs)
+
@overload
def run(
self,
@@ -84,15 +134,29 @@ class SearchEngine:
) -> list[dict[str, str]]:
...
- async def run(self, query: str, max_results: int = 8, as_string: bool = True) -> Union[str, list[dict[str, str]]]:
+ async def run(
+ self,
+ query: str,
+ max_results: int = 8,
+ as_string: bool = True,
+ ignore_errors: bool = False,
+ ) -> Union[str, list[dict[str, str]]]:
"""Run a search query.
Args:
query: The search query.
max_results: The maximum number of results to return. Defaults to 8.
as_string: Whether to return the results as a string or a list of dictionaries. Defaults to True.
+ ignore_errors: Whether to ignore errors during the search. Defaults to False.
Returns:
The search results as a string or a list of dictionaries.
"""
- return await self.run_func(query, max_results=max_results, as_string=as_string)
+ try:
+ return await self.run_func(query, max_results=max_results, as_string=as_string)
+ except Exception as e:
+ # Handle errors in the API call
+ logger.exception(f"fail to search {query} for {e}")
+ if not ignore_errors:
+ raise e
+ return "" if as_string else []
diff --git a/metagpt/tools/search_engine_ddg.py b/metagpt/tools/search_engine_ddg.py
index 57bc61b82..1412f20cf 100644
--- a/metagpt/tools/search_engine_ddg.py
+++ b/metagpt/tools/search_engine_ddg.py
@@ -5,7 +5,9 @@ from __future__ import annotations
import asyncio
import json
from concurrent import futures
-from typing import Literal, overload
+from typing import Literal, Optional, overload
+
+from pydantic import BaseModel, ConfigDict
try:
from duckduckgo_search import DDGS
@@ -15,27 +17,17 @@ except ImportError:
"You can install it by running the command: `pip install -e.[search-ddg]`"
)
-from metagpt.config import CONFIG
+class DDGAPIWrapper(BaseModel):
+ model_config = ConfigDict(arbitrary_types_allowed=True)
-class DDGAPIWrapper:
- """Wrapper around duckduckgo_search API.
+ loop: Optional[asyncio.AbstractEventLoop] = None
+ executor: Optional[futures.Executor] = None
+ proxy: Optional[str] = None
- To use this module, you should have the `duckduckgo_search` Python package installed.
- """
-
- def __init__(
- self,
- *,
- loop: asyncio.AbstractEventLoop | None = None,
- executor: futures.Executor | None = None,
- ):
- kwargs = {}
- if CONFIG.global_proxy:
- kwargs["proxies"] = CONFIG.global_proxy
- self.loop = loop
- self.executor = executor
- self.ddgs = DDGS(**kwargs)
+ @property
+ def ddgs(self):
+ return DDGS(proxies=self.proxy)
@overload
def run(
diff --git a/metagpt/tools/search_engine_googleapi.py b/metagpt/tools/search_engine_googleapi.py
index 8aca3aee2..66b5ba950 100644
--- a/metagpt/tools/search_engine_googleapi.py
+++ b/metagpt/tools/search_engine_googleapi.py
@@ -4,19 +4,16 @@ from __future__ import annotations
import asyncio
import json
+import warnings
from concurrent import futures
from typing import Optional
from urllib.parse import urlparse
import httplib2
-from pydantic import BaseModel, ConfigDict, Field, field_validator
-
-from metagpt.config import CONFIG
-from metagpt.logs import logger
+from pydantic import BaseModel, ConfigDict, model_validator
try:
from googleapiclient.discovery import build
- from googleapiclient.errors import HttpError
except ImportError:
raise ImportError(
"To use this module, you should have the `google-api-python-client` Python package installed. "
@@ -27,40 +24,41 @@ except ImportError:
class GoogleAPIWrapper(BaseModel):
model_config = ConfigDict(arbitrary_types_allowed=True)
- google_api_key: Optional[str] = Field(default=None, validate_default=True)
- google_cse_id: Optional[str] = Field(default=None, validate_default=True)
+ api_key: str
+ cse_id: str
loop: Optional[asyncio.AbstractEventLoop] = None
executor: Optional[futures.Executor] = None
+ proxy: Optional[str] = None
- @field_validator("google_api_key", mode="before")
+ @model_validator(mode="before")
@classmethod
- def check_google_api_key(cls, val: str):
- val = val or CONFIG.google_api_key
- if not val:
+ def validate_google(cls, values: dict) -> dict:
+ if "google_api_key" in values:
+ values.setdefault("api_key", values["google_api_key"])
+ warnings.warn("`google_api_key` is deprecated, use `api_key` instead", DeprecationWarning, stacklevel=2)
+
+ if "api_key" not in values:
raise ValueError(
- "To use, make sure you provide the google_api_key when constructing an object. Alternatively, "
- "ensure that the environment variable GOOGLE_API_KEY is set with your API key. You can obtain "
+ "To use google search engine, make sure you provide the `api_key` when constructing an object. You can obtain "
"an API key from https://console.cloud.google.com/apis/credentials."
)
- return val
- @field_validator("google_cse_id", mode="before")
- @classmethod
- def check_google_cse_id(cls, val: str):
- val = val or CONFIG.google_cse_id
- if not val:
+ if "google_cse_id" in values:
+ values.setdefault("cse_id", values["google_cse_id"])
+ warnings.warn("`google_cse_id` is deprecated, use `cse_id` instead", DeprecationWarning, stacklevel=2)
+
+ if "cse_id" not in values:
raise ValueError(
- "To use, make sure you provide the google_cse_id when constructing an object. Alternatively, "
- "ensure that the environment variable GOOGLE_CSE_ID is set with your API key. You can obtain "
- "an API key from https://programmablesearchengine.google.com/controlpanel/create."
+ "To use google search engine, make sure you provide the `cse_id` when constructing an object. You can obtain "
+ "the cse_id from https://programmablesearchengine.google.com/controlpanel/create."
)
- return val
+ return values
@property
def google_api_client(self):
- build_kwargs = {"developerKey": self.google_api_key}
- if CONFIG.global_proxy:
- parse_result = urlparse(CONFIG.global_proxy)
+ build_kwargs = {"developerKey": self.api_key}
+ if self.proxy:
+ parse_result = urlparse(self.proxy)
proxy_type = parse_result.scheme
if proxy_type == "https":
proxy_type = "http"
@@ -96,17 +94,11 @@ class GoogleAPIWrapper(BaseModel):
"""
loop = self.loop or asyncio.get_event_loop()
future = loop.run_in_executor(
- self.executor, self.google_api_client.list(q=query, num=max_results, cx=self.google_cse_id).execute
+ self.executor, self.google_api_client.list(q=query, num=max_results, cx=self.cse_id).execute
)
- try:
- result = await future
- # Extract the search result items from the response
- search_results = result.get("items", [])
-
- except HttpError as e:
- # Handle errors in the API call
- logger.exception(f"fail to search {query} for {e}")
- search_results = []
+ result = await future
+ # Extract the search result items from the response
+ search_results = result.get("items", [])
focus = focus or ["snippet", "link", "title"]
details = [{i: j for i, j in item_dict.items() if i in focus} for item_dict in search_results]
diff --git a/metagpt/tools/search_engine_serpapi.py b/metagpt/tools/search_engine_serpapi.py
index 9d2d20af6..5744b1b62 100644
--- a/metagpt/tools/search_engine_serpapi.py
+++ b/metagpt/tools/search_engine_serpapi.py
@@ -5,18 +5,17 @@
@Author : alexanderwu
@File : search_engine_serpapi.py
"""
+import warnings
from typing import Any, Dict, Optional, Tuple
import aiohttp
-from pydantic import BaseModel, ConfigDict, Field, field_validator
-
-from metagpt.config import CONFIG
+from pydantic import BaseModel, ConfigDict, Field, model_validator
class SerpAPIWrapper(BaseModel):
model_config = ConfigDict(arbitrary_types_allowed=True)
- search_engine: Any = None #: :meta private:
+ api_key: str
params: dict = Field(
default_factory=lambda: {
"engine": "google",
@@ -25,21 +24,22 @@ class SerpAPIWrapper(BaseModel):
"hl": "en",
}
)
- # should add `validate_default=True` to check with default value
- serpapi_api_key: Optional[str] = Field(default=None, validate_default=True)
aiosession: Optional[aiohttp.ClientSession] = None
+ proxy: Optional[str] = None
- @field_validator("serpapi_api_key", mode="before")
+ @model_validator(mode="before")
@classmethod
- def check_serpapi_api_key(cls, val: str):
- val = val or CONFIG.serpapi_api_key
- if not val:
+ def validate_serpapi(cls, values: dict) -> dict:
+ if "serpapi_api_key" in values:
+ values.setdefault("api_key", values["serpapi_api_key"])
+ warnings.warn("`serpapi_api_key` is deprecated, use `api_key` instead", DeprecationWarning, stacklevel=2)
+
+ if "api_key" not in values:
raise ValueError(
- "To use, make sure you provide the serpapi_api_key when constructing an object. Alternatively, "
- "ensure that the environment variable SERPAPI_API_KEY is set with your API key. You can obtain "
- "an API key from https://serpapi.com/."
+ "To use serpapi search engine, make sure you provide the `api_key` when constructing an object. You can obtain"
+ " an API key from https://serpapi.com/."
)
- return val
+ return values
async def run(self, query, max_results: int = 8, as_string: bool = True, **kwargs: Any) -> str:
"""Run query through SerpAPI and parse result async."""
@@ -60,10 +60,12 @@ class SerpAPIWrapper(BaseModel):
url, params = construct_url_and_params()
if not self.aiosession:
async with aiohttp.ClientSession() as session:
- async with session.get(url, params=params) as response:
+ async with session.get(url, params=params, proxy=self.proxy) as response:
+ response.raise_for_status()
res = await response.json()
else:
- async with self.aiosession.get(url, params=params) as response:
+ async with self.aiosession.get(url, params=params, proxy=self.proxy) as response:
+ response.raise_for_status()
res = await response.json()
return res
@@ -71,7 +73,7 @@ class SerpAPIWrapper(BaseModel):
def get_params(self, query: str) -> Dict[str, str]:
"""Get parameters for SerpAPI."""
_params = {
- "api_key": self.serpapi_api_key,
+ "api_key": self.api_key,
"q": query,
}
params = {**self.params, **_params}
diff --git a/metagpt/tools/search_engine_serper.py b/metagpt/tools/search_engine_serper.py
index 3dc1d3591..ba2fb4f93 100644
--- a/metagpt/tools/search_engine_serper.py
+++ b/metagpt/tools/search_engine_serper.py
@@ -6,33 +6,34 @@
@File : search_engine_serpapi.py
"""
import json
+import warnings
from typing import Any, Dict, Optional, Tuple
import aiohttp
-from pydantic import BaseModel, ConfigDict, Field, field_validator
-
-from metagpt.config import CONFIG
+from pydantic import BaseModel, ConfigDict, Field, model_validator
class SerperWrapper(BaseModel):
model_config = ConfigDict(arbitrary_types_allowed=True)
- search_engine: Any = None #: :meta private:
+ api_key: str
payload: dict = Field(default_factory=lambda: {"page": 1, "num": 10})
- serper_api_key: Optional[str] = Field(default=None, validate_default=True)
aiosession: Optional[aiohttp.ClientSession] = None
+ proxy: Optional[str] = None
- @field_validator("serper_api_key", mode="before")
+ @model_validator(mode="before")
@classmethod
- def check_serper_api_key(cls, val: str):
- val = val or CONFIG.serper_api_key
- if not val:
+ def validate_serper(cls, values: dict) -> dict:
+ if "serper_api_key" in values:
+ values.setdefault("api_key", values["serper_api_key"])
+ warnings.warn("`serper_api_key` is deprecated, use `api_key` instead", DeprecationWarning, stacklevel=2)
+
+ if "api_key" not in values:
raise ValueError(
- "To use, make sure you provide the serper_api_key when constructing an object. Alternatively, "
- "ensure that the environment variable SERPER_API_KEY is set with your API key. You can obtain "
+ "To use serper search engine, make sure you provide the `api_key` when constructing an object. You can obtain "
"an API key from https://serper.dev/."
)
- return val
+ return values
async def run(self, query: str, max_results: int = 8, as_string: bool = True, **kwargs: Any) -> str:
"""Run query through Serper and parse result async."""
@@ -54,10 +55,12 @@ class SerperWrapper(BaseModel):
url, payloads, headers = construct_url_and_payload_and_headers()
if not self.aiosession:
async with aiohttp.ClientSession() as session:
- async with session.post(url, data=payloads, headers=headers) as response:
+ async with session.post(url, data=payloads, headers=headers, proxy=self.proxy) as response:
+ response.raise_for_status()
res = await response.json()
else:
- async with self.aiosession.get.post(url, data=payloads, headers=headers) as response:
+ async with self.aiosession.get.post(url, data=payloads, headers=headers, proxy=self.proxy) as response:
+ response.raise_for_status()
res = await response.json()
return res
@@ -74,7 +77,7 @@ class SerperWrapper(BaseModel):
return json.dumps(payloads, sort_keys=True)
def get_headers(self) -> Dict[str, str]:
- headers = {"X-API-KEY": self.serper_api_key, "Content-Type": "application/json"}
+ headers = {"X-API-KEY": self.api_key, "Content-Type": "application/json"}
return headers
@staticmethod
diff --git a/metagpt/tools/tool_convert.py b/metagpt/tools/tool_convert.py
new file mode 100644
index 000000000..42c65b9e7
--- /dev/null
+++ b/metagpt/tools/tool_convert.py
@@ -0,0 +1,64 @@
+import inspect
+
+from metagpt.utils.parse_docstring import GoogleDocstringParser, remove_spaces
+
+PARSER = GoogleDocstringParser
+
+
+def convert_code_to_tool_schema(obj, include: list[str] = None):
+ docstring = inspect.getdoc(obj)
+ assert docstring, "no docstring found for the objects, skip registering"
+
+ if inspect.isclass(obj):
+ schema = {"type": "class", "description": remove_spaces(docstring), "methods": {}}
+ for name, method in inspect.getmembers(obj, inspect.isfunction):
+ if name.startswith("_") and name != "__init__": # skip private methodss
+ continue
+ if include and name not in include:
+ continue
+ # method_doc = inspect.getdoc(method)
+ method_doc = get_class_method_docstring(obj, name)
+ if method_doc:
+ schema["methods"][name] = function_docstring_to_schema(method, method_doc)
+
+ elif inspect.isfunction(obj):
+ schema = function_docstring_to_schema(obj, docstring)
+
+ return schema
+
+
+def function_docstring_to_schema(fn_obj, docstring) -> dict:
+ """
+ Converts a function's docstring into a schema dictionary.
+
+ Args:
+ fn_obj: The function object.
+ docstring: The docstring of the function.
+
+ Returns:
+ A dictionary representing the schema of the function's docstring.
+ The dictionary contains the following keys:
+ - 'type': The type of the function ('function' or 'async_function').
+ - 'description': The first section of the docstring describing the function overall. Provided to LLMs for both recommending and using the function.
+ - 'signature': The signature of the function, which helps LLMs understand how to call the function.
+ - 'parameters': Docstring section describing parameters including args and returns, served as extra details for LLM perception.
+ """
+ signature = inspect.signature(fn_obj)
+
+ docstring = remove_spaces(docstring)
+
+ overall_desc, param_desc = PARSER.parse(docstring)
+
+ function_type = "function" if not inspect.iscoroutinefunction(fn_obj) else "async_function"
+
+ return {"type": function_type, "description": overall_desc, "signature": str(signature), "parameters": param_desc}
+
+
+def get_class_method_docstring(cls, method_name):
+ """Retrieve a method's docstring, searching the class hierarchy if necessary."""
+ for base_class in cls.__mro__:
+ if method_name in base_class.__dict__:
+ method = base_class.__dict__[method_name]
+ if method.__doc__:
+ return method.__doc__
+ return None # No docstring found in the class hierarchy
diff --git a/metagpt/tools/tool_data_type.py b/metagpt/tools/tool_data_type.py
new file mode 100644
index 000000000..1a31b03e7
--- /dev/null
+++ b/metagpt/tools/tool_data_type.py
@@ -0,0 +1,13 @@
+from pydantic import BaseModel
+
+
+class ToolSchema(BaseModel):
+ description: str
+
+
+class Tool(BaseModel):
+ name: str
+ path: str
+ schemas: dict = {}
+ code: str = ""
+ tags: list[str] = []
diff --git a/metagpt/tools/tool_recommend.py b/metagpt/tools/tool_recommend.py
new file mode 100644
index 000000000..69b9a4b5d
--- /dev/null
+++ b/metagpt/tools/tool_recommend.py
@@ -0,0 +1,214 @@
+from __future__ import annotations
+
+import json
+from typing import Any
+
+import jieba
+import numpy as np
+from pydantic import BaseModel, field_validator
+from rank_bm25 import BM25Okapi
+
+from metagpt.llm import LLM
+from metagpt.logs import logger
+from metagpt.schema import Plan
+from metagpt.tools import TOOL_REGISTRY
+from metagpt.tools.tool_data_type import Tool
+from metagpt.tools.tool_registry import validate_tool_names
+from metagpt.utils.common import CodeParser
+
+TOOL_INFO_PROMPT = """
+## Capabilities
+- You can utilize pre-defined tools in any code lines from 'Available Tools' in the form of Python class or function.
+- You can freely combine the use of any other public packages, like sklearn, numpy, pandas, etc..
+
+## Available Tools:
+Each tool is described in JSON format. When you call a tool, import the tool from its path first.
+{tool_schemas}
+"""
+
+
+TOOL_RECOMMENDATION_PROMPT = """
+## User Requirement:
+{current_task}
+
+## Task
+Recommend up to {topk} tools from 'Available Tools' that can help solve the 'User Requirement'.
+
+## Available Tools:
+{available_tools}
+
+## Tool Selection and Instructions:
+- Select tools most relevant to completing the 'User Requirement'.
+- If you believe that no tools are suitable, indicate with an empty list.
+- Only list the names of the tools, not the full schema of each tool.
+- Ensure selected tools are listed in 'Available Tools'.
+- Output a json list of tool names:
+```json
+["tool_name1", "tool_name2", ...]
+```
+"""
+
+
+class ToolRecommender(BaseModel):
+ """
+ The default ToolRecommender:
+ 1. Recall: To be implemented in subclasses. Recall tools based on the given context and plan.
+ 2. Rank: Use LLM to select final candidates from recalled set.
+ """
+
+ tools: dict[str, Tool] = {}
+ force: bool = False # whether to forcedly recommend the specified tools
+
+ @field_validator("tools", mode="before")
+ @classmethod
+ def validate_tools(cls, v: list[str]) -> dict[str, Tool]:
+ # One can use special symbol [""] to indicate use of all registered tools
+ if v == [""]:
+ return TOOL_REGISTRY.get_all_tools()
+ else:
+ return validate_tool_names(v)
+
+ async def recommend_tools(
+ self, context: str = "", plan: Plan = None, recall_topk: int = 20, topk: int = 5
+ ) -> list[Tool]:
+ """
+ Recommends a list of tools based on the given context and plan. The recommendation process includes two stages: recall from a large pool and rank the recalled tools to select the final set.
+
+ Args:
+ context (str): The context for tool recommendation.
+ plan (Plan): The plan for tool recommendation.
+ recall_topk (int): The number of tools to recall in the initial step.
+ topk (int): The number of tools to return after rank as final recommendations.
+
+ Returns:
+ list[Tool]: A list of recommended tools.
+ """
+
+ if not self.tools:
+ return []
+
+ if self.force or (not context and not plan):
+ # directly use what users have specified as result for forced recommendation;
+ # directly use the whole set if there is no useful information
+ return list(self.tools.values())
+
+ recalled_tools = await self.recall_tools(context=context, plan=plan, topk=recall_topk)
+ if not recalled_tools:
+ return []
+
+ ranked_tools = await self.rank_tools(recalled_tools=recalled_tools, context=context, plan=plan, topk=topk)
+
+ logger.info(f"Recommended tools: \n{[tool.name for tool in ranked_tools]}")
+
+ return ranked_tools
+
+ async def get_recommended_tool_info(self, **kwargs) -> str:
+ """
+ Wrap recommended tools with their info in a string, which can be used directly in a prompt.
+ """
+ recommended_tools = await self.recommend_tools(**kwargs)
+ if not recommended_tools:
+ return ""
+ tool_schemas = {tool.name: tool.schemas for tool in recommended_tools}
+ return TOOL_INFO_PROMPT.format(tool_schemas=tool_schemas)
+
+ async def recall_tools(self, context: str = "", plan: Plan = None, topk: int = 20) -> list[Tool]:
+ """
+ Retrieves a list of relevant tools from a large pool, based on the given context and plan.
+ """
+ raise NotImplementedError
+
+ async def rank_tools(
+ self, recalled_tools: list[Tool], context: str = "", plan: Plan = None, topk: int = 5
+ ) -> list[Tool]:
+ """
+ Default rank methods for a ToolRecommender. Use LLM to rank the recalled tools based on the given context, plan, and topk value.
+ """
+ current_task = plan.current_task.instruction if plan else context
+
+ available_tools = {tool.name: tool.schemas["description"] for tool in recalled_tools}
+ prompt = TOOL_RECOMMENDATION_PROMPT.format(
+ current_task=current_task,
+ available_tools=available_tools,
+ topk=topk,
+ )
+ rsp = await LLM().aask(prompt)
+ rsp = CodeParser.parse_code(block=None, text=rsp)
+ ranked_tools = json.loads(rsp)
+
+ valid_tools = validate_tool_names(ranked_tools)
+
+ return list(valid_tools.values())[:topk]
+
+
+class TypeMatchToolRecommender(ToolRecommender):
+ """
+ A legacy ToolRecommender using task type matching at the recall stage:
+ 1. Recall: Find tools based on exact match between task type and tool tag;
+ 2. Rank: LLM rank, the same as the default ToolRecommender.
+ """
+
+ async def recall_tools(self, context: str = "", plan: Plan = None, topk: int = 20) -> list[Tool]:
+ if not plan:
+ return list(self.tools.values())[:topk]
+
+ # find tools based on exact match between task type and tool tag
+ task_type = plan.current_task.task_type
+ candidate_tools = TOOL_REGISTRY.get_tools_by_tag(task_type)
+ candidate_tool_names = set(self.tools.keys()) & candidate_tools.keys()
+ recalled_tools = [candidate_tools[tool_name] for tool_name in candidate_tool_names][:topk]
+
+ logger.info(f"Recalled tools: \n{[tool.name for tool in recalled_tools]}")
+
+ return recalled_tools
+
+
+class BM25ToolRecommender(ToolRecommender):
+ """
+ A ToolRecommender using BM25 at the recall stage:
+ 1. Recall: Querying tool descriptions with task instruction if plan exists. Otherwise, return all user-specified tools;
+ 2. Rank: LLM rank, the same as the default ToolRecommender.
+ """
+
+ bm25: Any = None
+
+ def __init__(self, **kwargs):
+ super().__init__(**kwargs)
+ self._init_corpus()
+
+ def _init_corpus(self):
+ corpus = [f"{tool.name} {tool.tags}: {tool.schemas['description']}" for tool in self.tools.values()]
+ tokenized_corpus = [self._tokenize(doc) for doc in corpus]
+ self.bm25 = BM25Okapi(tokenized_corpus)
+
+ def _tokenize(self, text):
+ return jieba.lcut(text) # FIXME: needs more sophisticated tokenization
+
+ async def recall_tools(self, context: str = "", plan: Plan = None, topk: int = 20) -> list[Tool]:
+ query = plan.current_task.instruction if plan else context
+
+ query_tokens = self._tokenize(query)
+ doc_scores = self.bm25.get_scores(query_tokens)
+ top_indexes = np.argsort(doc_scores)[::-1][:topk]
+ recalled_tools = [list(self.tools.values())[index] for index in top_indexes]
+
+ logger.info(
+ f"Recalled tools: \n{[tool.name for tool in recalled_tools]}; Scores: {[doc_scores[index] for index in top_indexes]}"
+ )
+
+ return recalled_tools
+
+
+class EmbeddingToolRecommender(ToolRecommender):
+ """
+ NOTE: To be implemented.
+ A ToolRecommender using embeddings at the recall stage:
+ 1. Recall: Use embeddings to calculate the similarity between query and tool info;
+ 2. Rank: LLM rank, the same as the default ToolRecommender.
+ """
+
+ def __init__(self, **kwargs):
+ super().__init__(**kwargs)
+
+ async def recall_tools(self, context: str = "", plan: Plan = None, topk: int = 20) -> list[Tool]:
+ pass
diff --git a/metagpt/tools/tool_registry.py b/metagpt/tools/tool_registry.py
new file mode 100644
index 000000000..11269cb0f
--- /dev/null
+++ b/metagpt/tools/tool_registry.py
@@ -0,0 +1,141 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2023/01/12 17:07
+@Author : garylin2099
+@File : tool_registry.py
+"""
+from __future__ import annotations
+
+import inspect
+import os
+from collections import defaultdict
+from typing import Union
+
+import yaml
+from pydantic import BaseModel
+
+from metagpt.const import TOOL_SCHEMA_PATH
+from metagpt.logs import logger
+from metagpt.tools.tool_convert import convert_code_to_tool_schema
+from metagpt.tools.tool_data_type import Tool, ToolSchema
+
+
+class ToolRegistry(BaseModel):
+ tools: dict = {}
+ tools_by_tags: dict = defaultdict(dict) # two-layer k-v, {tag: {tool_name: {...}, ...}, ...}
+
+ def register_tool(
+ self,
+ tool_name,
+ tool_path,
+ schema_path="",
+ tool_code="",
+ tags=None,
+ tool_source_object=None,
+ include_functions=None,
+ verbose=False,
+ ):
+ if self.has_tool(tool_name):
+ return
+
+ schema_path = schema_path or TOOL_SCHEMA_PATH / f"{tool_name}.yml"
+
+ schemas = make_schema(tool_source_object, include_functions, schema_path)
+
+ if not schemas:
+ return
+
+ schemas["tool_path"] = tool_path # corresponding code file path of the tool
+ try:
+ ToolSchema(**schemas) # validation
+ except Exception:
+ pass
+ # logger.warning(
+ # f"{tool_name} schema not conforms to required format, but will be used anyway. Mismatch: {e}"
+ # )
+ tags = tags or []
+ tool = Tool(name=tool_name, path=tool_path, schemas=schemas, code=tool_code, tags=tags)
+ self.tools[tool_name] = tool
+ for tag in tags:
+ self.tools_by_tags[tag].update({tool_name: tool})
+ if verbose:
+ logger.info(f"{tool_name} registered")
+ logger.info(f"schema made at {str(schema_path)}, can be used for checking")
+
+ def has_tool(self, key: str) -> Tool:
+ return key in self.tools
+
+ def get_tool(self, key) -> Tool:
+ return self.tools.get(key)
+
+ def get_tools_by_tag(self, key) -> dict[str, Tool]:
+ return self.tools_by_tags.get(key, {})
+
+ def get_all_tools(self) -> dict[str, Tool]:
+ return self.tools
+
+ def has_tool_tag(self, key) -> bool:
+ return key in self.tools_by_tags
+
+ def get_tool_tags(self) -> list[str]:
+ return list(self.tools_by_tags.keys())
+
+
+# Registry instance
+TOOL_REGISTRY = ToolRegistry()
+
+
+def register_tool(tags: list[str] = None, schema_path: str = "", **kwargs):
+ """register a tool to registry"""
+
+ def decorator(cls):
+ # Get the file path where the function / class is defined and the source code
+ file_path = inspect.getfile(cls)
+ if "metagpt" in file_path:
+ # split to handle ../metagpt/metagpt/tools/... where only metapgt/tools/... is needed
+ file_path = "metagpt" + file_path.split("metagpt")[-1]
+ source_code = inspect.getsource(cls)
+
+ TOOL_REGISTRY.register_tool(
+ tool_name=cls.__name__,
+ tool_path=file_path,
+ schema_path=schema_path,
+ tool_code=source_code,
+ tags=tags,
+ tool_source_object=cls,
+ **kwargs,
+ )
+ return cls
+
+ return decorator
+
+
+def make_schema(tool_source_object, include, path):
+ os.makedirs(os.path.dirname(path), exist_ok=True) # Create the necessary directories
+ try:
+ schema = convert_code_to_tool_schema(tool_source_object, include=include)
+ with open(path, "w", encoding="utf-8") as f:
+ yaml.dump(schema, f, sort_keys=False)
+ # import json
+ # with open(str(path).replace("yml", "json"), "w", encoding="utf-8") as f:
+ # json.dump(schema, f, ensure_ascii=False, indent=4)
+ except Exception as e:
+ schema = {}
+ logger.error(f"Fail to make schema: {e}")
+
+ return schema
+
+
+def validate_tool_names(tools: Union[list[str], str]) -> str:
+ assert isinstance(tools, list), "tools must be a list of str"
+ valid_tools = {}
+ for key in tools:
+ # one can define either tool names or tool type names, take union to get the whole set
+ if TOOL_REGISTRY.has_tool(key):
+ valid_tools.update({key: TOOL_REGISTRY.get_tool(key)})
+ elif TOOL_REGISTRY.has_tool_tag(key):
+ valid_tools.update(TOOL_REGISTRY.get_tools_by_tag(key))
+ else:
+ logger.warning(f"invalid tool name or tool type name: {key}, skipped")
+ return valid_tools
diff --git a/metagpt/tools/ut_writer.py b/metagpt/tools/ut_writer.py
index f2f2bf51c..243871aff 100644
--- a/metagpt/tools/ut_writer.py
+++ b/metagpt/tools/ut_writer.py
@@ -4,6 +4,7 @@
import json
from pathlib import Path
+from metagpt.config2 import config
from metagpt.provider.openai_api import OpenAILLM as GPTAPI
from metagpt.utils.common import awrite
@@ -281,6 +282,6 @@ class UTGenerator:
"""Choose based on different calling methods"""
result = ""
if self.chatgpt_method == "API":
- result = await GPTAPI().aask_code(messages=messages)
+ result = await GPTAPI(config.get_openai_llm()).aask_code(messages=messages)
return result
diff --git a/metagpt/tools/web_browser_engine.py b/metagpt/tools/web_browser_engine.py
index abd84cc8d..01339e51a 100644
--- a/metagpt/tools/web_browser_engine.py
+++ b/metagpt/tools/web_browser_engine.py
@@ -1,40 +1,95 @@
#!/usr/bin/env python
-"""
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
-"""
-
+# -*- coding: utf-8 -*-
from __future__ import annotations
import importlib
-from typing import Any, Callable, Coroutine, overload
+from typing import Any, Callable, Coroutine, Optional, Union, overload
-from metagpt.config import CONFIG
+from pydantic import BaseModel, ConfigDict, model_validator
+
+from metagpt.configs.browser_config import BrowserConfig
from metagpt.tools import WebBrowserEngineType
from metagpt.utils.parse_html import WebPage
-class WebBrowserEngine:
- def __init__(
- self,
- engine: WebBrowserEngineType | None = None,
- run_func: Callable[..., Coroutine[Any, Any, WebPage | list[WebPage]]] | None = None,
- ):
- engine = engine or CONFIG.web_browser_engine
- if engine is None:
- raise NotImplementedError
+class WebBrowserEngine(BaseModel):
+ """Defines a web browser engine configuration for automated browsing and data extraction.
- if WebBrowserEngineType(engine) is WebBrowserEngineType.PLAYWRIGHT:
+ This class encapsulates the configuration and operational logic for different web browser engines,
+ such as Playwright, Selenium, or custom implementations. It provides a unified interface to run
+ browser automation tasks.
+
+ Attributes:
+ model_config: Configuration dictionary allowing arbitrary types and extra fields.
+ engine: The type of web browser engine to use.
+ run_func: An optional coroutine function to run the browser engine.
+ proxy: An optional proxy server URL to use with the browser engine.
+ """
+
+ model_config = ConfigDict(arbitrary_types_allowed=True, extra="allow")
+
+ engine: WebBrowserEngineType = WebBrowserEngineType.PLAYWRIGHT
+ run_func: Optional[Callable[..., Coroutine[Any, Any, Union[WebPage, list[WebPage]]]]] = None
+ proxy: Optional[str] = None
+
+ @model_validator(mode="after")
+ def validate_extra(self):
+ """Validates and processes extra configuration data after model initialization.
+
+ This method is automatically called by Pydantic to validate and process any extra configuration
+ data provided to the model. It ensures that the extra data is properly integrated into the model's
+ configuration and operational logic.
+
+ Returns:
+ The instance itself after processing the extra data.
+ """
+ data = self.model_dump(exclude={"engine"}, exclude_none=True, exclude_defaults=True)
+ if self.model_extra:
+ data.update(self.model_extra)
+ self._process_extra(**data)
+ return self
+
+ def _process_extra(self, **kwargs):
+ """Processes extra configuration data to set up the browser engine run function.
+
+ Depending on the specified engine type, this method dynamically imports and configures
+ the appropriate browser engine wrapper and its run function.
+
+ Args:
+ **kwargs: Arbitrary keyword arguments representing extra configuration data.
+
+ Raises:
+ NotImplementedError: If the engine type is not supported.
+ """
+ if self.engine is WebBrowserEngineType.PLAYWRIGHT:
module = "metagpt.tools.web_browser_engine_playwright"
- run_func = importlib.import_module(module).PlaywrightWrapper().run
- elif WebBrowserEngineType(engine) is WebBrowserEngineType.SELENIUM:
+ run_func = importlib.import_module(module).PlaywrightWrapper(**kwargs).run
+ elif self.engine is WebBrowserEngineType.SELENIUM:
module = "metagpt.tools.web_browser_engine_selenium"
- run_func = importlib.import_module(module).SeleniumWrapper().run
- elif WebBrowserEngineType(engine) is WebBrowserEngineType.CUSTOM:
- run_func = run_func
+ run_func = importlib.import_module(module).SeleniumWrapper(**kwargs).run
+ elif self.engine is WebBrowserEngineType.CUSTOM:
+ run_func = self.run_func
else:
raise NotImplementedError
self.run_func = run_func
- self.engine = engine
+
+ @classmethod
+ def from_browser_config(cls, config: BrowserConfig, **kwargs):
+ """Creates a WebBrowserEngine instance from a BrowserConfig object and additional keyword arguments.
+
+ This class method facilitates the creation of a WebBrowserEngine instance by extracting
+ configuration data from a BrowserConfig object and optionally merging it with additional
+ keyword arguments.
+
+ Args:
+ config: A BrowserConfig object containing base configuration data.
+ **kwargs: Optional additional keyword arguments to override or extend the configuration.
+
+ Returns:
+ A new instance of WebBrowserEngine configured according to the provided arguments.
+ """
+ data = config.model_dump()
+ return cls(**data, **kwargs)
@overload
async def run(self, url: str) -> WebPage:
@@ -45,4 +100,16 @@ class WebBrowserEngine:
...
async def run(self, url: str, *urls: str) -> WebPage | list[WebPage]:
+ """Runs the browser engine to load one or more web pages.
+
+ This method is the implementation of the overloaded run signatures. It delegates the task
+ of loading web pages to the configured run function, handling either a single URL or multiple URLs.
+
+ Args:
+ url: The URL of the first web page to load.
+ *urls: Additional URLs of web pages to load, if any.
+
+ Returns:
+ A WebPage object if a single URL is provided, or a list of WebPage objects if multiple URLs are provided.
+ """
return await self.run_func(url, *urls)
diff --git a/metagpt/tools/web_browser_engine_playwright.py b/metagpt/tools/web_browser_engine_playwright.py
index a45f6a12e..2df288b1a 100644
--- a/metagpt/tools/web_browser_engine_playwright.py
+++ b/metagpt/tools/web_browser_engine_playwright.py
@@ -1,23 +1,21 @@
#!/usr/bin/env python
-"""
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
-"""
+# -*- coding: utf-8 -*-
from __future__ import annotations
import asyncio
import sys
from pathlib import Path
-from typing import Literal
+from typing import Literal, Optional
from playwright.async_api import async_playwright
+from pydantic import BaseModel, Field, PrivateAttr
-from metagpt.config import CONFIG
from metagpt.logs import logger
from metagpt.utils.parse_html import WebPage
-class PlaywrightWrapper:
+class PlaywrightWrapper(BaseModel):
"""Wrapper around Playwright.
To use this module, you should have the `playwright` Python package installed and ensure that
@@ -26,26 +24,23 @@ class PlaywrightWrapper:
command `playwright install` for the first time.
"""
- def __init__(
- self,
- browser_type: Literal["chromium", "firefox", "webkit"] | None = None,
- launch_kwargs: dict | None = None,
- **kwargs,
- ) -> None:
- if browser_type is None:
- browser_type = CONFIG.playwright_browser_type
- self.browser_type = browser_type
- launch_kwargs = launch_kwargs or {}
- if CONFIG.global_proxy and "proxy" not in launch_kwargs:
+ browser_type: Literal["chromium", "firefox", "webkit"] = "chromium"
+ launch_kwargs: dict = Field(default_factory=dict)
+ proxy: Optional[str] = None
+ context_kwargs: dict = Field(default_factory=dict)
+ _has_run_precheck: bool = PrivateAttr(False)
+
+ def __init__(self, **kwargs):
+ super().__init__(**kwargs)
+
+ launch_kwargs = self.launch_kwargs
+ if self.proxy and "proxy" not in launch_kwargs:
args = launch_kwargs.get("args", [])
if not any(str.startswith(i, "--proxy-server=") for i in args):
- launch_kwargs["proxy"] = {"server": CONFIG.global_proxy}
- self.launch_kwargs = launch_kwargs
- context_kwargs = {}
+ launch_kwargs["proxy"] = {"server": self.proxy}
+
if "ignore_https_errors" in kwargs:
- context_kwargs["ignore_https_errors"] = kwargs["ignore_https_errors"]
- self._context_kwargs = context_kwargs
- self._has_run_precheck = False
+ self.context_kwargs["ignore_https_errors"] = kwargs["ignore_https_errors"]
async def run(self, url: str, *urls: str) -> WebPage | list[WebPage]:
async with async_playwright() as ap:
@@ -59,7 +54,7 @@ class PlaywrightWrapper:
return await _scrape(browser, url)
async def _scrape(self, browser, url):
- context = await browser.new_context(**self._context_kwargs)
+ context = await browser.new_context(**self.context_kwargs)
page = await context.new_page()
async with page:
try:
@@ -79,8 +74,8 @@ class PlaywrightWrapper:
executable_path = Path(browser_type.executable_path)
if not executable_path.exists() and "executable_path" not in self.launch_kwargs:
kwargs = {}
- if CONFIG.global_proxy:
- kwargs["env"] = {"ALL_PROXY": CONFIG.global_proxy}
+ if self.proxy:
+ kwargs["env"] = {"ALL_PROXY": self.proxy}
await _install_browsers(self.browser_type, **kwargs)
if self._has_run_precheck:
diff --git a/metagpt/tools/web_browser_engine_selenium.py b/metagpt/tools/web_browser_engine_selenium.py
index 70b651935..3b1682291 100644
--- a/metagpt/tools/web_browser_engine_selenium.py
+++ b/metagpt/tools/web_browser_engine_selenium.py
@@ -1,7 +1,5 @@
#!/usr/bin/env python
-"""
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
-"""
+# -*- coding: utf-8 -*-
from __future__ import annotations
@@ -9,19 +7,19 @@ import asyncio
import importlib
from concurrent import futures
from copy import deepcopy
-from typing import Literal
+from typing import Callable, Literal, Optional
+from pydantic import BaseModel, ConfigDict, Field, PrivateAttr
from selenium.webdriver.common.by import By
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.support.wait import WebDriverWait
from webdriver_manager.core.download_manager import WDMDownloadManager
from webdriver_manager.core.http import WDMHttpClient
-from metagpt.config import CONFIG
from metagpt.utils.parse_html import WebPage
-class SeleniumWrapper:
+class SeleniumWrapper(BaseModel):
"""Wrapper around Selenium.
To use this module, you should check the following:
@@ -33,27 +31,28 @@ class SeleniumWrapper:
can scrape web pages using the Selenium WebBrowserEngine.
"""
- def __init__(
- self,
- browser_type: Literal["chrome", "firefox", "edge", "ie"] | None = None,
- launch_kwargs: dict | None = None,
- *,
- loop: asyncio.AbstractEventLoop | None = None,
- executor: futures.Executor | None = None,
- ) -> None:
- if browser_type is None:
- browser_type = CONFIG.selenium_browser_type
- self.browser_type = browser_type
- launch_kwargs = launch_kwargs or {}
- if CONFIG.global_proxy and "proxy-server" not in launch_kwargs:
- launch_kwargs["proxy-server"] = CONFIG.global_proxy
+ model_config = ConfigDict(arbitrary_types_allowed=True)
- self.executable_path = launch_kwargs.pop("executable_path", None)
- self.launch_args = [f"--{k}={v}" for k, v in launch_kwargs.items()]
- self._has_run_precheck = False
- self._get_driver = None
- self.loop = loop
- self.executor = executor
+ browser_type: Literal["chrome", "firefox", "edge", "ie"] = "chrome"
+ launch_kwargs: dict = Field(default_factory=dict)
+ proxy: Optional[str] = None
+ loop: Optional[asyncio.AbstractEventLoop] = None
+ executor: Optional[futures.Executor] = None
+ _has_run_precheck: bool = PrivateAttr(False)
+ _get_driver: Optional[Callable] = PrivateAttr(None)
+
+ def __init__(self, **kwargs) -> None:
+ super().__init__(**kwargs)
+ if self.proxy and "proxy-server" not in self.launch_kwargs:
+ self.launch_kwargs["proxy-server"] = self.proxy
+
+ @property
+ def launch_args(self):
+ return [f"--{k}={v}" for k, v in self.launch_kwargs.items() if k != "executable_path"]
+
+ @property
+ def executable_path(self):
+ return self.launch_kwargs.get("executable_path")
async def run(self, url: str, *urls: str) -> WebPage | list[WebPage]:
await self._run_precheck()
@@ -70,7 +69,9 @@ class SeleniumWrapper:
self.loop = self.loop or asyncio.get_event_loop()
self._get_driver = await self.loop.run_in_executor(
self.executor,
- lambda: _gen_get_driver_func(self.browser_type, *self.launch_args, executable_path=self.executable_path),
+ lambda: _gen_get_driver_func(
+ self.browser_type, *self.launch_args, executable_path=self.executable_path, proxy=self.proxy
+ ),
)
self._has_run_precheck = True
@@ -96,13 +97,17 @@ _webdriver_manager_types = {
class WDMHttpProxyClient(WDMHttpClient):
+ def __init__(self, proxy: str = None):
+ super().__init__()
+ self.proxy = proxy
+
def get(self, url, **kwargs):
- if "proxies" not in kwargs and CONFIG.global_proxy:
- kwargs["proxies"] = {"all_proxy": CONFIG.global_proxy}
+ if "proxies" not in kwargs and self.proxy:
+ kwargs["proxies"] = {"all_proxy": self.proxy}
return super().get(url, **kwargs)
-def _gen_get_driver_func(browser_type, *args, executable_path=None):
+def _gen_get_driver_func(browser_type, *args, executable_path=None, proxy=None):
WebDriver = getattr(importlib.import_module(f"selenium.webdriver.{browser_type}.webdriver"), "WebDriver")
Service = getattr(importlib.import_module(f"selenium.webdriver.{browser_type}.service"), "Service")
Options = getattr(importlib.import_module(f"selenium.webdriver.{browser_type}.options"), "Options")
@@ -110,7 +115,7 @@ def _gen_get_driver_func(browser_type, *args, executable_path=None):
if not executable_path:
module_name, type_name = _webdriver_manager_types[browser_type]
DriverManager = getattr(importlib.import_module(module_name), type_name)
- driver_manager = DriverManager(download_manager=WDMDownloadManager(http_client=WDMHttpProxyClient()))
+ driver_manager = DriverManager(download_manager=WDMDownloadManager(http_client=WDMHttpProxyClient(proxy=proxy)))
# driver_manager.driver_cache.find_driver(driver_manager.driver))
executable_path = driver_manager.install()
diff --git a/metagpt/utils/async_helper.py b/metagpt/utils/async_helper.py
new file mode 100644
index 000000000..ee440ef44
--- /dev/null
+++ b/metagpt/utils/async_helper.py
@@ -0,0 +1,22 @@
+import asyncio
+import threading
+from typing import Any
+
+
+def run_coroutine_in_new_loop(coroutine) -> Any:
+ """Runs a coroutine in a new, separate event loop on a different thread.
+
+ This function is useful when try to execute an async function within a sync function, but encounter the error `RuntimeError: This event loop is already running`.
+ """
+ new_loop = asyncio.new_event_loop()
+ t = threading.Thread(target=lambda: new_loop.run_forever())
+ t.start()
+
+ future = asyncio.run_coroutine_threadsafe(coroutine, new_loop)
+
+ try:
+ return future.result()
+ finally:
+ new_loop.call_soon_threadsafe(new_loop.stop)
+ t.join()
+ new_loop.close()
diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py
index 2943b5dce..e9cef69a4 100644
--- a/metagpt/utils/common.py
+++ b/metagpt/utils/common.py
@@ -12,7 +12,9 @@
from __future__ import annotations
import ast
+import base64
import contextlib
+import csv
import importlib
import inspect
import json
@@ -21,14 +23,17 @@ import platform
import re
import sys
import traceback
-import typing
+from io import BytesIO
from pathlib import Path
-from typing import Any, List, Tuple, Union
+from typing import Any, Callable, List, Literal, Tuple, Union
+from urllib.parse import quote, unquote
import aiofiles
import loguru
+import requests
+from PIL import Image
from pydantic_core import to_jsonable_python
-from tenacity import RetryCallState, _utils
+from tenacity import RetryCallState, RetryError, _utils
from metagpt.const import MESSAGE_ROUTE_TO_ALL
from metagpt.logs import logger
@@ -335,6 +340,14 @@ def print_members(module, indent=0):
print(f"{prefix}Method: {name}")
+def get_function_schema(func: Callable) -> dict[str, Union[dict, Any, str]]:
+ sig = inspect.signature(func)
+ parameters = sig.parameters
+ return_type = sig.return_annotation
+ param_schema = {name: parameter.annotation for name, parameter in parameters.items()}
+ return {"input_params": param_schema, "return_type": return_type, "func_desc": func.__doc__, "func": func}
+
+
def parse_recipient(text):
# FIXME: use ActionNode instead.
pattern = r"## Send To:\s*([A-Za-z]+)\s*?" # hard code for now
@@ -348,6 +361,21 @@ def parse_recipient(text):
return ""
+def remove_comments(code_str: str) -> str:
+ """Remove comments from code."""
+ pattern = r"(\".*?\"|\'.*?\')|(\#.*?$)"
+
+ def replace_func(match):
+ if match.group(2) is not None:
+ return ""
+ else:
+ return match.group(1)
+
+ clean_code = re.sub(pattern, replace_func, code_str, flags=re.MULTILINE)
+ clean_code = os.linesep.join([s.rstrip() for s in clean_code.splitlines() if s.strip()])
+ return clean_code
+
+
def get_class_name(cls) -> str:
"""Return class name"""
return f"{cls.__module__}.{cls.__name__}"
@@ -381,12 +409,12 @@ def any_to_str_set(val) -> set:
return res
-def is_subscribed(message: "Message", tags: set):
+def is_send_to(message: "Message", addresses: set):
"""Return whether it's consumer"""
if MESSAGE_ROUTE_TO_ALL in message.send_to:
return True
- for i in tags:
+ for i in addresses:
if i in message.send_to:
return True
return False
@@ -395,23 +423,109 @@ def is_subscribed(message: "Message", tags: set):
def any_to_name(val):
"""
Convert a value to its name by extracting the last part of the dotted path.
-
- :param val: The value to convert.
-
- :return: The name of the value.
"""
return any_to_str(val).split(".")[-1]
-def concat_namespace(*args) -> str:
- return ":".join(str(value) for value in args)
+def concat_namespace(*args, delimiter: str = ":") -> str:
+ """Concatenate fields to create a unique namespace prefix.
+
+ Example:
+ >>> concat_namespace('prefix', 'field1', 'field2', delimiter=":")
+ 'prefix:field1:field2'
+ """
+ return delimiter.join(str(value) for value in args)
-def split_namespace(ns_class_name: str) -> List[str]:
- return ns_class_name.split(":")
+def split_namespace(ns_class_name: str, delimiter: str = ":", maxsplit: int = 1) -> List[str]:
+ """Split a namespace-prefixed name into its namespace-prefix and name parts.
+
+ Example:
+ >>> split_namespace('prefix:classname')
+ ['prefix', 'classname']
+
+ >>> split_namespace('prefix:module:class', delimiter=":", maxsplit=2)
+ ['prefix', 'module', 'class']
+ """
+ return ns_class_name.split(delimiter, maxsplit=maxsplit)
-def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> typing.Callable[["RetryCallState"], None]:
+def auto_namespace(name: str, delimiter: str = ":") -> str:
+ """Automatically handle namespace-prefixed names.
+
+ If the input name is empty, returns a default namespace prefix and name.
+ If the input name is not namespace-prefixed, adds a default namespace prefix.
+ Otherwise, returns the input name unchanged.
+
+ Example:
+ >>> auto_namespace('classname')
+ '?:classname'
+
+ >>> auto_namespace('prefix:classname')
+ 'prefix:classname'
+
+ >>> auto_namespace('')
+ '?:?'
+
+ >>> auto_namespace('?:custom')
+ '?:custom'
+ """
+ if not name:
+ return f"?{delimiter}?"
+ v = split_namespace(name, delimiter=delimiter)
+ if len(v) < 2:
+ return f"?{delimiter}{name}"
+ return name
+
+
+def add_affix(text: str, affix: Literal["brace", "url", "none"] = "brace"):
+ """Add affix to encapsulate data.
+
+ Example:
+ >>> add_affix("data", affix="brace")
+ '{data}'
+
+ >>> add_affix("example.com", affix="url")
+ '%7Bexample.com%7D'
+
+ >>> add_affix("text", affix="none")
+ 'text'
+ """
+ mappings = {
+ "brace": lambda x: "{" + x + "}",
+ "url": lambda x: quote("{" + x + "}"),
+ }
+ encoder = mappings.get(affix, lambda x: x)
+ return encoder(text)
+
+
+def remove_affix(text, affix: Literal["brace", "url", "none"] = "brace"):
+ """Remove affix to extract encapsulated data.
+
+ Args:
+ text (str): The input text with affix to be removed.
+ affix (str, optional): The type of affix used. Defaults to "brace".
+ Supported affix types: "brace" for removing curly braces, "url" for URL decoding within curly braces.
+
+ Returns:
+ str: The text with affix removed.
+
+ Example:
+ >>> remove_affix('{data}', affix="brace")
+ 'data'
+
+ >>> remove_affix('%7Bexample.com%7D', affix="url")
+ 'example.com'
+
+ >>> remove_affix('text', affix="none")
+ 'text'
+ """
+ mappings = {"brace": lambda x: x[1:-1], "url": lambda x: unquote(x)[1:-1]}
+ decoder = mappings.get(affix, lambda x: x)
+ return decoder(text)
+
+
+def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> Callable[["RetryCallState"], None]:
"""
Generates a logging function to be used after a call is retried.
@@ -456,13 +570,36 @@ def read_json_file(json_file: str, encoding="utf-8") -> list[Any]:
return data
-def write_json_file(json_file: str, data: list, encoding=None):
+def write_json_file(json_file: str, data: list, encoding: str = None, indent: int = 4):
folder_path = Path(json_file).parent
if not folder_path.exists():
folder_path.mkdir(parents=True, exist_ok=True)
with open(json_file, "w", encoding=encoding) as fout:
- json.dump(data, fout, ensure_ascii=False, indent=4, default=to_jsonable_python)
+ json.dump(data, fout, ensure_ascii=False, indent=indent, default=to_jsonable_python)
+
+
+def read_csv_to_list(curr_file: str, header=False, strip_trail=True):
+ """
+ Reads in a csv file to a list of list. If header is True, it returns a
+ tuple with (header row, all rows)
+ ARGS:
+ curr_file: path to the current csv file.
+ RETURNS:
+ List of list where the component lists are the rows of the file.
+ """
+ logger.debug(f"start read csv: {curr_file}")
+ analysis_list = []
+ with open(curr_file) as f_analysis_file:
+ data_reader = csv.reader(f_analysis_file, delimiter=",")
+ for count, row in enumerate(data_reader):
+ if strip_trail:
+ row = [i.strip() for i in row]
+ analysis_list += [row]
+ if not header:
+ return analysis_list
+ else:
+ return analysis_list[0], analysis_list[1:]
def import_class(class_name: str, module_name: str) -> type:
@@ -505,7 +642,7 @@ def role_raise_decorator(func):
self.rc.memory.delete(self.latest_observed_msg)
# raise again to make it captured outside
raise Exception(format_trackback_info(limit=None))
- except Exception:
+ except Exception as e:
if self.latest_observed_msg:
logger.warning(
"There is a exception in role's execution, in order to resume, "
@@ -514,6 +651,12 @@ def role_raise_decorator(func):
# remove role newest observed msg to make it observed again
self.rc.memory.delete(self.latest_observed_msg)
# raise again to make it captured outside
+ if isinstance(e, RetryError):
+ last_error = e.last_attempt._exception
+ name = any_to_str(last_error)
+ if re.match(r"^openai\.", name) or re.match(r"^httpx\.", name):
+ raise last_error
+
raise Exception(format_trackback_info(limit=None))
return wrapper
@@ -567,3 +710,127 @@ def list_files(root: str | Path) -> List[Path]:
except Exception as e:
logger.error(f"Error: {e}")
return files
+
+
+def parse_json_code_block(markdown_text: str) -> List[str]:
+ json_blocks = re.findall(r"```json(.*?)```", markdown_text, re.DOTALL)
+ return [v.strip() for v in json_blocks]
+
+
+def remove_white_spaces(v: str) -> str:
+ return re.sub(r"(? bytes:
+ """Read binary file asynchronously.
+
+ Args:
+ filename (Union[str, Path]): The name or path of the file to be read.
+
+ Returns:
+ bytes: The content of the file as bytes.
+
+ Example:
+ >>> content = await aread_bin('example.txt')
+ b'This is the content of the file.'
+
+ >>> content = await aread_bin(Path('example.txt'))
+ b'This is the content of the file.'
+ """
+ async with aiofiles.open(str(filename), mode="rb") as reader:
+ content = await reader.read()
+ return content
+
+
+async def awrite_bin(filename: str | Path, data: bytes):
+ """Write binary file asynchronously.
+
+ Args:
+ filename (Union[str, Path]): The name or path of the file to be written.
+ data (bytes): The binary data to be written to the file.
+
+ Example:
+ >>> await awrite_bin('output.bin', b'This is binary data.')
+
+ >>> await awrite_bin(Path('output.bin'), b'Another set of binary data.')
+ """
+ pathname = Path(filename)
+ pathname.parent.mkdir(parents=True, exist_ok=True)
+ async with aiofiles.open(str(pathname), mode="wb") as writer:
+ await writer.write(data)
+
+
+def is_coroutine_func(func: Callable) -> bool:
+ return inspect.iscoroutinefunction(func)
+
+
+def load_mc_skills_code(skill_names: list[str] = None, skills_dir: Path = None) -> list[str]:
+ """load mincraft skill from js files"""
+ if not skills_dir:
+ skills_dir = Path(__file__).parent.absolute()
+ if skill_names is None:
+ skill_names = [skill[:-3] for skill in os.listdir(f"{skills_dir}") if skill.endswith(".js")]
+ skills = [skills_dir.joinpath(f"{skill_name}.js").read_text() for skill_name in skill_names]
+ return skills
+
+
+def encode_image(image_path_or_pil: Union[Path, Image], encoding: str = "utf-8") -> str:
+ """encode image from file or PIL.Image into base64"""
+ if isinstance(image_path_or_pil, Image.Image):
+ buffer = BytesIO()
+ image_path_or_pil.save(buffer, format="JPEG")
+ bytes_data = buffer.getvalue()
+ else:
+ if not image_path_or_pil.exists():
+ raise FileNotFoundError(f"{image_path_or_pil} not exists")
+ with open(str(image_path_or_pil), "rb") as image_file:
+ bytes_data = image_file.read()
+ return base64.b64encode(bytes_data).decode(encoding)
+
+
+def decode_image(img_url_or_b64: str) -> Image:
+ """decode image from url or base64 into PIL.Image"""
+ if img_url_or_b64.startswith("http"):
+ # image http(s) url
+ resp = requests.get(img_url_or_b64)
+ img = Image.open(BytesIO(resp.content))
+ else:
+ # image b64_json
+ b64_data = re.sub("^data:image/.+;base64,", "", img_url_or_b64)
+ img_data = BytesIO(base64.b64decode(b64_data))
+ img = Image.open(img_data)
+ return img
+
+
+def process_message(messages: Union[str, Message, list[dict], list[Message], list[str]]) -> list[dict]:
+ """convert messages to list[dict]."""
+ from metagpt.schema import Message
+
+ # 全部转成list
+ if not isinstance(messages, list):
+ messages = [messages]
+
+ # 转成list[dict]
+ processed_messages = []
+ for msg in messages:
+ if isinstance(msg, str):
+ processed_messages.append({"role": "user", "content": msg})
+ elif isinstance(msg, dict):
+ assert set(msg.keys()) == set(["role", "content"])
+ processed_messages.append(msg)
+ elif isinstance(msg, Message):
+ processed_messages.append(msg.to_dict())
+ else:
+ raise ValueError(f"Only support message type are: str, Message, dict, but got {type(messages).__name__}!")
+ return processed_messages
+
+
+def log_and_reraise(retry_state: RetryCallState):
+ logger.error(f"Retry attempts exhausted. Last exception: {retry_state.outcome.exception()}")
+ logger.warning(
+ """
+Recommend going to https://deepwisdom.feishu.cn/wiki/MsGnwQBjiif9c3koSJNcYaoSnu4#part-XdatdVlhEojeAfxaaEZcMV3ZniQ
+See FAQ 5.8
+"""
+ )
+ raise retry_state.outcome.exception()
diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py
index ce53f2285..7149ab94e 100644
--- a/metagpt/utils/cost_manager.py
+++ b/metagpt/utils/cost_manager.py
@@ -6,12 +6,13 @@
@Desc : mashenquan, 2023/8/28. Separate the `CostManager` class to support user-level cost accounting.
"""
+import re
from typing import NamedTuple
from pydantic import BaseModel
from metagpt.logs import logger
-from metagpt.utils.token_counter import TOKEN_COSTS
+from metagpt.utils.token_counter import FIREWORKS_GRADE_TOKEN_COSTS, TOKEN_COSTS
class Costs(NamedTuple):
@@ -29,6 +30,7 @@ class CostManager(BaseModel):
total_budget: float = 0
max_budget: float = 10.0
total_cost: float = 0
+ token_costs: dict[str, dict[str, float]] = TOKEN_COSTS # different model's token cost
def update_cost(self, prompt_tokens, completion_tokens, model):
"""
@@ -39,10 +41,17 @@ class CostManager(BaseModel):
completion_tokens (int): The number of tokens used in the completion.
model (str): The model used for the API call.
"""
+ if prompt_tokens + completion_tokens == 0 or not model:
+ return
self.total_prompt_tokens += prompt_tokens
self.total_completion_tokens += completion_tokens
+ if model not in self.token_costs:
+ logger.warning(f"Model {model} not found in TOKEN_COSTS.")
+ return
+
cost = (
- prompt_tokens * TOKEN_COSTS[model]["prompt"] + completion_tokens * TOKEN_COSTS[model]["completion"]
+ prompt_tokens * self.token_costs[model]["prompt"]
+ + completion_tokens * self.token_costs[model]["completion"]
) / 1000
self.total_cost += cost
logger.info(
@@ -80,3 +89,61 @@ class CostManager(BaseModel):
def get_costs(self) -> Costs:
"""Get all costs"""
return Costs(self.total_prompt_tokens, self.total_completion_tokens, self.total_cost, self.total_budget)
+
+
+class TokenCostManager(CostManager):
+ """open llm model is self-host, it's free and without cost"""
+
+ def update_cost(self, prompt_tokens, completion_tokens, model):
+ """
+ Update the total cost, prompt tokens, and completion tokens.
+
+ Args:
+ prompt_tokens (int): The number of tokens used in the prompt.
+ completion_tokens (int): The number of tokens used in the completion.
+ model (str): The model used for the API call.
+ """
+ self.total_prompt_tokens += prompt_tokens
+ self.total_completion_tokens += completion_tokens
+ logger.info(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}")
+
+
+class FireworksCostManager(CostManager):
+ def model_grade_token_costs(self, model: str) -> dict[str, float]:
+ def _get_model_size(model: str) -> float:
+ size = re.findall(".*-([0-9.]+)b", model)
+ size = float(size[0]) if len(size) > 0 else -1
+ return size
+
+ if "mixtral-8x7b" in model:
+ token_costs = FIREWORKS_GRADE_TOKEN_COSTS["mixtral-8x7b"]
+ else:
+ model_size = _get_model_size(model)
+ if 0 < model_size <= 16:
+ token_costs = FIREWORKS_GRADE_TOKEN_COSTS["16"]
+ elif 16 < model_size <= 80:
+ token_costs = FIREWORKS_GRADE_TOKEN_COSTS["80"]
+ else:
+ token_costs = FIREWORKS_GRADE_TOKEN_COSTS["-1"]
+ return token_costs
+
+ def update_cost(self, prompt_tokens: int, completion_tokens: int, model: str):
+ """
+ Refs to `https://app.fireworks.ai/pricing` **Developer pricing**
+ Update the total cost, prompt tokens, and completion tokens.
+
+ Args:
+ prompt_tokens (int): The number of tokens used in the prompt.
+ completion_tokens (int): The number of tokens used in the completion.
+ model (str): The model used for the API call.
+ """
+ self.total_prompt_tokens += prompt_tokens
+ self.total_completion_tokens += completion_tokens
+
+ token_costs = self.model_grade_token_costs(model)
+ cost = (prompt_tokens * token_costs["prompt"] + completion_tokens * token_costs["completion"]) / 1000000
+ self.total_cost += cost
+ logger.info(
+ f"Total running cost: ${self.total_cost:.4f}"
+ f"Current cost: ${cost:.4f}, prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}"
+ )
diff --git a/metagpt/utils/dependency_file.py b/metagpt/utils/dependency_file.py
index 7cf9a1d49..d3add1171 100644
--- a/metagpt/utils/dependency_file.py
+++ b/metagpt/utils/dependency_file.py
@@ -9,6 +9,7 @@
from __future__ import annotations
import json
+import re
from pathlib import Path
from typing import Set
@@ -36,7 +37,9 @@ class DependencyFile:
"""Load dependencies from the file asynchronously."""
if not self._filename.exists():
return
- self._dependencies = json.loads(await aread(self._filename))
+ json_data = await aread(self._filename)
+ json_data = re.sub(r"\\+", "/", json_data) # Compatible with windows path
+ self._dependencies = json.loads(json_data)
@handle_exception
async def save(self):
@@ -57,20 +60,22 @@ class DependencyFile:
root = self._filename.parent
try:
- key = Path(filename).relative_to(root)
+ key = Path(filename).relative_to(root).as_posix()
except ValueError:
key = filename
-
+ key = str(key)
if dependencies:
relative_paths = []
for i in dependencies:
try:
- relative_paths.append(str(Path(i).relative_to(root)))
+ s = str(Path(i).relative_to(root).as_posix())
except ValueError:
- relative_paths.append(str(i))
- self._dependencies[str(key)] = relative_paths
- elif str(key) in self._dependencies:
- del self._dependencies[str(key)]
+ s = str(i)
+ relative_paths.append(s)
+
+ self._dependencies[key] = relative_paths
+ elif key in self._dependencies:
+ del self._dependencies[key]
if persist:
await self.save()
@@ -87,7 +92,7 @@ class DependencyFile:
root = self._filename.parent
try:
- key = Path(filename).relative_to(root)
+ key = Path(filename).relative_to(root).as_posix()
except ValueError:
key = filename
return set(self._dependencies.get(str(key), {}))
diff --git a/metagpt/utils/di_graph_repository.py b/metagpt/utils/di_graph_repository.py
index 8bb5f9bb3..fee706ece 100644
--- a/metagpt/utils/di_graph_repository.py
+++ b/metagpt/utils/di_graph_repository.py
@@ -4,7 +4,9 @@
@Time : 2023/12/19
@Author : mashenquan
@File : di_graph_repository.py
-@Desc : Graph repository based on DiGraph
+@Desc : Graph repository based on DiGraph.
+ This script defines a graph repository class based on a directed graph (DiGraph), providing functionalities
+ specific to handling directed relationships between entities.
"""
from __future__ import annotations
@@ -19,20 +21,41 @@ from metagpt.utils.graph_repository import SPO, GraphRepository
class DiGraphRepository(GraphRepository):
+ """Graph repository based on DiGraph."""
+
def __init__(self, name: str, **kwargs):
super().__init__(name=name, **kwargs)
self._repo = networkx.DiGraph()
async def insert(self, subject: str, predicate: str, object_: str):
+ """Insert a new triple into the directed graph repository.
+
+ Args:
+ subject (str): The subject of the triple.
+ predicate (str): The predicate describing the relationship.
+ object_ (str): The object of the triple.
+
+ Example:
+ await my_di_graph_repo.insert(subject="Node1", predicate="connects_to", object_="Node2")
+ # Adds a directed relationship: Node1 connects_to Node2
+ """
self._repo.add_edge(subject, object_, predicate=predicate)
- async def upsert(self, subject: str, predicate: str, object_: str):
- pass
-
- async def update(self, subject: str, predicate: str, object_: str):
- pass
-
async def select(self, subject: str = None, predicate: str = None, object_: str = None) -> List[SPO]:
+ """Retrieve triples from the directed graph repository based on specified criteria.
+
+ Args:
+ subject (str, optional): The subject of the triple to filter by.
+ predicate (str, optional): The predicate describing the relationship to filter by.
+ object_ (str, optional): The object of the triple to filter by.
+
+ Returns:
+ List[SPO]: A list of SPO objects representing the selected triples.
+
+ Example:
+ selected_triples = await my_di_graph_repo.select(subject="Node1", predicate="connects_to")
+ # Retrieves directed relationships where Node1 is the subject and the predicate is 'connects_to'.
+ """
result = []
for s, o, p in self._repo.edges(data="predicate"):
if subject and subject != s:
@@ -44,12 +67,41 @@ class DiGraphRepository(GraphRepository):
result.append(SPO(subject=s, predicate=p, object_=o))
return result
+ async def delete(self, subject: str = None, predicate: str = None, object_: str = None) -> int:
+ """Delete triples from the directed graph repository based on specified criteria.
+
+ Args:
+ subject (str, optional): The subject of the triple to filter by.
+ predicate (str, optional): The predicate describing the relationship to filter by.
+ object_ (str, optional): The object of the triple to filter by.
+
+ Returns:
+ int: The number of triples deleted from the repository.
+
+ Example:
+ deleted_count = await my_di_graph_repo.delete(subject="Node1", predicate="connects_to")
+ # Deletes directed relationships where Node1 is the subject and the predicate is 'connects_to'.
+ """
+ rows = await self.select(subject=subject, predicate=predicate, object_=object_)
+ if not rows:
+ return 0
+ for r in rows:
+ self._repo.remove_edge(r.subject, r.object_)
+ return len(rows)
+
def json(self) -> str:
+ """Convert the directed graph repository to a JSON-formatted string."""
m = networkx.node_link_data(self._repo)
data = json.dumps(m)
return data
async def save(self, path: str | Path = None):
+ """Save the directed graph repository to a JSON file.
+
+ Args:
+ path (Union[str, Path], optional): The directory path where the JSON file will be saved.
+ If not provided, the default path is taken from the 'root' key in the keyword arguments.
+ """
data = self.json()
path = path or self._kwargs.get("root")
if not path.exists():
@@ -58,12 +110,21 @@ class DiGraphRepository(GraphRepository):
await awrite(filename=pathname.with_suffix(".json"), data=data, encoding="utf-8")
async def load(self, pathname: str | Path):
+ """Load a directed graph repository from a JSON file."""
data = await aread(filename=pathname, encoding="utf-8")
m = json.loads(data)
self._repo = networkx.node_link_graph(m)
@staticmethod
async def load_from(pathname: str | Path) -> GraphRepository:
+ """Create and load a directed graph repository from a JSON file.
+
+ Args:
+ pathname (Union[str, Path]): The path to the JSON file to be loaded.
+
+ Returns:
+ GraphRepository: A new instance of the graph repository loaded from the specified JSON file.
+ """
pathname = Path(pathname)
name = pathname.with_suffix("").name
root = pathname.parent
@@ -74,9 +135,16 @@ class DiGraphRepository(GraphRepository):
@property
def root(self) -> str:
+ """Return the root directory path for the graph repository files."""
return self._kwargs.get("root")
@property
def pathname(self) -> Path:
+ """Return the path and filename to the graph repository file."""
p = Path(self.root) / self.name
return p.with_suffix(".json")
+
+ @property
+ def repo(self):
+ """Get the underlying directed graph repository."""
+ return self._repo
diff --git a/metagpt/utils/embedding.py b/metagpt/utils/embedding.py
new file mode 100644
index 000000000..3d53a314c
--- /dev/null
+++ b/metagpt/utils/embedding.py
@@ -0,0 +1,19 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 20:58
+@Author : alexanderwu
+@File : embedding.py
+"""
+from llama_index.embeddings.openai import OpenAIEmbedding
+
+from metagpt.config2 import config
+
+
+def get_embedding() -> OpenAIEmbedding:
+ llm = config.get_openai_llm()
+ if llm is None:
+ raise ValueError("To use OpenAIEmbedding, please ensure that config.llm.api_type is correctly set to 'openai'.")
+
+ embedding = OpenAIEmbedding(api_key=llm.api_key, api_base=llm.base_url)
+ return embedding
diff --git a/metagpt/utils/file_repository.py b/metagpt/utils/file_repository.py
index 0ddca414d..d2a06963a 100644
--- a/metagpt/utils/file_repository.py
+++ b/metagpt/utils/file_repository.py
@@ -16,7 +16,6 @@ from typing import Dict, List, Set
import aiofiles
-from metagpt.config import CONFIG
from metagpt.logs import logger
from metagpt.schema import Document
from metagpt.utils.common import aread
@@ -46,7 +45,7 @@ class FileRepository:
# Initializing
self.workdir.mkdir(parents=True, exist_ok=True)
- async def save(self, filename: Path | str, content, dependencies: List[str] = None):
+ async def save(self, filename: Path | str, content, dependencies: List[str] = None) -> Document:
"""Save content to a file and update its dependencies.
:param filename: The filename or path within the repository.
@@ -55,6 +54,7 @@ class FileRepository:
"""
pathname = self.workdir / filename
pathname.parent.mkdir(parents=True, exist_ok=True)
+ content = content if content else "" # avoid `argument must be str, not None` to make it continue
async with aiofiles.open(str(pathname), mode="w") as writer:
await writer.write(content)
logger.info(f"save to: {str(pathname)}")
@@ -64,6 +64,8 @@ class FileRepository:
await dependency_file.update(pathname, set(dependencies))
logger.info(f"update dependency: {str(pathname)}:{dependencies}")
+ return Document(root_path=str(self._relative_path), filename=str(filename), content=content)
+
async def get_dependency(self, filename: Path | str) -> Set[str]:
"""Get the dependencies of a file.
@@ -99,21 +101,28 @@ class FileRepository:
path_name = self.workdir / filename
if not path_name.exists():
return None
+ if not path_name.is_file():
+ return None
doc.content = await aread(path_name)
return doc
- async def get_all(self) -> List[Document]:
+ async def get_all(self, filter_ignored=True) -> List[Document]:
"""Get the content of all files in the repository.
:return: List of Document instances representing files.
"""
docs = []
- for root, dirs, files in os.walk(str(self.workdir)):
- for file in files:
- file_path = Path(root) / file
- relative_path = file_path.relative_to(self.workdir)
- doc = await self.get(relative_path)
+ if filter_ignored:
+ for f in self.all_files:
+ doc = await self.get(f)
docs.append(doc)
+ else:
+ for root, dirs, files in os.walk(str(self.workdir)):
+ for file in files:
+ file_path = Path(root) / file
+ relative_path = file_path.relative_to(self.workdir)
+ doc = await self.get(relative_path)
+ docs.append(doc)
return docs
@property
@@ -182,10 +191,20 @@ class FileRepository:
"""
current_time = datetime.now().strftime("%Y%m%d%H%M%S")
return current_time
- # guid_suffix = str(uuid.uuid4())[:8]
- # return f"{current_time}x{guid_suffix}"
- async def save_doc(self, doc: Document, with_suffix: str = None, dependencies: List[str] = None):
+ async def save_doc(self, doc: Document, dependencies: List[str] = None):
+ """Save content to a file and update its dependencies.
+
+ :param doc: The Document instance to be saved.
+ :type doc: Document
+ :param dependencies: A list of dependencies for the saved file.
+ :type dependencies: List[str], optional
+ """
+
+ await self.save(filename=doc.filename, content=doc.content, dependencies=dependencies)
+ logger.debug(f"File Saved: {str(doc.filename)}")
+
+ async def save_pdf(self, doc: Document, with_suffix: str = ".md", dependencies: List[str] = None):
"""Save a Document instance as a PDF file.
This method converts the content of the Document instance to Markdown,
@@ -203,70 +222,6 @@ class FileRepository:
await self.save(filename=str(filename), content=json_to_markdown(m), dependencies=dependencies)
logger.debug(f"File Saved: {str(filename)}")
- @staticmethod
- async def get_file(filename: Path | str, relative_path: Path | str = ".") -> Document | None:
- """Retrieve a specific file from the file repository.
-
- :param filename: The name or path of the file to retrieve.
- :type filename: Path or str
- :param relative_path: The relative path within the file repository.
- :type relative_path: Path or str, optional
- :return: The document representing the file, or None if not found.
- :rtype: Document or None
- """
- file_repo = CONFIG.git_repo.new_file_repository(relative_path=relative_path)
- return await file_repo.get(filename=filename)
-
- @staticmethod
- async def get_all_files(relative_path: Path | str = ".") -> List[Document]:
- """Retrieve all files from the file repository.
-
- :param relative_path: The relative path within the file repository.
- :type relative_path: Path or str, optional
- :return: A list of documents representing all files in the repository.
- :rtype: List[Document]
- """
- file_repo = CONFIG.git_repo.new_file_repository(relative_path=relative_path)
- return await file_repo.get_all()
-
- @staticmethod
- async def save_file(filename: Path | str, content, dependencies: List[str] = None, relative_path: Path | str = "."):
- """Save a file to the file repository.
-
- :param filename: The name or path of the file to save.
- :type filename: Path or str
- :param content: The content of the file.
- :param dependencies: A list of dependencies for the file.
- :type dependencies: List[str], optional
- :param relative_path: The relative path within the file repository.
- :type relative_path: Path or str, optional
- """
- file_repo = CONFIG.git_repo.new_file_repository(relative_path=relative_path)
- return await file_repo.save(filename=filename, content=content, dependencies=dependencies)
-
- @staticmethod
- async def save_as(
- doc: Document, with_suffix: str = None, dependencies: List[str] = None, relative_path: Path | str = "."
- ):
- """Save a Document instance with optional modifications.
-
- This static method creates a new FileRepository, saves the Document instance
- with optional modifications (such as a suffix), and logs the saved file.
-
- :param doc: The Document instance to be saved.
- :type doc: Document
- :param with_suffix: An optional suffix to append to the saved file's name.
- :type with_suffix: str, optional
- :param dependencies: A list of dependencies for the saved file.
- :type dependencies: List[str], optional
- :param relative_path: The relative path within the file repository.
- :type relative_path: Path or str, optional
- :return: A boolean indicating whether the save operation was successful.
- :rtype: bool
- """
- file_repo = CONFIG.git_repo.new_file_repository(relative_path=relative_path)
- return await file_repo.save_doc(doc=doc, with_suffix=with_suffix, dependencies=dependencies)
-
async def delete(self, filename: Path | str):
"""Delete a file from the file repository.
@@ -283,8 +238,3 @@ class FileRepository:
dependency_file = await self._git_repo.get_dependency()
await dependency_file.update(filename=pathname, dependencies=None)
logger.info(f"remove dependency key: {str(pathname)}")
-
- @staticmethod
- async def delete_file(filename: Path | str, relative_path: Path | str = "."):
- file_repo = CONFIG.git_repo.new_file_repository(relative_path=relative_path)
- await file_repo.delete(filename=filename)
diff --git a/metagpt/utils/git_repository.py b/metagpt/utils/git_repository.py
index e9855df05..16f675175 100644
--- a/metagpt/utils/git_repository.py
+++ b/metagpt/utils/git_repository.py
@@ -107,7 +107,10 @@ class GitRepository:
def delete_repository(self):
"""Delete the entire repository directory."""
if self.is_valid:
- shutil.rmtree(self._repository.working_dir)
+ try:
+ shutil.rmtree(self._repository.working_dir)
+ except Exception as e:
+ logger.exception(f"Failed delete git repo:{self.workdir}, error:{e}")
@property
def changed_files(self) -> Dict[str, str]:
@@ -198,11 +201,21 @@ class GitRepository:
new_path = self.workdir.parent / new_dir_name
if new_path.exists():
logger.info(f"Delete directory {str(new_path)}")
- shutil.rmtree(new_path)
+ try:
+ shutil.rmtree(new_path)
+ except Exception as e:
+ logger.warning(f"rm {str(new_path)} error: {e}")
+ if new_path.exists(): # Recheck for windows os
+ logger.warning(f"Failed to delete directory {str(new_path)}")
+ return
try:
shutil.move(src=str(self.workdir), dst=str(new_path))
except Exception as e:
logger.warning(f"Move {str(self.workdir)} to {str(new_path)} error: {e}")
+ finally:
+ if not new_path.exists(): # Recheck for windows os
+ logger.warning(f"Failed to move {str(self.workdir)} to {str(new_path)}")
+ return
logger.info(f"Rename directory {str(self.workdir)} to {str(new_path)}")
self._repository = Repo(new_path)
self._gitignore_rules = parse_gitignore(full_path=str(new_path / ".gitignore"))
diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py
index 1a6f29a6b..eb1fc5e12 100644
--- a/metagpt/utils/graph_repository.py
+++ b/metagpt/utils/graph_repository.py
@@ -4,21 +4,28 @@
@Time : 2023/12/19
@Author : mashenquan
@File : graph_repository.py
-@Desc : Superclass for graph repository.
+@Desc : Superclass for graph repository. This script defines a superclass for a graph repository, providing a
+ foundation for specific implementations.
+
"""
from abc import ABC, abstractmethod
+from collections import defaultdict
from pathlib import Path
from typing import List
from pydantic import BaseModel
-from metagpt.logs import logger
-from metagpt.repo_parser import ClassInfo, ClassRelationship, RepoFileInfo
-from metagpt.utils.common import concat_namespace
+from metagpt.repo_parser import DotClassInfo, DotClassRelationship, RepoFileInfo
+from metagpt.utils.common import concat_namespace, split_namespace
class GraphKeyword:
+ """Basic words for a Graph database.
+
+ This class defines a set of basic words commonly used in the context of a Graph database.
+ """
+
IS = "is"
OF = "Of"
ON = "On"
@@ -28,51 +35,149 @@ class GraphKeyword:
SOURCE_CODE = "source_code"
NULL = ""
GLOBAL_VARIABLE = "global_variable"
- CLASS_FUNCTION = "class_function"
+ CLASS_METHOD = "class_method"
CLASS_PROPERTY = "class_property"
- HAS_CLASS_FUNCTION = "has_class_function"
+ HAS_CLASS_METHOD = "has_class_method"
HAS_CLASS_PROPERTY = "has_class_property"
HAS_CLASS = "has_class"
+ HAS_DETAIL = "has_detail"
HAS_PAGE_INFO = "has_page_info"
HAS_CLASS_VIEW = "has_class_view"
HAS_SEQUENCE_VIEW = "has_sequence_view"
- HAS_ARGS_DESC = "has_args_desc"
- HAS_TYPE_DESC = "has_type_desc"
+ HAS_SEQUENCE_VIEW_VER = "has_sequence_view_ver"
+ HAS_CLASS_USE_CASE = "has_class_use_case"
+ IS_COMPOSITE_OF = "is_composite_of"
+ IS_AGGREGATE_OF = "is_aggregate_of"
+ HAS_PARTICIPANT = "has_participant"
class SPO(BaseModel):
+ """Graph repository record type.
+
+ This class represents a record in a graph repository with three components:
+ - Subject: The subject of the triple.
+ - Predicate: The predicate describing the relationship between the subject and the object.
+ - Object: The object of the triple.
+
+ Attributes:
+ subject (str): The subject of the triple.
+ predicate (str): The predicate describing the relationship.
+ object_ (str): The object of the triple.
+
+ Example:
+ spo_record = SPO(subject="Node1", predicate="connects_to", object_="Node2")
+ # Represents a triple: Node1 connects_to Node2
+ """
+
subject: str
predicate: str
object_: str
class GraphRepository(ABC):
+ """Abstract base class for a Graph Repository.
+
+ This class defines the interface for a graph repository, providing methods for inserting, selecting,
+ deleting, and saving graph data. Concrete implementations of this class must provide functionality
+ for these operations.
+ """
+
def __init__(self, name: str, **kwargs):
self._repo_name = name
self._kwargs = kwargs
@abstractmethod
async def insert(self, subject: str, predicate: str, object_: str):
- pass
+ """Insert a new triple into the graph repository.
- @abstractmethod
- async def upsert(self, subject: str, predicate: str, object_: str):
- pass
+ Args:
+ subject (str): The subject of the triple.
+ predicate (str): The predicate describing the relationship.
+ object_ (str): The object of the triple.
- @abstractmethod
- async def update(self, subject: str, predicate: str, object_: str):
+ Example:
+ await my_repository.insert(subject="Node1", predicate="connects_to", object_="Node2")
+ # Inserts a triple: Node1 connects_to Node2 into the graph repository.
+ """
pass
@abstractmethod
async def select(self, subject: str = None, predicate: str = None, object_: str = None) -> List[SPO]:
+ """Retrieve triples from the graph repository based on specified criteria.
+
+ Args:
+ subject (str, optional): The subject of the triple to filter by.
+ predicate (str, optional): The predicate describing the relationship to filter by.
+ object_ (str, optional): The object of the triple to filter by.
+
+ Returns:
+ List[SPO]: A list of SPO objects representing the selected triples.
+
+ Example:
+ selected_triples = await my_repository.select(subject="Node1", predicate="connects_to")
+ # Retrieves triples where Node1 is the subject and the predicate is 'connects_to'.
+ """
+ pass
+
+ @abstractmethod
+ async def delete(self, subject: str = None, predicate: str = None, object_: str = None) -> int:
+ """Delete triples from the graph repository based on specified criteria.
+
+ Args:
+ subject (str, optional): The subject of the triple to filter by.
+ predicate (str, optional): The predicate describing the relationship to filter by.
+ object_ (str, optional): The object of the triple to filter by.
+
+ Returns:
+ int: The number of triples deleted from the repository.
+
+ Example:
+ deleted_count = await my_repository.delete(subject="Node1", predicate="connects_to")
+ # Deletes triples where Node1 is the subject and the predicate is 'connects_to'.
+ """
+ pass
+
+ @abstractmethod
+ async def save(self):
+ """Save any changes made to the graph repository.
+
+ Example:
+ await my_repository.save()
+ # Persists any changes made to the graph repository.
+ """
pass
@property
def name(self) -> str:
+ """Get the name of the graph repository."""
return self._repo_name
@staticmethod
async def update_graph_db_with_file_info(graph_db: "GraphRepository", file_info: RepoFileInfo):
+ """Insert information of RepoFileInfo into the specified graph repository.
+
+ This function updates the provided graph repository with information from the given RepoFileInfo object.
+ The function inserts triples related to various dimensions such as file type, class, class method, function,
+ global variable, and page info.
+
+ Triple Patterns:
+ - (?, is, [file type])
+ - (?, has class, ?)
+ - (?, is, [class])
+ - (?, has class method, ?)
+ - (?, has function, ?)
+ - (?, is, [function])
+ - (?, is, global variable)
+ - (?, has page info, ?)
+
+ Args:
+ graph_db (GraphRepository): The graph repository object to be updated.
+ file_info (RepoFileInfo): The RepoFileInfo object containing information to be inserted.
+
+ Example:
+ await update_graph_db_with_file_info(my_graph_repo, my_file_info)
+ # Updates 'my_graph_repo' with information from 'my_file_info'.
+ """
await graph_db.insert(subject=file_info.file, predicate=GraphKeyword.IS, object_=GraphKeyword.SOURCE_CODE)
file_types = {".py": "python", ".js": "javascript"}
file_type = file_types.get(Path(file_info.file).suffix, GraphKeyword.NULL)
@@ -95,13 +200,13 @@ class GraphRepository(ABC):
for fn in methods:
await graph_db.insert(
subject=concat_namespace(file_info.file, class_name),
- predicate=GraphKeyword.HAS_CLASS_FUNCTION,
+ predicate=GraphKeyword.HAS_CLASS_METHOD,
object_=concat_namespace(file_info.file, class_name, fn),
)
await graph_db.insert(
subject=concat_namespace(file_info.file, class_name, fn),
predicate=GraphKeyword.IS,
- object_=GraphKeyword.CLASS_FUNCTION,
+ object_=GraphKeyword.CLASS_METHOD,
)
for f in file_info.functions:
# file -> function
@@ -133,7 +238,34 @@ class GraphRepository(ABC):
)
@staticmethod
- async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_views: List[ClassInfo]):
+ async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_views: List[DotClassInfo]):
+ """Insert dot format class information into the specified graph repository.
+
+ This function updates the provided graph repository with class information from the given list of DotClassInfo objects.
+ The function inserts triples related to various aspects of class views, including source code, file type, class,
+ class property, class detail, method, composition, and aggregation.
+
+ Triple Patterns:
+ - (?, is, source code)
+ - (?, is, file type)
+ - (?, has class, ?)
+ - (?, is, class)
+ - (?, has class property, ?)
+ - (?, is, class property)
+ - (?, has detail, ?)
+ - (?, has method, ?)
+ - (?, is composite of, ?)
+ - (?, is aggregate of, ?)
+
+ Args:
+ graph_db (GraphRepository): The graph repository object to be updated.
+ class_views (List[DotClassInfo]): List of DotClassInfo objects containing class information to be inserted.
+
+
+ Example:
+ await update_graph_db_with_class_views(my_graph_repo, [class_info1, class_info2])
+ # Updates 'my_graph_repo' with class information from the provided list of DotClassInfo objects.
+ """
for c in class_views:
filename, _ = c.package.split(":", 1)
await graph_db.insert(subject=filename, predicate=GraphKeyword.IS, object_=GraphKeyword.SOURCE_CODE)
@@ -146,6 +278,7 @@ class GraphRepository(ABC):
predicate=GraphKeyword.IS,
object_=GraphKeyword.CLASS,
)
+ await graph_db.insert(subject=c.package, predicate=GraphKeyword.HAS_DETAIL, object_=c.model_dump_json())
for vn, vt in c.attributes.items():
# class -> property
await graph_db.insert(
@@ -160,33 +293,61 @@ class GraphRepository(ABC):
object_=GraphKeyword.CLASS_PROPERTY,
)
await graph_db.insert(
- subject=concat_namespace(c.package, vn), predicate=GraphKeyword.HAS_TYPE_DESC, object_=vt
+ subject=concat_namespace(c.package, vn),
+ predicate=GraphKeyword.HAS_DETAIL,
+ object_=vt.model_dump_json(),
)
- for fn, desc in c.methods.items():
- if " " in desc and "" not in desc:
- logger.error(desc)
+ for fn, ft in c.methods.items():
# class -> function
await graph_db.insert(
subject=c.package,
- predicate=GraphKeyword.HAS_CLASS_FUNCTION,
+ predicate=GraphKeyword.HAS_CLASS_METHOD,
object_=concat_namespace(c.package, fn),
)
# function detail
await graph_db.insert(
subject=concat_namespace(c.package, fn),
predicate=GraphKeyword.IS,
- object_=GraphKeyword.CLASS_FUNCTION,
+ object_=GraphKeyword.CLASS_METHOD,
)
await graph_db.insert(
subject=concat_namespace(c.package, fn),
- predicate=GraphKeyword.HAS_ARGS_DESC,
- object_=desc,
+ predicate=GraphKeyword.HAS_DETAIL,
+ object_=ft.model_dump_json(),
+ )
+ for i in c.compositions:
+ await graph_db.insert(
+ subject=c.package, predicate=GraphKeyword.IS_COMPOSITE_OF, object_=concat_namespace("?", i)
+ )
+ for i in c.aggregations:
+ await graph_db.insert(
+ subject=c.package, predicate=GraphKeyword.IS_AGGREGATE_OF, object_=concat_namespace("?", i)
)
@staticmethod
async def update_graph_db_with_class_relationship_views(
- graph_db: "GraphRepository", relationship_views: List[ClassRelationship]
+ graph_db: "GraphRepository", relationship_views: List[DotClassRelationship]
):
+ """Insert class relationships and labels into the specified graph repository.
+
+ This function updates the provided graph repository with class relationship information from the given list
+ of DotClassRelationship objects. The function inserts triples representing relationships and labels between
+ classes.
+
+ Triple Patterns:
+ - (?, is relationship of, ?)
+ - (?, is relationship on, ?)
+
+ Args:
+ graph_db (GraphRepository): The graph repository object to be updated.
+ relationship_views (List[DotClassRelationship]): List of DotClassRelationship objects containing
+ class relationship information to be inserted.
+
+ Example:
+ await update_graph_db_with_class_relationship_views(my_graph_repo, [relationship1, relationship2])
+ # Updates 'my_graph_repo' with class relationship information from the provided list of DotClassRelationship objects.
+
+ """
for r in relationship_views:
await graph_db.insert(
subject=r.src, predicate=GraphKeyword.IS + r.relationship + GraphKeyword.OF, object_=r.dest
@@ -198,3 +359,32 @@ class GraphRepository(ABC):
predicate=GraphKeyword.IS + r.relationship + GraphKeyword.ON,
object_=concat_namespace(r.dest, r.label),
)
+
+ @staticmethod
+ async def rebuild_composition_relationship(graph_db: "GraphRepository"):
+ """Append namespace-prefixed information to relationship SPO (Subject-Predicate-Object) objects in the graph
+ repository.
+
+ This function updates the provided graph repository by appending namespace-prefixed information to existing
+ relationship SPO objects.
+
+ Args:
+ graph_db (GraphRepository): The graph repository object to be updated.
+ """
+ classes = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
+ mapping = defaultdict(list)
+ for c in classes:
+ name = split_namespace(c.subject)[-1]
+ mapping[name].append(c.subject)
+
+ rows = await graph_db.select(predicate=GraphKeyword.IS_COMPOSITE_OF)
+ for r in rows:
+ ns, class_ = split_namespace(r.object_)
+ if ns != "?":
+ continue
+ val = mapping[class_]
+ if len(val) != 1:
+ continue
+ ns_name = val[0]
+ await graph_db.delete(subject=r.subject, predicate=r.predicate, object_=r.object_)
+ await graph_db.insert(subject=r.subject, predicate=r.predicate, object_=ns_name)
diff --git a/metagpt/utils/human_interaction.py b/metagpt/utils/human_interaction.py
new file mode 100644
index 000000000..3b245cac8
--- /dev/null
+++ b/metagpt/utils/human_interaction.py
@@ -0,0 +1,107 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc : human interaction to get required type text
+
+import json
+from typing import Any, Tuple, Type
+
+from pydantic import BaseModel
+
+from metagpt.logs import logger
+from metagpt.utils.common import import_class
+
+
+class HumanInteraction(object):
+ stop_list = ("q", "quit", "exit")
+
+ def multilines_input(self, prompt: str = "Enter: ") -> str:
+ logger.warning("Enter your content, use Ctrl-D or Ctrl-Z ( windows ) to save it.")
+ logger.info(f"{prompt}\n")
+ lines = []
+ while True:
+ try:
+ line = input()
+ lines.append(line)
+ except EOFError:
+ break
+ return "".join(lines)
+
+ def check_input_type(self, input_str: str, req_type: Type) -> Tuple[bool, Any]:
+ check_ret = True
+ if req_type == str:
+ # required_type = str, just return True
+ return check_ret, input_str
+ try:
+ input_str = input_str.strip()
+ data = json.loads(input_str)
+ except Exception:
+ return False, None
+
+ actionnode_class = import_class("ActionNode", "metagpt.actions.action_node") # avoid circular import
+ tmp_key = "tmp"
+ tmp_cls = actionnode_class.create_model_class(class_name=tmp_key.upper(), mapping={tmp_key: (req_type, ...)})
+ try:
+ _ = tmp_cls(**{tmp_key: data})
+ except Exception:
+ check_ret = False
+ return check_ret, data
+
+ def input_until_valid(self, prompt: str, req_type: Type) -> Any:
+ # check the input with req_type until it's ok
+ while True:
+ input_content = self.multilines_input(prompt)
+ check_ret, structure_content = self.check_input_type(input_content, req_type)
+ if check_ret:
+ break
+ else:
+ logger.error(f"Input content can't meet required_type: {req_type}, please Re-Enter.")
+ return structure_content
+
+ def input_num_until_valid(self, num_max: int) -> int:
+ while True:
+ input_num = input("Enter the num of the interaction key: ")
+ input_num = input_num.strip()
+ if input_num in self.stop_list:
+ return input_num
+ try:
+ input_num = int(input_num)
+ if 0 <= input_num < num_max:
+ return input_num
+ except Exception:
+ pass
+
+ def interact_with_instruct_content(
+ self, instruct_content: BaseModel, mapping: dict = dict(), interact_type: str = "review"
+ ) -> dict[str, Any]:
+ assert interact_type in ["review", "revise"]
+ assert instruct_content
+ instruct_content_dict = instruct_content.model_dump()
+ num_fields_map = dict(zip(range(0, len(instruct_content_dict)), instruct_content_dict.keys()))
+ logger.info(
+ f"\n{interact_type.upper()} interaction\n"
+ f"Interaction data: {num_fields_map}\n"
+ f"Enter the num to interact with corresponding field or `q`/`quit`/`exit` to stop interaction.\n"
+ f"Enter the field content until it meet field required type.\n"
+ )
+
+ interact_contents = {}
+ while True:
+ input_num = self.input_num_until_valid(len(instruct_content_dict))
+ if input_num in self.stop_list:
+ logger.warning("Stop human interaction")
+ break
+
+ field = num_fields_map.get(input_num)
+ logger.info(f"You choose to interact with field: {field}, and do a `{interact_type}` operation.")
+
+ if interact_type == "review":
+ prompt = "Enter your review comment: "
+ req_type = str
+ else:
+ prompt = "Enter your revise content: "
+ req_type = mapping.get(field)[0] # revise need input content match the required_type
+
+ field_content = self.input_until_valid(prompt=prompt, req_type=req_type)
+ interact_contents[field] = field_content
+
+ return interact_contents
diff --git a/metagpt/utils/make_sk_kernel.py b/metagpt/utils/make_sk_kernel.py
index e0272ea13..283a682d6 100644
--- a/metagpt/utils/make_sk_kernel.py
+++ b/metagpt/utils/make_sk_kernel.py
@@ -13,20 +13,20 @@ from semantic_kernel.connectors.ai.open_ai.services.open_ai_chat_completion impo
OpenAIChatCompletion,
)
-from metagpt.config import CONFIG
+from metagpt.config2 import config
def make_sk_kernel():
kernel = sk.Kernel()
- if CONFIG.OPENAI_API_TYPE == "azure":
+ if llm := config.get_azure_llm():
kernel.add_chat_service(
"chat_completion",
- AzureChatCompletion(CONFIG.DEPLOYMENT_NAME, CONFIG.OPENAI_BASE_URL, CONFIG.OPENAI_API_KEY),
+ AzureChatCompletion(llm.model, llm.base_url, llm.api_key),
)
- else:
+ elif llm := config.get_openai_llm():
kernel.add_chat_service(
"chat_completion",
- OpenAIChatCompletion(CONFIG.OPENAI_API_MODEL, CONFIG.OPENAI_API_KEY),
+ OpenAIChatCompletion(llm.model, llm.api_key),
)
return kernel
diff --git a/metagpt/utils/mermaid.py b/metagpt/utils/mermaid.py
index 235b4979c..ae3c5118f 100644
--- a/metagpt/utils/mermaid.py
+++ b/metagpt/utils/mermaid.py
@@ -4,7 +4,6 @@
@Time : 2023/7/4 10:53
@Author : alexanderwu alitrack
@File : mermaid.py
-@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
"""
import asyncio
import os
@@ -12,12 +11,12 @@ from pathlib import Path
import aiofiles
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.logs import logger
from metagpt.utils.common import check_cmd_exists
-async def mermaid_to_file(mermaid_code, output_file_without_suffix, width=2048, height=2048) -> int:
+async def mermaid_to_file(engine, mermaid_code, output_file_without_suffix, width=2048, height=2048) -> int:
"""suffix: png/svg/pdf
:param mermaid_code: mermaid code
@@ -35,12 +34,11 @@ async def mermaid_to_file(mermaid_code, output_file_without_suffix, width=2048,
await f.write(mermaid_code)
# tmp.write_text(mermaid_code, encoding="utf-8")
- engine = CONFIG.mermaid_engine.lower()
if engine == "nodejs":
- if check_cmd_exists(CONFIG.mmdc) != 0:
+ if check_cmd_exists(config.mermaid.path) != 0:
logger.warning(
"RUN `npm install -g @mermaid-js/mermaid-cli` to install mmdc,"
- "or consider changing MERMAID_ENGINE to `playwright`, `pyppeteer`, or `ink`."
+ "or consider changing engine to `playwright`, `pyppeteer`, or `ink`."
)
return -1
@@ -49,11 +47,11 @@ async def mermaid_to_file(mermaid_code, output_file_without_suffix, width=2048,
# Call the `mmdc` command to convert the Mermaid code to a PNG
logger.info(f"Generating {output_file}..")
- if CONFIG.puppeteer_config:
+ if config.mermaid.puppeteer_config:
commands = [
- CONFIG.mmdc,
+ config.mermaid.path,
"-p",
- CONFIG.puppeteer_config,
+ config.mermaid.puppeteer_config,
"-i",
str(tmp),
"-o",
@@ -64,7 +62,7 @@ async def mermaid_to_file(mermaid_code, output_file_without_suffix, width=2048,
str(height),
]
else:
- commands = [CONFIG.mmdc, "-i", str(tmp), "-o", output_file, "-w", str(width), "-H", str(height)]
+ commands = [config.mermaid.path, "-i", str(tmp), "-o", output_file, "-w", str(width), "-H", str(height)]
process = await asyncio.create_subprocess_shell(
" ".join(commands), stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
)
diff --git a/metagpt/utils/mmdc_pyppeteer.py b/metagpt/utils/mmdc_pyppeteer.py
index 7125cafc5..f029325f1 100644
--- a/metagpt/utils/mmdc_pyppeteer.py
+++ b/metagpt/utils/mmdc_pyppeteer.py
@@ -10,7 +10,7 @@ from urllib.parse import urljoin
from pyppeteer import launch
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.logs import logger
@@ -30,14 +30,14 @@ async def mermaid_to_file(mermaid_code, output_file_without_suffix, width=2048,
suffixes = ["png", "svg", "pdf"]
__dirname = os.path.dirname(os.path.abspath(__file__))
- if CONFIG.pyppeteer_executable_path:
+ if config.mermaid.pyppeteer_path:
browser = await launch(
headless=True,
- executablePath=CONFIG.pyppeteer_executable_path,
+ executablePath=config.mermaid.pyppeteer_path,
args=["--disable-extensions", "--no-sandbox"],
)
else:
- logger.error("Please set the environment variable:PYPPETEER_EXECUTABLE_PATH.")
+ logger.error("Please set the var mermaid.pyppeteer_path in the config2.yaml.")
return -1
page = await browser.newPage()
device_scale_factor = 1.0
diff --git a/metagpt/utils/parse_docstring.py b/metagpt/utils/parse_docstring.py
new file mode 100644
index 000000000..63c0e6890
--- /dev/null
+++ b/metagpt/utils/parse_docstring.py
@@ -0,0 +1,43 @@
+import re
+from typing import Tuple
+
+
+def remove_spaces(text):
+ return re.sub(r"\s+", " ", text).strip()
+
+
+class DocstringParser:
+ @staticmethod
+ def parse(docstring: str) -> Tuple[str, str]:
+ """Parse the docstring and return the overall description and the parameter description.
+
+ Args:
+ docstring (str): The docstring to be parsed.
+
+ Returns:
+ Tuple[str, str]: A tuple of (overall description, parameter description)
+ """
+
+
+class reSTDocstringParser(DocstringParser):
+ """A parser for reStructuredText (reST) docstring"""
+
+
+class GoogleDocstringParser(DocstringParser):
+ """A parser for Google-stype docstring"""
+
+ @staticmethod
+ def parse(docstring: str) -> Tuple[str, str]:
+ if not docstring:
+ return "", ""
+
+ docstring = remove_spaces(docstring)
+
+ if "Args:" in docstring:
+ overall_desc, param_desc = docstring.split("Args:")
+ param_desc = "Args:" + param_desc
+ else:
+ overall_desc = docstring
+ param_desc = ""
+
+ return overall_desc, param_desc
diff --git a/metagpt/utils/project_repo.py b/metagpt/utils/project_repo.py
new file mode 100644
index 000000000..bb18b520c
--- /dev/null
+++ b/metagpt/utils/project_repo.py
@@ -0,0 +1,150 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/8
+@Author : mashenquan
+@File : project_repo.py
+@Desc : Wrapper for GitRepository and FileRepository of project.
+ Implementation of Chapter 4.6 of https://deepwisdom.feishu.cn/wiki/CUK4wImd7id9WlkQBNscIe9cnqh
+"""
+from __future__ import annotations
+
+from pathlib import Path
+
+from metagpt.const import (
+ CLASS_VIEW_FILE_REPO,
+ CODE_PLAN_AND_CHANGE_FILE_REPO,
+ CODE_PLAN_AND_CHANGE_PDF_FILE_REPO,
+ CODE_SUMMARIES_FILE_REPO,
+ CODE_SUMMARIES_PDF_FILE_REPO,
+ COMPETITIVE_ANALYSIS_FILE_REPO,
+ DATA_API_DESIGN_FILE_REPO,
+ DOCS_FILE_REPO,
+ GRAPH_REPO_FILE_REPO,
+ PRD_PDF_FILE_REPO,
+ PRDS_FILE_REPO,
+ REQUIREMENT_FILENAME,
+ RESOURCES_FILE_REPO,
+ SD_OUTPUT_FILE_REPO,
+ SEQ_FLOW_FILE_REPO,
+ SYSTEM_DESIGN_FILE_REPO,
+ SYSTEM_DESIGN_PDF_FILE_REPO,
+ TASK_FILE_REPO,
+ TASK_PDF_FILE_REPO,
+ TEST_CODES_FILE_REPO,
+ TEST_OUTPUTS_FILE_REPO,
+ VISUAL_GRAPH_REPO_FILE_REPO,
+)
+from metagpt.utils.file_repository import FileRepository
+from metagpt.utils.git_repository import GitRepository
+
+
+class DocFileRepositories(FileRepository):
+ prd: FileRepository
+ system_design: FileRepository
+ task: FileRepository
+ code_summary: FileRepository
+ graph_repo: FileRepository
+ class_view: FileRepository
+ code_plan_and_change: FileRepository
+
+ def __init__(self, git_repo):
+ super().__init__(git_repo=git_repo, relative_path=DOCS_FILE_REPO)
+
+ self.prd = git_repo.new_file_repository(relative_path=PRDS_FILE_REPO)
+ self.system_design = git_repo.new_file_repository(relative_path=SYSTEM_DESIGN_FILE_REPO)
+ self.task = git_repo.new_file_repository(relative_path=TASK_FILE_REPO)
+ self.code_summary = git_repo.new_file_repository(relative_path=CODE_SUMMARIES_FILE_REPO)
+ self.graph_repo = git_repo.new_file_repository(relative_path=GRAPH_REPO_FILE_REPO)
+ self.class_view = git_repo.new_file_repository(relative_path=CLASS_VIEW_FILE_REPO)
+ self.code_plan_and_change = git_repo.new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_FILE_REPO)
+
+
+class ResourceFileRepositories(FileRepository):
+ competitive_analysis: FileRepository
+ data_api_design: FileRepository
+ seq_flow: FileRepository
+ system_design: FileRepository
+ prd: FileRepository
+ api_spec_and_task: FileRepository
+ code_summary: FileRepository
+ sd_output: FileRepository
+ code_plan_and_change: FileRepository
+ graph_repo: FileRepository
+
+ def __init__(self, git_repo):
+ super().__init__(git_repo=git_repo, relative_path=RESOURCES_FILE_REPO)
+
+ self.competitive_analysis = git_repo.new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)
+ self.data_api_design = git_repo.new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)
+ self.seq_flow = git_repo.new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)
+ self.system_design = git_repo.new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)
+ self.prd = git_repo.new_file_repository(relative_path=PRD_PDF_FILE_REPO)
+ self.api_spec_and_task = git_repo.new_file_repository(relative_path=TASK_PDF_FILE_REPO)
+ self.code_summary = git_repo.new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)
+ self.sd_output = git_repo.new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)
+ self.code_plan_and_change = git_repo.new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)
+ self.graph_repo = git_repo.new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)
+
+
+class ProjectRepo(FileRepository):
+ def __init__(self, root: str | Path | GitRepository):
+ if isinstance(root, str) or isinstance(root, Path):
+ git_repo_ = GitRepository(local_path=Path(root))
+ elif isinstance(root, GitRepository):
+ git_repo_ = root
+ else:
+ raise ValueError("Invalid root")
+ super().__init__(git_repo=git_repo_, relative_path=Path("."))
+ self._git_repo = git_repo_
+ self.docs = DocFileRepositories(self._git_repo)
+ self.resources = ResourceFileRepositories(self._git_repo)
+ self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)
+ self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)
+ self._srcs_path = None
+ self.code_files_exists()
+
+ def __str__(self):
+ repo_str = f"ProjectRepo({self._git_repo.workdir})"
+ docs_str = f"Docs({self.docs.all_files})"
+ srcs_str = f"Srcs({self.srcs.all_files})"
+ return f"{repo_str}\n{docs_str}\n{srcs_str}"
+
+ @property
+ async def requirement(self):
+ return await self.docs.get(filename=REQUIREMENT_FILENAME)
+
+ @property
+ def git_repo(self) -> GitRepository:
+ return self._git_repo
+
+ @property
+ def workdir(self) -> Path:
+ return Path(self.git_repo.workdir)
+
+ @property
+ def srcs(self) -> FileRepository:
+ if not self._srcs_path:
+ raise ValueError("Call with_srcs first.")
+ return self._git_repo.new_file_repository(self._srcs_path)
+
+ def code_files_exists(self) -> bool:
+ git_workdir = self.git_repo.workdir
+ src_workdir = git_workdir / git_workdir.name
+ if not src_workdir.exists():
+ return False
+ code_files = self.with_src_path(path=git_workdir / git_workdir.name).srcs.all_files
+ if not code_files:
+ return False
+ return bool(code_files)
+
+ def with_src_path(self, path: str | Path) -> ProjectRepo:
+ try:
+ self._srcs_path = Path(path).relative_to(self.workdir)
+ except ValueError:
+ self._srcs_path = Path(path)
+ return self
+
+ @property
+ def src_relative_path(self) -> Path | None:
+ return self._srcs_path
diff --git a/metagpt/utils/recovery_util.py b/metagpt/utils/recovery_util.py
new file mode 100644
index 000000000..d0b197e69
--- /dev/null
+++ b/metagpt/utils/recovery_util.py
@@ -0,0 +1,58 @@
+# -*- coding: utf-8 -*-
+# @Date : 12/20/2023 11:07 AM
+# @Author : stellahong (stellahong@fuzhi.ai)
+# @Desc :
+import json
+from datetime import datetime
+from pathlib import Path
+
+import nbformat
+
+from metagpt.const import DATA_PATH
+from metagpt.roles.role import Role
+from metagpt.utils.common import read_json_file
+from metagpt.utils.save_code import save_code_file
+
+
+def load_history(save_dir: str = ""):
+ """
+ Load plan and code execution history from the specified save directory.
+
+ Args:
+ save_dir (str): The directory from which to load the history.
+
+ Returns:
+ Tuple: A tuple containing the loaded plan and notebook.
+ """
+
+ plan_path = Path(save_dir) / "plan.json"
+ nb_path = Path(save_dir) / "history_nb" / "code.ipynb"
+ plan = read_json_file(plan_path)
+ nb = nbformat.read(open(nb_path, "r", encoding="utf-8"), as_version=nbformat.NO_CONVERT)
+ return plan, nb
+
+
+def save_history(role: Role, save_dir: str = ""):
+ """
+ Save plan and code execution history to the specified directory.
+
+ Args:
+ role (Role): The role containing the plan and execute_code attributes.
+ save_dir (str): The directory to save the history.
+
+ Returns:
+ Path: The path to the saved history directory.
+ """
+ record_time = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
+ save_path = DATA_PATH / "output" / f"{record_time}"
+
+ # overwrite exist trajectory
+ save_path.mkdir(parents=True, exist_ok=True)
+
+ plan = role.planner.plan.dict()
+
+ with open(save_path / "plan.json", "w", encoding="utf-8") as plan_file:
+ json.dump(plan, plan_file, indent=4, ensure_ascii=False)
+
+ save_code_file(name=Path(record_time) / "history_nb", code_context=role.execute_code.nb, file_format="ipynb")
+ return save_path
diff --git a/metagpt/utils/redis.py b/metagpt/utils/redis.py
index 10f33285c..7a640563a 100644
--- a/metagpt/utils/redis.py
+++ b/metagpt/utils/redis.py
@@ -12,26 +12,25 @@ from datetime import timedelta
import aioredis # https://aioredis.readthedocs.io/en/latest/getting-started/
-from metagpt.config import CONFIG
+from metagpt.configs.redis_config import RedisConfig
from metagpt.logs import logger
class Redis:
- def __init__(self):
+ def __init__(self, config: RedisConfig = None):
+ self.config = config
self._client = None
async def _connect(self, force=False):
if self._client and not force:
return True
- if not self.is_configured:
- return False
try:
self._client = await aioredis.from_url(
- f"redis://{CONFIG.REDIS_HOST}:{CONFIG.REDIS_PORT}",
- username=CONFIG.REDIS_USER,
- password=CONFIG.REDIS_PASSWORD,
- db=CONFIG.REDIS_DB,
+ self.config.to_url(),
+ username=self.config.username,
+ password=self.config.password,
+ db=self.config.db,
)
return True
except Exception as e:
@@ -62,18 +61,3 @@ class Redis:
return
await self._client.close()
self._client = None
-
- @property
- def is_valid(self) -> bool:
- return self._client is not None
-
- @property
- def is_configured(self) -> bool:
- return bool(
- CONFIG.REDIS_HOST
- and CONFIG.REDIS_HOST != "YOUR_REDIS_HOST"
- and CONFIG.REDIS_PORT
- and CONFIG.REDIS_PORT != "YOUR_REDIS_PORT"
- and CONFIG.REDIS_DB is not None
- and CONFIG.REDIS_PASSWORD is not None
- )
diff --git a/metagpt/utils/reflection.py b/metagpt/utils/reflection.py
new file mode 100644
index 000000000..8b8237ae7
--- /dev/null
+++ b/metagpt/utils/reflection.py
@@ -0,0 +1,18 @@
+"""class tools, including method inspection, class attributes, inheritance relationships, etc."""
+
+
+def check_methods(C, *methods):
+ """Check if the class has methods. borrow from _collections_abc.
+
+ Useful when implementing implicit interfaces, such as defining an abstract class, isinstance can be used for determination without inheritance.
+ """
+ mro = C.__mro__
+ for method in methods:
+ for B in mro:
+ if method in B.__dict__:
+ if B.__dict__[method] is None:
+ return NotImplemented
+ break
+ else:
+ return NotImplemented
+ return True
diff --git a/metagpt/utils/repair_llm_raw_output.py b/metagpt/utils/repair_llm_raw_output.py
index a96c3dce0..b8756e8c6 100644
--- a/metagpt/utils/repair_llm_raw_output.py
+++ b/metagpt/utils/repair_llm_raw_output.py
@@ -9,7 +9,7 @@ from typing import Callable, Union
import regex as re
from tenacity import RetryCallState, retry, stop_after_attempt, wait_fixed
-from metagpt.config import CONFIG
+from metagpt.config2 import config
from metagpt.logs import logger
from metagpt.utils.custom_decoder import CustomDecoder
@@ -120,6 +120,23 @@ def repair_json_format(output: str) -> str:
elif output.startswith("{") and output.endswith("]"):
output = output[:-1] + "}"
+ # remove comments in output json string, after json value content, maybe start with #, maybe start with //
+ arr = output.split("\n")
+ new_arr = []
+ for json_line in arr:
+ # look for # or // comments and make sure they are not inside the string value
+ comment_index = -1
+ for match in re.finditer(r"(\".*?\"|\'.*?\')|(#|//)", json_line):
+ if match.group(1): # if the string value
+ continue
+ if match.group(2): # if comments
+ comment_index = match.start(2)
+ break
+ # if comments, then delete them
+ if comment_index != -1:
+ json_line = json_line[:comment_index].rstrip()
+ new_arr.append(json_line)
+ output = "\n".join(new_arr)
return output
@@ -152,7 +169,7 @@ def repair_llm_raw_output(output: str, req_keys: list[str], repair_type: RepairT
target: { xxx }
output: { xxx }]
"""
- if not CONFIG.repair_llm_output:
+ if not config.repair_llm_output:
return output
# do the repairation usually for non-openai models
@@ -168,15 +185,17 @@ def repair_invalid_json(output: str, error: str) -> str:
example 1. json.decoder.JSONDecodeError: Expecting ',' delimiter: line 154 column 1 (char 2765)
example 2. xxx.JSONDecodeError: Expecting property name enclosed in double quotes: line 14 column 1 (char 266)
"""
- pattern = r"line ([0-9]+)"
+ pattern = r"line ([0-9]+) column ([0-9]+)"
matches = re.findall(pattern, error, re.DOTALL)
if len(matches) > 0:
- line_no = int(matches[0]) - 1
+ line_no = int(matches[0][0]) - 1
+ col_no = int(matches[0][1]) - 1
# due to CustomDecoder can handle `"": ''` or `'': ""`, so convert `"""` -> `"`, `'''` -> `'`
output = output.replace('"""', '"').replace("'''", '"')
arr = output.split("\n")
+ rline = arr[line_no] # raw line
line = arr[line_no].strip()
# different general problems
if line.endswith("],"):
@@ -187,9 +206,23 @@ def repair_invalid_json(output: str, error: str) -> str:
new_line = line.replace("}", "")
elif line.endswith("},") and output.endswith("},"):
new_line = line[:-1]
- elif '",' not in line and "," not in line:
+ elif (rline[col_no] in ["'", '"']) and (line.startswith('"') or line.startswith("'")) and "," not in line:
+ # problem, `"""` or `'''` without `,`
+ new_line = f",{line}"
+ elif col_no - 1 >= 0 and rline[col_no - 1] in ['"', "'"]:
+ # backslash problem like \" in the output
+ char = rline[col_no - 1]
+ nearest_char_idx = rline[col_no:].find(char)
+ new_line = (
+ rline[: col_no - 1]
+ + "\\"
+ + rline[col_no - 1 : col_no + nearest_char_idx]
+ + "\\"
+ + rline[col_no + nearest_char_idx :]
+ )
+ elif '",' not in line and "," not in line and '"' not in line:
new_line = f'{line}",'
- elif "," not in line:
+ elif not line.endswith(","):
# problem, miss char `,` at the end.
new_line = f"{line},"
elif "," in line and len(line) == 1:
@@ -231,7 +264,7 @@ def run_after_exp_and_passon_next_retry(logger: "loguru.Logger") -> Callable[["R
func_param_output = retry_state.kwargs.get("output", "")
exp_str = str(retry_state.outcome.exception())
- fix_str = "try to fix it, " if CONFIG.repair_llm_output else ""
+ fix_str = "try to fix it, " if config.repair_llm_output else ""
logger.warning(
f"parse json from content inside [CONTENT][/CONTENT] failed at retry "
f"{retry_state.attempt_number}, {fix_str}exp: {exp_str}"
@@ -244,7 +277,7 @@ def run_after_exp_and_passon_next_retry(logger: "loguru.Logger") -> Callable[["R
@retry(
- stop=stop_after_attempt(3 if CONFIG.repair_llm_output else 0),
+ stop=stop_after_attempt(3 if config.repair_llm_output else 0),
wait=wait_fixed(1),
after=run_after_exp_and_passon_next_retry(logger),
)
diff --git a/metagpt/utils/s3.py b/metagpt/utils/s3.py
index 2a2c1a31c..c0afbb2f5 100644
--- a/metagpt/utils/s3.py
+++ b/metagpt/utils/s3.py
@@ -8,7 +8,7 @@ from typing import Optional
import aioboto3
import aiofiles
-from metagpt.config import CONFIG
+from metagpt.config2 import S3Config
from metagpt.const import BASE64_FORMAT
from metagpt.logs import logger
@@ -16,13 +16,14 @@ from metagpt.logs import logger
class S3:
"""A class for interacting with Amazon S3 storage."""
- def __init__(self):
+ def __init__(self, config: S3Config):
self.session = aioboto3.Session()
+ self.config = config
self.auth_config = {
"service_name": "s3",
- "aws_access_key_id": CONFIG.S3_ACCESS_KEY,
- "aws_secret_access_key": CONFIG.S3_SECRET_KEY,
- "endpoint_url": CONFIG.S3_ENDPOINT_URL,
+ "aws_access_key_id": config.access_key,
+ "aws_secret_access_key": config.secret_key,
+ "endpoint_url": config.endpoint,
}
async def upload_file(
@@ -139,8 +140,8 @@ class S3:
data = base64.b64decode(data) if format == BASE64_FORMAT else data.encode(encoding="utf-8")
await file.write(data)
- bucket = CONFIG.S3_BUCKET
- object_pathname = CONFIG.S3_BUCKET or "system"
+ bucket = self.config.bucket
+ object_pathname = self.config.bucket or "system"
object_pathname += f"/{object_name}"
object_pathname = os.path.normpath(object_pathname)
await self.upload_file(bucket=bucket, local_path=str(pathname), object_name=object_pathname)
@@ -151,20 +152,3 @@ class S3:
logger.exception(f"{e}, stack:{traceback.format_exc()}")
pathname.unlink(missing_ok=True)
return None
-
- @property
- def is_valid(self):
- return self.is_configured
-
- @property
- def is_configured(self) -> bool:
- return bool(
- CONFIG.S3_ACCESS_KEY
- and CONFIG.S3_ACCESS_KEY != "YOUR_S3_ACCESS_KEY"
- and CONFIG.S3_SECRET_KEY
- and CONFIG.S3_SECRET_KEY != "YOUR_S3_SECRET_KEY"
- and CONFIG.S3_ENDPOINT_URL
- and CONFIG.S3_ENDPOINT_URL != "YOUR_S3_ENDPOINT_URL"
- and CONFIG.S3_BUCKET
- and CONFIG.S3_BUCKET != "YOUR_S3_BUCKET"
- )
diff --git a/metagpt/utils/save_code.py b/metagpt/utils/save_code.py
new file mode 100644
index 000000000..18cb5cd62
--- /dev/null
+++ b/metagpt/utils/save_code.py
@@ -0,0 +1,40 @@
+# -*- coding: utf-8 -*-
+# @Date : 12/12/2023 4:14 PM
+# @Author : stellahong (stellahong@fuzhi.ai)
+# @Desc :
+import os
+
+import nbformat
+
+from metagpt.const import DATA_PATH
+from metagpt.utils.common import write_json_file
+
+
+def save_code_file(name: str, code_context: str, file_format: str = "py") -> None:
+ """
+ Save code files to a specified path.
+
+ Args:
+ - name (str): The name of the folder to save the files.
+ - code_context (str): The code content.
+ - file_format (str, optional): The file format. Supports 'py' (Python file), 'json' (JSON file), and 'ipynb' (Jupyter Notebook file). Default is 'py'.
+
+
+ Returns:
+ - None
+ """
+ # Create the folder path if it doesn't exist
+ os.makedirs(name=DATA_PATH / "output" / f"{name}", exist_ok=True)
+
+ # Choose to save as a Python file or a JSON file based on the file format
+ file_path = DATA_PATH / "output" / f"{name}/code.{file_format}"
+ if file_format == "py":
+ file_path.write_text(code_context + "\n\n", encoding="utf-8")
+ elif file_format == "json":
+ # Parse the code content as JSON and save
+ data = {"code": code_context}
+ write_json_file(file_path, data, encoding="utf-8", indent=2)
+ elif file_format == "ipynb":
+ nbformat.write(code_context, file_path)
+ else:
+ raise ValueError("Unsupported file format. Please choose 'py', 'json', or 'ipynb'.")
diff --git a/metagpt/utils/text.py b/metagpt/utils/text.py
index dd9678438..fb8b94232 100644
--- a/metagpt/utils/text.py
+++ b/metagpt/utils/text.py
@@ -25,7 +25,7 @@ def reduce_message_length(
"""
max_token = TOKEN_MAX.get(model_name, 2048) - count_string_tokens(system_text, model_name) - reserved
for msg in msgs:
- if count_string_tokens(msg, model_name) < max_token:
+ if count_string_tokens(msg, model_name) < max_token or model_name not in TOKEN_MAX:
return msg
raise RuntimeError("fail to reduce message length")
@@ -93,7 +93,7 @@ def split_paragraph(paragraph: str, sep: str = ".,", count: int = 2) -> list[str
continue
ret = ["".join(j) for j in _split_by_count(sentences, count)]
return ret
- return _split_by_count(paragraph, count)
+ return list(_split_by_count(paragraph, count))
def decode_unicode_escape(text: str) -> str:
diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py
index a1b74a074..0ba2daa89 100644
--- a/metagpt/utils/token_counter.py
+++ b/metagpt/utils/token_counter.py
@@ -4,10 +4,11 @@
@Time : 2023/5/18 00:40
@Author : alexanderwu
@File : token_counter.py
-ref1: https://github.com/openai/openai-cookbook/blob/main/examples/How_to_count_tokens_with_tiktoken.ipynb
-ref2: https://github.com/Significant-Gravitas/Auto-GPT/blob/master/autogpt/llm/token_counter.py
-ref3: https://github.com/hwchase17/langchain/blob/master/langchain/chat_models/openai.py
-ref4: https://ai.google.dev/models/gemini
+ref1: https://openai.com/pricing
+ref2: https://github.com/openai/openai-cookbook/blob/main/examples/How_to_count_tokens_with_tiktoken.ipynb
+ref3: https://github.com/Significant-Gravitas/Auto-GPT/blob/master/autogpt/llm/token_counter.py
+ref4: https://github.com/hwchase17/langchain/blob/master/langchain/chat_models/openai.py
+ref5: https://ai.google.dev/models/gemini
"""
import tiktoken
@@ -20,40 +21,169 @@ TOKEN_COSTS = {
"gpt-35-turbo": {"prompt": 0.0015, "completion": 0.002},
"gpt-35-turbo-16k": {"prompt": 0.003, "completion": 0.004},
"gpt-3.5-turbo-1106": {"prompt": 0.001, "completion": 0.002},
+ "gpt-3.5-turbo-0125": {"prompt": 0.001, "completion": 0.002},
"gpt-4-0314": {"prompt": 0.03, "completion": 0.06},
"gpt-4": {"prompt": 0.03, "completion": 0.06},
"gpt-4-32k": {"prompt": 0.06, "completion": 0.12},
"gpt-4-32k-0314": {"prompt": 0.06, "completion": 0.12},
"gpt-4-0613": {"prompt": 0.06, "completion": 0.12},
+ "gpt-4-turbo-preview": {"prompt": 0.01, "completion": 0.03},
+ "gpt-4-0125-preview": {"prompt": 0.01, "completion": 0.03},
"gpt-4-1106-preview": {"prompt": 0.01, "completion": 0.03},
+ "gpt-4-vision-preview": {"prompt": 0.01, "completion": 0.03}, # TODO add extra image price calculator
+ "gpt-4-1106-vision-preview": {"prompt": 0.01, "completion": 0.03},
"text-embedding-ada-002": {"prompt": 0.0004, "completion": 0.0},
- "chatglm_turbo": {"prompt": 0.0, "completion": 0.00069}, # 32k version, prompt + completion tokens=0.005￥/k-tokens
+ "glm-3-turbo": {"prompt": 0.0007, "completion": 0.0007}, # 128k version, prompt + completion tokens=0.005￥/k-tokens
+ "glm-4": {"prompt": 0.014, "completion": 0.014}, # 128k version, prompt + completion tokens=0.1￥/k-tokens
"gemini-pro": {"prompt": 0.00025, "completion": 0.0005},
+ "moonshot-v1-8k": {"prompt": 0.012, "completion": 0.012}, # prompt + completion tokens=0.012￥/k-tokens
+ "moonshot-v1-32k": {"prompt": 0.024, "completion": 0.024},
+ "moonshot-v1-128k": {"prompt": 0.06, "completion": 0.06},
+ "open-mistral-7b": {"prompt": 0.00025, "completion": 0.00025},
+ "open-mixtral-8x7b": {"prompt": 0.0007, "completion": 0.0007},
+ "mistral-small-latest": {"prompt": 0.002, "completion": 0.006},
+ "mistral-medium-latest": {"prompt": 0.0027, "completion": 0.0081},
+ "mistral-large-latest": {"prompt": 0.008, "completion": 0.024},
+ "claude-instant-1.2": {"prompt": 0.0008, "completion": 0.0024},
+ "claude-2.0": {"prompt": 0.008, "completion": 0.024},
+ "claude-2.1": {"prompt": 0.008, "completion": 0.024},
+ "claude-3-sonnet-20240229": {"prompt": 0.003, "completion": 0.015},
+ "claude-3-opus-20240229": {"prompt": 0.015, "completion": 0.075},
+ "yi-34b-chat-0205": {"prompt": 0.0003, "completion": 0.0003},
+ "yi-34b-chat-200k": {"prompt": 0.0017, "completion": 0.0017},
}
+"""
+QianFan Token Price https://cloud.baidu.com/doc/WENXINWORKSHOP/s/hlrk4akp7#tokens%E5%90%8E%E4%BB%98%E8%B4%B9
+Due to QianFan has multi price strategies, we unify `Tokens post-payment` as a statistical method.
+"""
+QIANFAN_MODEL_TOKEN_COSTS = {
+ "ERNIE-Bot-4": {"prompt": 0.017, "completion": 0.017},
+ "ERNIE-Bot-8k": {"prompt": 0.0034, "completion": 0.0067},
+ "ERNIE-Bot": {"prompt": 0.0017, "completion": 0.0017},
+ "ERNIE-Bot-turbo": {"prompt": 0.0011, "completion": 0.0011},
+ "EB-turbo-AppBuilder": {"prompt": 0.0011, "completion": 0.0011},
+ "ERNIE-Speed": {"prompt": 0.00056, "completion": 0.0011},
+ "BLOOMZ-7B": {"prompt": 0.00056, "completion": 0.00056},
+ "Llama-2-7B-Chat": {"prompt": 0.00056, "completion": 0.00056},
+ "Llama-2-13B-Chat": {"prompt": 0.00084, "completion": 0.00084},
+ "Llama-2-70B-Chat": {"prompt": 0.0049, "completion": 0.0049},
+ "ChatGLM2-6B-32K": {"prompt": 0.00056, "completion": 0.00056},
+ "AquilaChat-7B": {"prompt": 0.00056, "completion": 0.00056},
+ "Mixtral-8x7B-Instruct": {"prompt": 0.0049, "completion": 0.0049},
+ "SQLCoder-7B": {"prompt": 0.00056, "completion": 0.00056},
+ "CodeLlama-7B-Instruct": {"prompt": 0.00056, "completion": 0.00056},
+ "XuanYuan-70B-Chat-4bit": {"prompt": 0.0049, "completion": 0.0049},
+ "Qianfan-BLOOMZ-7B-compressed": {"prompt": 0.00056, "completion": 0.00056},
+ "Qianfan-Chinese-Llama-2-7B": {"prompt": 0.00056, "completion": 0.00056},
+ "Qianfan-Chinese-Llama-2-13B": {"prompt": 0.00084, "completion": 0.00084},
+ "ChatLaw": {"prompt": 0.0011, "completion": 0.0011},
+ "Yi-34B-Chat": {"prompt": 0.0, "completion": 0.0},
+}
+
+QIANFAN_ENDPOINT_TOKEN_COSTS = {
+ "completions_pro": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-4"],
+ "ernie_bot_8k": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-8k"],
+ "completions": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot"],
+ "eb-instant": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-turbo"],
+ "ai_apaas": QIANFAN_MODEL_TOKEN_COSTS["EB-turbo-AppBuilder"],
+ "ernie_speed": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Speed"],
+ "bloomz_7b1": QIANFAN_MODEL_TOKEN_COSTS["BLOOMZ-7B"],
+ "llama_2_7b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-7B-Chat"],
+ "llama_2_13b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-13B-Chat"],
+ "llama_2_70b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-70B-Chat"],
+ "chatglm2_6b_32k": QIANFAN_MODEL_TOKEN_COSTS["ChatGLM2-6B-32K"],
+ "aquilachat_7b": QIANFAN_MODEL_TOKEN_COSTS["AquilaChat-7B"],
+ "mixtral_8x7b_instruct": QIANFAN_MODEL_TOKEN_COSTS["Mixtral-8x7B-Instruct"],
+ "sqlcoder_7b": QIANFAN_MODEL_TOKEN_COSTS["SQLCoder-7B"],
+ "codellama_7b_instruct": QIANFAN_MODEL_TOKEN_COSTS["CodeLlama-7B-Instruct"],
+ "xuanyuan_70b_chat": QIANFAN_MODEL_TOKEN_COSTS["XuanYuan-70B-Chat-4bit"],
+ "qianfan_bloomz_7b_compressed": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-BLOOMZ-7B-compressed"],
+ "qianfan_chinese_llama_2_7b": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-7B"],
+ "qianfan_chinese_llama_2_13b": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-13B"],
+ "chatlaw": QIANFAN_MODEL_TOKEN_COSTS["ChatLaw"],
+ "yi_34b_chat": QIANFAN_MODEL_TOKEN_COSTS["Yi-34B-Chat"],
+}
+
+"""
+DashScope Token price https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-thousand-questions-metering-and-billing
+Different model has different detail page. Attention, some model are free for a limited time.
+"""
+DASHSCOPE_TOKEN_COSTS = {
+ "qwen-turbo": {"prompt": 0.0011, "completion": 0.0011},
+ "qwen-plus": {"prompt": 0.0028, "completion": 0.0028},
+ "qwen-max": {"prompt": 0.0, "completion": 0.0},
+ "qwen-max-1201": {"prompt": 0.0, "completion": 0.0},
+ "qwen-max-longcontext": {"prompt": 0.0, "completion": 0.0},
+ "llama2-7b-chat-v2": {"prompt": 0.0, "completion": 0.0},
+ "llama2-13b-chat-v2": {"prompt": 0.0, "completion": 0.0},
+ "qwen-72b-chat": {"prompt": 0.0, "completion": 0.0},
+ "qwen-14b-chat": {"prompt": 0.0011, "completion": 0.0011},
+ "qwen-7b-chat": {"prompt": 0.00084, "completion": 0.00084},
+ "qwen-1.8b-chat": {"prompt": 0.0, "completion": 0.0},
+ "baichuan2-13b-chat-v1": {"prompt": 0.0011, "completion": 0.0011},
+ "baichuan2-7b-chat-v1": {"prompt": 0.00084, "completion": 0.00084},
+ "baichuan-7b-v1": {"prompt": 0.0, "completion": 0.0},
+ "chatglm-6b-v2": {"prompt": 0.0011, "completion": 0.0011},
+ "chatglm3-6b": {"prompt": 0.0, "completion": 0.0},
+ "ziya-llama-13b-v1": {"prompt": 0.0, "completion": 0.0}, # no price page, judge it as free
+ "dolly-12b-v2": {"prompt": 0.0, "completion": 0.0},
+ "belle-llama-13b-2m-v1": {"prompt": 0.0, "completion": 0.0},
+ "moss-moon-003-sft-v1": {"prompt": 0.0, "completion": 0.0},
+ "chatyuan-large-v2": {"prompt": 0.0, "completion": 0.0},
+ "billa-7b-sft-v1": {"prompt": 0.0, "completion": 0.0},
+}
+
+
+FIREWORKS_GRADE_TOKEN_COSTS = {
+ "-1": {"prompt": 0.0, "completion": 0.0}, # abnormal condition
+ "16": {"prompt": 0.2, "completion": 0.8}, # 16 means model size <= 16B; 0.2 means $0.2/1M tokens
+ "80": {"prompt": 0.7, "completion": 2.8}, # 80 means 16B < model size <= 80B
+ "mixtral-8x7b": {"prompt": 0.4, "completion": 1.6},
+}
+
+# https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo
TOKEN_MAX = {
- "gpt-3.5-turbo": 4096,
- "gpt-3.5-turbo-0301": 4096,
- "gpt-3.5-turbo-0613": 4096,
- "gpt-3.5-turbo-16k": 16384,
- "gpt-3.5-turbo-16k-0613": 16384,
- "gpt-35-turbo": 4096,
- "gpt-35-turbo-16k": 16384,
- "gpt-3.5-turbo-1106": 16384,
- "gpt-4-0314": 8192,
- "gpt-4": 8192,
- "gpt-4-32k": 32768,
- "gpt-4-32k-0314": 32768,
- "gpt-4-0613": 8192,
+ "gpt-4-0125-preview": 128000,
+ "gpt-4-turbo-preview": 128000,
"gpt-4-1106-preview": 128000,
+ "gpt-4-vision-preview": 128000,
+ "gpt-4-1106-vision-preview": 128000,
+ "gpt-4": 8192,
+ "gpt-4-0613": 8192,
+ "gpt-4-32k": 32768,
+ "gpt-4-32k-0613": 32768,
+ "gpt-3.5-turbo-0125": 16385,
+ "gpt-3.5-turbo": 16385,
+ "gpt-3.5-turbo-1106": 16385,
+ "gpt-3.5-turbo-instruct": 4096,
+ "gpt-3.5-turbo-16k": 16385,
+ "gpt-3.5-turbo-0613": 4096,
+ "gpt-3.5-turbo-16k-0613": 16385,
"text-embedding-ada-002": 8192,
- "chatglm_turbo": 32768,
+ "glm-3-turbo": 128000,
+ "glm-4": 128000,
"gemini-pro": 32768,
+ "moonshot-v1-8k": 8192,
+ "moonshot-v1-32k": 32768,
+ "moonshot-v1-128k": 128000,
+ "open-mistral-7b": 8192,
+ "open-mixtral-8x7b": 32768,
+ "mistral-small-latest": 32768,
+ "mistral-medium-latest": 32768,
+ "mistral-large-latest": 32768,
+ "claude-instant-1.2": 100000,
+ "claude-2.0": 100000,
+ "claude-2.1": 200000,
+ "claude-3-sonnet-20240229": 200000,
+ "claude-3-opus-20240229": 200000,
+ "yi-34b-chat-0205": 4000,
+ "yi-34b-chat-200k": 200000,
}
-def count_message_tokens(messages, model="gpt-3.5-turbo-0613"):
+def count_message_tokens(messages, model="gpt-3.5-turbo-0125"):
"""Return the number of tokens used by a list of messages."""
try:
encoding = tiktoken.encoding_for_model(model)
@@ -67,11 +197,16 @@ def count_message_tokens(messages, model="gpt-3.5-turbo-0613"):
"gpt-35-turbo-16k",
"gpt-3.5-turbo-16k",
"gpt-3.5-turbo-1106",
+ "gpt-3.5-turbo-0125",
"gpt-4-0314",
"gpt-4-32k-0314",
"gpt-4-0613",
"gpt-4-32k-0613",
+ "gpt-4-turbo-preview",
+ "gpt-4-0125-preview",
"gpt-4-1106-preview",
+ "gpt-4-vision-preview",
+ "gpt-4-1106-vision-preview",
}:
tokens_per_message = 3 # # every reply is primed with <|start|>assistant<|message|>
tokens_per_name = 1
@@ -79,8 +214,8 @@ def count_message_tokens(messages, model="gpt-3.5-turbo-0613"):
tokens_per_message = 4 # every message follows <|start|>{role/name}\n{content}<|end|>\n
tokens_per_name = -1 # if there's a name, the role is omitted
elif "gpt-3.5-turbo" == model:
- print("Warning: gpt-3.5-turbo may update over time. Returning num tokens assuming gpt-3.5-turbo-0613.")
- return count_message_tokens(messages, model="gpt-3.5-turbo-0613")
+ print("Warning: gpt-3.5-turbo may update over time. Returning num tokens assuming gpt-3.5-turbo-0125.")
+ return count_message_tokens(messages, model="gpt-3.5-turbo-0125")
elif "gpt-4" == model:
print("Warning: gpt-4 may update over time. Returning num tokens assuming gpt-4-0613.")
return count_message_tokens(messages, model="gpt-4-0613")
@@ -94,14 +229,20 @@ def count_message_tokens(messages, model="gpt-3.5-turbo-0613"):
else:
raise NotImplementedError(
f"num_tokens_from_messages() is not implemented for model {model}. "
- f"See https://github.com/openai/openai-python/blob/main/chatml.md "
+ f"See https://cookbook.openai.com/examples/how_to_count_tokens_with_tiktoken "
f"for information on how messages are converted to tokens."
)
num_tokens = 0
for message in messages:
num_tokens += tokens_per_message
for key, value in message.items():
- num_tokens += len(encoding.encode(value))
+ content = value
+ if isinstance(value, list):
+ # for gpt-4v
+ for item in value:
+ if isinstance(item, dict) and item.get("type") in ["text"]:
+ content = item.get("text", "")
+ num_tokens += len(encoding.encode(content))
if key == "name":
num_tokens += tokens_per_name
num_tokens += 3 # every reply is primed with <|start|>assistant<|message|>
diff --git a/metagpt/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py
new file mode 100644
index 000000000..86b50df21
--- /dev/null
+++ b/metagpt/utils/visual_graph_repo.py
@@ -0,0 +1,162 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2023/12/19
+@Author : mashenquan
+@File : visualize_graph.py
+@Desc : Visualization tool to visualize the class diagrams or sequence diagrams of the graph repository.
+"""
+from __future__ import annotations
+
+import re
+from abc import ABC
+from pathlib import Path
+from typing import List, Optional
+
+from pydantic import BaseModel, Field
+
+from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION
+from metagpt.schema import UMLClassView
+from metagpt.utils.common import split_namespace
+from metagpt.utils.di_graph_repository import DiGraphRepository
+from metagpt.utils.graph_repository import GraphKeyword, GraphRepository
+
+
+class _VisualClassView(BaseModel):
+ """Protected class used by VisualGraphRepo internally.
+
+ Attributes:
+ package (str): The package associated with the class.
+ uml (Optional[UMLClassView]): Optional UMLClassView associated with the class.
+ generalizations (List[str]): List of generalizations for the class.
+ compositions (List[str]): List of compositions for the class.
+ aggregations (List[str]): List of aggregations for the class.
+ """
+
+ package: str
+ uml: Optional[UMLClassView] = None
+ generalizations: List[str] = Field(default_factory=list)
+ compositions: List[str] = Field(default_factory=list)
+ aggregations: List[str] = Field(default_factory=list)
+
+ def get_mermaid(self, align: int = 1) -> str:
+ """Creates a Markdown Mermaid class diagram text.
+
+ Args:
+ align (int): Indent count used for alignment.
+
+ Returns:
+ str: The Markdown text representing the Mermaid class diagram.
+ """
+ if not self.uml:
+ return ""
+ prefix = "\t" * align
+
+ mermaid_txt = self.uml.get_mermaid(align=align)
+ for i in self.generalizations:
+ mermaid_txt += f"{prefix}{i} <|-- {self.name}\n"
+ for i in self.compositions:
+ mermaid_txt += f"{prefix}{i} *-- {self.name}\n"
+ for i in self.aggregations:
+ mermaid_txt += f"{prefix}{i} o-- {self.name}\n"
+ return mermaid_txt
+
+ @property
+ def name(self) -> str:
+ """Returns the class name without the namespace prefix."""
+ return split_namespace(self.package)[-1]
+
+
+class VisualGraphRepo(ABC):
+ """Abstract base class for VisualGraphRepo."""
+
+ graph_db: GraphRepository
+
+ def __init__(self, graph_db):
+ self.graph_db = graph_db
+
+
+class VisualDiGraphRepo(VisualGraphRepo):
+ """Implementation of VisualGraphRepo for DiGraph graph repository.
+
+ This class extends VisualGraphRepo to provide specific functionality for a graph repository using DiGraph.
+ """
+
+ @classmethod
+ async def load_from(cls, filename: str | Path):
+ """Load a VisualDiGraphRepo instance from a file."""
+ graph_db = await DiGraphRepository.load_from(str(filename))
+ return cls(graph_db=graph_db)
+
+ async def get_mermaid_class_view(self) -> str:
+ """
+ Returns a Markdown Mermaid class diagram code block object.
+ """
+ rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS)
+ mermaid_txt = "classDiagram\n"
+ for r in rows:
+ v = await self._get_class_view(ns_class_name=r.subject)
+ mermaid_txt += v.get_mermaid()
+ return mermaid_txt
+
+ async def _get_class_view(self, ns_class_name: str) -> _VisualClassView:
+ """Returns the Markdown Mermaid class diagram code block object for the specified class."""
+ rows = await self.graph_db.select(subject=ns_class_name)
+ class_view = _VisualClassView(package=ns_class_name)
+ for r in rows:
+ if r.predicate == GraphKeyword.HAS_CLASS_VIEW:
+ class_view.uml = UMLClassView.model_validate_json(r.object_)
+ elif r.predicate == GraphKeyword.IS + GENERALIZATION + GraphKeyword.OF:
+ name = split_namespace(r.object_)[-1]
+ name = self._refine_name(name)
+ if name:
+ class_view.generalizations.append(name)
+ elif r.predicate == GraphKeyword.IS + COMPOSITION + GraphKeyword.OF:
+ name = split_namespace(r.object_)[-1]
+ name = self._refine_name(name)
+ if name:
+ class_view.compositions.append(name)
+ elif r.predicate == GraphKeyword.IS + AGGREGATION + GraphKeyword.OF:
+ name = split_namespace(r.object_)[-1]
+ name = self._refine_name(name)
+ if name:
+ class_view.aggregations.append(name)
+ return class_view
+
+ async def get_mermaid_sequence_views(self) -> List[(str, str)]:
+ """Returns all Markdown sequence diagrams with their corresponding graph repository keys."""
+ sequence_views = []
+ rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW)
+ for r in rows:
+ sequence_views.append((r.subject, r.object_))
+ return sequence_views
+
+ @staticmethod
+ def _refine_name(name: str) -> str:
+ """Removes impurity content from the given name.
+
+ Example:
+ >>> _refine_name("int")
+ ""
+
+ >>> _refine_name('"Class1"')
+ 'Class1'
+
+ >>> _refine_name("pkg.Class1")
+ "Class1"
+ """
+ name = re.sub(r'^[\'"\\\(\)]+|[\'"\\\(\)]+$', "", name)
+ if name in ["int", "float", "bool", "str", "list", "tuple", "set", "dict", "None"]:
+ return ""
+ if "." in name:
+ name = name.split(".")[-1]
+
+ return name
+
+ async def get_mermaid_sequence_view_versions(self) -> List[(str, str)]:
+ """Returns all versioned Markdown sequence diagrams with their corresponding graph repository keys."""
+ sequence_views = []
+ rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW_VER)
+ for r in rows:
+ sequence_views.append((r.subject, r.object_))
+ return sequence_views
diff --git a/metagpt/utils/yaml_model.py b/metagpt/utils/yaml_model.py
new file mode 100644
index 000000000..4d42bb03f
--- /dev/null
+++ b/metagpt/utils/yaml_model.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/1/4 10:18
+@Author : alexanderwu
+@File : YamlModel.py
+"""
+from pathlib import Path
+from typing import Dict, Optional
+
+import yaml
+from pydantic import BaseModel, model_validator
+
+
+class YamlModel(BaseModel):
+ """Base class for yaml model"""
+
+ extra_fields: Optional[Dict[str, str]] = None
+
+ @classmethod
+ def read_yaml(cls, file_path: Path, encoding: str = "utf-8") -> Dict:
+ """Read yaml file and return a dict"""
+ if not file_path.exists():
+ return {}
+ with open(file_path, "r", encoding=encoding) as file:
+ return yaml.safe_load(file)
+
+ @classmethod
+ def from_yaml_file(cls, file_path: Path) -> "YamlModel":
+ """Read yaml file and return a YamlModel instance"""
+ return cls(**cls.read_yaml(file_path))
+
+ def to_yaml_file(self, file_path: Path, encoding: str = "utf-8") -> None:
+ """Dump YamlModel instance to yaml file"""
+ with open(file_path, "w", encoding=encoding) as file:
+ yaml.dump(self.model_dump(), file)
+
+
+class YamlModelWithoutDefault(YamlModel):
+ """YamlModel without default values"""
+
+ @model_validator(mode="before")
+ @classmethod
+ def check_not_default_config(cls, values):
+ """Check if there is any default config in config2.yaml"""
+ if any(["YOUR" in v for v in values]):
+ raise ValueError("Please set your config in config2.yaml")
+ return values
diff --git a/requirements.txt b/requirements.txt
index 0a54236f0..83565278b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,6 @@
-aiohttp==3.8.4
+aiohttp==3.8.6
#azure_storage==0.37.0
channels==4.0.0
-# chromadb
# Django==4.1.5
# docx==0.2.4
#faiss==1.5.3
@@ -11,13 +10,20 @@ typer==0.9.0
# godot==0.1.1
# google_api_python_client==2.93.0 # Used by search_engine.py
lancedb==0.4.0
-langchain==0.0.352
+llama-index-core==0.10.15
+llama-index-embeddings-azure-openai==0.1.6
+llama-index-embeddings-openai==0.1.5
+llama-index-llms-azure-openai==0.1.4
+llama-index-readers-file==0.1.4
+llama-index-retrievers-bm25==0.1.3
+llama-index-vector-stores-faiss==0.1.1
+chromadb==0.4.23
loguru==0.6.0
meilisearch==0.21.0
numpy==1.24.3
-openai==1.6.0
+openai==1.6.1
openpyxl
-beautifulsoup4==4.12.2
+beautifulsoup4==4.12.3
pandas==2.0.3
pydantic==2.5.3
#pygame==2.1.3
@@ -27,15 +33,14 @@ python_docx==0.8.11
PyYAML==6.0.1
# sentence_transformers==2.2.2
setuptools==65.6.3
-tenacity==8.2.2
+tenacity==8.2.3
tiktoken==0.5.2
-tqdm==4.65.0
+tqdm==4.66.2
#unstructured[local-inference]
# selenium>4
# webdriver_manager<3.9
-anthropic==0.8.1
+anthropic==0.18.1
typing-inspect==0.8.0
-typing_extensions==4.9.0
libcst==1.0.1
qdrant-client==1.7.0
# pytest-mock==3.11.1 # test extras require
@@ -50,12 +55,26 @@ aioredis~=2.0.1 # Used by metagpt/utils/redis.py
websocket-client==1.6.2
aiofiles==23.2.1
gitpython==3.1.40
-zhipuai==1.0.7
+zhipuai==2.0.1
+rich==13.6.0
+nbclient==0.9.0
+nbformat==5.9.2
+ipython==8.17.2
+ipykernel==6.27.1
+scikit_learn==1.3.2
+typing-extensions==4.9.0
socksio~=1.0.0
gitignore-parser==0.1.9
# connexion[uvicorn]~=3.0.5 # Used by metagpt/tools/openapi_v3_hello.py
-websockets~=12.0
+websockets~=11.0
networkx~=3.2.1
google-generativeai==0.3.2
-# playwright==1.40.0 # playwright extras require
+playwright>=1.26 # used at metagpt/tools/libs/web_scraping.py
anytree
+ipywidgets==8.1.1
+Pillow
+imap_tools==1.5.0 # Used by metagpt/tools/libs/email_login.py
+qianfan==0.3.2
+dashscope==1.14.1
+rank-bm25==0.2.2 # for tool recommendation
+jieba==0.42.1 # for tool recommendation
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 0439d6cd4..7a14c6182 100644
--- a/setup.py
+++ b/setup.py
@@ -24,7 +24,6 @@ requirements = (here / "requirements.txt").read_text(encoding="utf-8").splitline
extras_require = {
- "playwright": ["playwright>=1.26", "beautifulsoup4"],
"selenium": ["selenium>4", "webdriver_manager", "beautifulsoup4"],
"search-google": ["google-api-python-client==2.94.0"],
"search-ddg": ["duckduckgo-search~=4.1.1"],
@@ -43,11 +42,11 @@ extras_require["test"] = [
"connexion[uvicorn]~=3.0.5",
"azure-cognitiveservices-speech~=1.31.0",
"aioboto3~=11.3.0",
- "chromadb==0.4.14",
+ "chromadb==0.4.23",
"gradio==3.0.0",
"grpcio-status==1.48.2",
- "mock==5.1.0",
"pylint==3.0.3",
+ "pybrowsers",
]
extras_require["pyppeteer"] = [
@@ -58,7 +57,7 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr
setup(
name="metagpt",
- version="0.6.0",
+ version="0.7.4",
description="The Multi-Agent Framework",
long_description=long_description,
long_description_content_type="text/markdown",
@@ -76,7 +75,7 @@ setup(
},
entry_points={
"console_scripts": [
- "metagpt=metagpt.startup:app",
+ "metagpt=metagpt.software_company:app",
],
},
)
diff --git a/tests/config2.yaml b/tests/config2.yaml
new file mode 100644
index 000000000..58314eaed
--- /dev/null
+++ b/tests/config2.yaml
@@ -0,0 +1,27 @@
+llm:
+ base_url: "https://api.openai.com/v1"
+ api_key: "sk-xxx"
+ model: "gpt-3.5-turbo-1106"
+
+search:
+ api_type: "serpapi"
+ api_key: "xxx"
+
+s3:
+ access_key: "MOCK_S3_ACCESS_KEY"
+ secret_key: "MOCK_S3_SECRET_KEY"
+ endpoint: "http://mock:9000"
+ secure: false
+ bucket: "mock"
+
+azure_tts_subscription_key: "xxx"
+azure_tts_region: "eastus"
+
+iflytek_app_id: "xxx"
+iflytek_api_key: "xxx"
+iflytek_api_secret: "xxx"
+
+metagpt_tti_url: "http://mock.com"
+
+repair_llm_output: true
+
diff --git a/tests/conftest.py b/tests/conftest.py
index 6f5c04f06..efd782417 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -12,14 +12,21 @@ import logging
import os
import re
import uuid
+from pathlib import Path
+from typing import Callable
+import aiohttp.web
import pytest
-from metagpt.config import CONFIG, Config
from metagpt.const import DEFAULT_WORKSPACE_ROOT, TEST_DATA_PATH
+from metagpt.context import Context as MetagptContext
from metagpt.llm import LLM
from metagpt.logs import logger
from metagpt.utils.git_repository import GitRepository
+from metagpt.utils.project_repo import ProjectRepo
+from tests.mock.mock_aiohttp import MockAioResponse
+from tests.mock.mock_curl_cffi import MockCurlCffiResponse
+from tests.mock.mock_httplib2 import MockHttplib2Response
from tests.mock.mock_llm import MockLLM
RSP_CACHE_NEW = {} # used globally for producing new and useful only response cache
@@ -30,18 +37,17 @@ ALLOW_OPENAI_API_CALL = int(
@pytest.fixture(scope="session")
def rsp_cache():
- # model_version = CONFIG.openai_api_model
rsp_cache_file_path = TEST_DATA_PATH / "rsp_cache.json" # read repo-provided
new_rsp_cache_file_path = TEST_DATA_PATH / "rsp_cache_new.json" # exporting a new copy
if os.path.exists(rsp_cache_file_path):
- with open(rsp_cache_file_path, "r") as f1:
+ with open(rsp_cache_file_path, "r", encoding="utf-8") as f1:
rsp_cache_json = json.load(f1)
else:
rsp_cache_json = {}
yield rsp_cache_json
- with open(rsp_cache_file_path, "w") as f2:
+ with open(rsp_cache_file_path, "w", encoding="utf-8") as f2:
json.dump(rsp_cache_json, f2, indent=4, ensure_ascii=False)
- with open(new_rsp_cache_file_path, "w") as f2:
+ with open(new_rsp_cache_file_path, "w", encoding="utf-8") as f2:
json.dump(RSP_CACHE_NEW, f2, indent=4, ensure_ascii=False)
@@ -60,6 +66,7 @@ def llm_mock(rsp_cache, mocker, request):
llm.rsp_cache = rsp_cache
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask", llm.aask)
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask_batch", llm.aask_batch)
+ mocker.patch("metagpt.provider.openai_api.OpenAILLM.aask_code", llm.aask_code)
yield mocker
if hasattr(request.node, "test_outcome") and request.node.test_outcome.passed:
if llm.rsp_candidates:
@@ -67,7 +74,7 @@ def llm_mock(rsp_cache, mocker, request):
cand_key = list(rsp_candidate.keys())[0]
cand_value = list(rsp_candidate.values())[0]
if cand_key not in llm.rsp_cache:
- logger.info(f"Added '{cand_key[:100]} ... -> {cand_value[:20]} ...' to response cache")
+ logger.info(f"Added '{cand_key[:100]} ... -> {str(cand_value)[:20]} ...' to response cache")
llm.rsp_cache.update(rsp_candidate)
RSP_CACHE_NEW.update(rsp_candidate)
@@ -75,7 +82,7 @@ def llm_mock(rsp_cache, mocker, request):
class Context:
def __init__(self):
self._llm_ui = None
- self._llm_api = LLM(provider=CONFIG.get_default_llm_provider_enum())
+ self._llm_api = LLM()
@property
def llm_api(self):
@@ -89,9 +96,9 @@ class Context:
@pytest.fixture(scope="package")
def llm_api():
logger.info("Setting up the test")
- _context = Context()
+ g_context = Context()
- yield _context.llm_api
+ yield g_context.llm_api
logger.info("Tearing down the test")
@@ -124,7 +131,7 @@ def proxy():
server = await asyncio.start_server(handle_client, "127.0.0.1", 0)
return server, "http://{}:{}".format(*server.sockets[0].getsockname())
- return proxy_func()
+ return proxy_func
# see https://github.com/Delgan/loguru/issues/59#issuecomment-466591978
@@ -138,23 +145,25 @@ def loguru_caplog(caplog):
yield caplog
-# init & dispose git repo
-@pytest.fixture(scope="function", autouse=True)
-def setup_and_teardown_git_repo(request):
- CONFIG.git_repo = GitRepository(local_path=DEFAULT_WORKSPACE_ROOT / f"unittest/{uuid.uuid4().hex}")
- CONFIG.git_reinit = True
+@pytest.fixture(scope="function")
+def context(request):
+ ctx = MetagptContext()
+ ctx.git_repo = GitRepository(local_path=DEFAULT_WORKSPACE_ROOT / f"unittest/{uuid.uuid4().hex}")
+ ctx.repo = ProjectRepo(ctx.git_repo)
# Destroy git repo at the end of the test session.
def fin():
- CONFIG.git_repo.delete_repository()
+ if ctx.git_repo:
+ ctx.git_repo.delete_repository()
# Register the function for destroying the environment.
request.addfinalizer(fin)
+ return ctx
@pytest.fixture(scope="session", autouse=True)
def init_config():
- Config()
+ pass
@pytest.fixture(scope="function")
@@ -164,39 +173,109 @@ def new_filename(mocker):
yield mocker
+def _rsp_cache(name):
+ rsp_cache_file_path = TEST_DATA_PATH / f"{name}.json" # read repo-provided
+ if os.path.exists(rsp_cache_file_path):
+ with open(rsp_cache_file_path, "r") as f1:
+ rsp_cache_json = json.load(f1)
+ else:
+ rsp_cache_json = {}
+ yield rsp_cache_json
+ with open(rsp_cache_file_path, "w") as f2:
+ json.dump(rsp_cache_json, f2, indent=4, ensure_ascii=False)
+
+
+@pytest.fixture(scope="session")
+def search_rsp_cache():
+ yield from _rsp_cache("search_rsp_cache")
+
+
+@pytest.fixture(scope="session")
+def mermaid_rsp_cache():
+ yield from _rsp_cache("mermaid_rsp_cache")
+
+
@pytest.fixture
def aiohttp_mocker(mocker):
- class MockAioResponse:
- async def json(self, *args, **kwargs):
- return self._json
-
- def set_json(self, json):
- self._json = json
-
- response = MockAioResponse()
-
- class MockCTXMng:
- async def __aenter__(self):
- return response
-
- async def __aexit__(self, *args, **kwargs):
- pass
-
- def __await__(self):
- yield
- return response
-
- def mock_request(self, method, url, **kwargs):
- return MockCTXMng()
+ MockResponse = type("MockResponse", (MockAioResponse,), {})
def wrap(method):
def run(self, url, **kwargs):
- return mock_request(self, method, url, **kwargs)
+ return MockResponse(self, method, url, **kwargs)
return run
- mocker.patch("aiohttp.ClientSession.request", mock_request)
+ mocker.patch("aiohttp.ClientSession.request", MockResponse)
for i in ["get", "post", "delete", "patch"]:
mocker.patch(f"aiohttp.ClientSession.{i}", wrap(i))
+ yield MockResponse
- yield response
+
+@pytest.fixture
+def curl_cffi_mocker(mocker):
+ MockResponse = type("MockResponse", (MockCurlCffiResponse,), {})
+
+ def request(self, *args, **kwargs):
+ return MockResponse(self, *args, **kwargs)
+
+ mocker.patch("curl_cffi.requests.Session.request", request)
+ yield MockResponse
+
+
+@pytest.fixture
+def httplib2_mocker(mocker):
+ MockResponse = type("MockResponse", (MockHttplib2Response,), {})
+
+ def request(self, *args, **kwargs):
+ return MockResponse(self, *args, **kwargs)
+
+ mocker.patch("httplib2.Http.request", request)
+ yield MockResponse
+
+
+@pytest.fixture
+def search_engine_mocker(aiohttp_mocker, curl_cffi_mocker, httplib2_mocker, search_rsp_cache):
+ # aiohttp_mocker: serpapi/serper
+ # httplib2_mocker: google
+ # curl_cffi_mocker: ddg
+ check_funcs: dict[tuple[str, str], Callable[[dict], str]] = {}
+ aiohttp_mocker.rsp_cache = httplib2_mocker.rsp_cache = curl_cffi_mocker.rsp_cache = search_rsp_cache
+ aiohttp_mocker.check_funcs = httplib2_mocker.check_funcs = curl_cffi_mocker.check_funcs = check_funcs
+ yield check_funcs
+
+
+@pytest.fixture
+def http_server():
+ async def handler(request):
+ return aiohttp.web.Response(
+ text="""MetaGPT MetaGPT """,
+ content_type="text/html",
+ )
+
+ async def start():
+ server = aiohttp.web.Server(handler)
+ runner = aiohttp.web.ServerRunner(server)
+ await runner.setup()
+ site = aiohttp.web.TCPSite(runner, "localhost", 0)
+ await site.start()
+ host, port = site._server.sockets[0].getsockname()
+ return site, f"http://{host}:{port}"
+
+ return start
+
+
+@pytest.fixture
+def mermaid_mocker(aiohttp_mocker, mermaid_rsp_cache):
+ check_funcs: dict[tuple[str, str], Callable[[dict], str]] = {}
+ aiohttp_mocker.rsp_cache = mermaid_rsp_cache
+ aiohttp_mocker.check_funcs = check_funcs
+ yield check_funcs
+
+
+@pytest.fixture
+def git_dir():
+ """Fixture to get the unittest directory."""
+ git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}"
+ git_dir.mkdir(parents=True, exist_ok=True)
+ return git_dir
diff --git a/tests/data/audio/hello.mp3 b/tests/data/audio/hello.mp3
new file mode 100644
index 000000000..7b3aab0a4
Binary files /dev/null and b/tests/data/audio/hello.mp3 differ
diff --git a/tests/data/demo_project/dependencies.json b/tests/data/demo_project/dependencies.json
index cfcf6c165..738e5d9be 100644
--- a/tests/data/demo_project/dependencies.json
+++ b/tests/data/demo_project/dependencies.json
@@ -1 +1 @@
-{"docs/system_design/20231221155954.json": ["docs/prds/20231221155954.json"], "docs/tasks/20231221155954.json": ["docs/system_design/20231221155954.json"], "game_2048/game.py": ["docs/tasks/20231221155954.json", "docs/system_design/20231221155954.json"], "game_2048/main.py": ["docs/tasks/20231221155954.json", "docs/system_design/20231221155954.json"], "resources/code_summaries/20231221155954.md": ["docs/tasks/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "docs/code_summaries/20231221155954.json": ["docs/tasks/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "tests/test_main.py": ["game_2048/main.py"], "tests/test_game.py": ["game_2048/game.py"], "test_outputs/test_main.py.json": ["game_2048/main.py", "tests/test_main.py"], "test_outputs/test_game.py.json": ["game_2048/game.py", "tests/test_game.py"]}
\ No newline at end of file
+{"docs/system_design/20231221155954.json": ["docs/prd/20231221155954.json"], "docs/task/20231221155954.json": ["docs/system_design/20231221155954.json"], "game_2048/game.py": ["docs/task/20231221155954.json", "docs/system_design/20231221155954.json"], "game_2048/main.py": ["docs/task/20231221155954.json", "docs/system_design/20231221155954.json"], "resources/code_summary/20231221155954.md": ["docs/task/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "docs/code_summary/20231221155954.json": ["docs/task/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "tests/test_main.py": ["game_2048/main.py"], "tests/test_game.py": ["game_2048/game.py"], "test_outputs/test_main.py.json": ["game_2048/main.py", "tests/test_main.py"], "test_outputs/test_game.py.json": ["game_2048/game.py", "tests/test_game.py"]}
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/maze/arena_maze.csv b/tests/data/environment/stanford_town/the_ville/matrix/maze/arena_maze.csv
new file mode 100644
index 000000000..f9cf65ecd
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/maze/arena_maze.csv
@@ -0,0 +1 @@
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new file mode 100644
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new file mode 100644
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diff --git a/tests/data/environment/stanford_town/the_ville/matrix/maze/spawning_location_maze.csv b/tests/data/environment/stanford_town/the_ville/matrix/maze/spawning_location_maze.csv
new file mode 100644
index 000000000..6d7ca5727
--- /dev/null
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diff --git a/tests/data/environment/stanford_town/the_ville/matrix/maze_meta_info.json b/tests/data/environment/stanford_town/the_ville/matrix/maze_meta_info.json
new file mode 100644
index 000000000..32a15fbb6
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/maze_meta_info.json
@@ -0,0 +1,5 @@
+{"world_name": "the ville",
+ "maze_width": 140,
+ "maze_height": 100,
+ "sq_tile_size": 32,
+ "special_constraint": ""}
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/arena_blocks.csv b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/arena_blocks.csv
new file mode 100644
index 000000000..c92e0c6ab
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/arena_blocks.csv
@@ -0,0 +1,63 @@
+32138, the Ville, artist's co-living space, Latoya Williams's room
+32148, the Ville, artist's co-living space, Latoya Williams's bathroom
+32158, the Ville, artist's co-living space, Rajiv Patel's room
+32168, the Ville, artist's co-living space, Rajiv Patel's bathroom
+32178, the Ville, artist's co-living space, Abigail Chen's room
+32188, the Ville, artist's co-living space, Abigail Chen's bathroom
+32198, the Ville, artist's co-living space, Francisco Lopez's room
+32139, the Ville, artist's co-living space, Francisco Lopez's bathroom
+32149, the Ville, artist's co-living space, Hailey Johnson's room
+32159, the Ville, artist's co-living space, Hailey Johnson's bathroom
+32179, the Ville, artist's co-living space, common room
+32189, the Ville, artist's co-living space, kitchen
+32199, the Ville, Arthur Burton's apartment, main room
+32140, the Ville, Arthur Burton's apartment, bathroom
+32150, the Ville, Ryan Park's apartment, main room
+32160, the Ville, Ryan Park's apartment, bathroom
+32170, the Ville, Isabella Rodriguez's apartment, main room
+32180, the Ville, Isabella Rodriguez's apartment, bathroom
+32190, the Ville, Giorgio Rossi's apartment, main room
+32200, the Ville, Giorgio Rossi's apartment, bathroom
+32141, the Ville, Carlos Gomez's apartment, main room
+32151, the Ville, Carlos Gomez's apartment, bathroom
+32161, the Ville, The Rose and Crown Pub, pub
+32171, the Ville, Hobbs Cafe, cafe
+32181, the Ville, Oak Hill College, classroom
+32191, the Ville, Oak Hill College, library
+32201, the Ville, Oak Hill College, hallway
+32142, the Ville, Johnson Park, park
+32152, the Ville, Harvey Oak Supply Store, supply store
+32162, the Ville, The Willows Market and Pharmacy, store
+32193, the Ville, Adam Smith's house, main room
+32203, the Ville, Adam Smith's house, bathroom
+32174, the Ville, Yuriko Yamamoto's house, main room
+32184, the Ville, Yuriko Yamamoto's house, bathroom
+32194, the Ville, Moore family's house, main room
+32204, the Ville, Moore family's house, bathroom
+32172, the Ville, Dorm for Oak Hill College, Klaus Mueller's room
+32182, the Ville, Dorm for Oak Hill College, Maria Lopez's room
+32192, the Ville, Dorm for Oak Hill College, Ayesha Khan's room
+32202, the Ville, Dorm for Oak Hill College, Wolfgang Schulz's room
+32143, the Ville, Dorm for Oak Hill College, man's bathroom
+32153, the Ville, Dorm for Oak Hill College, woman's bathroom
+32163, the Ville, Dorm for Oak Hill College, common room
+32173, the Ville, Dorm for Oak Hill College, kitchen
+32183, the Ville, Dorm for Oak Hill College, garden
+32205, the Ville, Tamara Taylor and Carmen Ortiz's house, Tamara Taylor's room
+32215, the Ville, Tamara Taylor and Carmen Ortiz's house, Carmen Ortiz's room
+32225, the Ville, Tamara Taylor and Carmen Ortiz's house, common room
+32235, the Ville, Tamara Taylor and Carmen Ortiz's house, kitchen
+32245, the Ville, Tamara Taylor and Carmen Ortiz's house, bathroom
+32255, the Ville, Tamara Taylor and Carmen Ortiz's house, garden
+32265, the Ville, Moreno family's house, Tom and Jane Moreno's bedroom
+32275, the Ville, Moreno family's house, empty bedroom
+32206, the Ville, Moreno family's house, common room
+32216, the Ville, Moreno family's house, kitchen
+32226, the Ville, Moreno family's house, bathroom
+32236, the Ville, Moreno family's house, garden
+32246, the Ville, Lin family's house, Mei and John Lin's bedroom
+32256, the Ville, Lin family's house, Eddy Lin's bedroom
+32266, the Ville, Lin family's house, common room
+32276, the Ville, Lin family's house, kitchen
+32207, the Ville, Lin family's house, bathroom
+32217, the Ville, Lin family's house, garden
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/game_object_blocks.csv b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/game_object_blocks.csv
new file mode 100644
index 000000000..4afc74b7a
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/game_object_blocks.csv
@@ -0,0 +1,46 @@
+32227, the Ville, , bed
+32237, the Ville, , desk
+32247, the Ville, , closet
+32257, the Ville, , shelf
+32267, the Ville, , easel
+32277, the Ville, , bathroom sink
+32208, the Ville, , shower
+32218, the Ville, , toilet
+32228, the Ville, , kitchen sink
+32238, the Ville, , refrigerator
+32248, the Ville, , toaster
+32258, the Ville, , cooking area
+32268, the Ville, , common room table
+32278, the Ville, , common room sofa
+32209, the Ville, , guitar
+32219, the Ville, , microphone
+32229, the Ville, , bar customer seating
+32239, the Ville, , behind the bar counter
+32249, the Ville, , behind the cafe counter
+32259, the Ville, , cafe customer seating
+32269, the Ville, , piano
+32279, the Ville, , blackboard
+32210, the Ville, , game console
+32220, the Ville, , computer desk
+32230, the Ville, , computer
+32240, the Ville, , library sofa
+32250, the Ville, , bookshelf
+32260, the Ville, , library table
+32270, the Ville, , classroom student seating
+32280, the Ville, , classroom podium
+32211, the Ville, , behind the pharmacy counter
+32221, the Ville, , behind the grocery counter
+32231, the Ville, , pharmacy store shelf
+32241, the Ville, , grocery store shelf
+32251, the Ville, , pharmacy store counter
+32261, the Ville, , grocery store counter
+32271, the Ville, , supply store product shelf
+32281, the Ville, , behind the supply store counter
+32212, the Ville, , supply store counter
+32222, the Ville, , dorm garden
+32232, the Ville, , house garden
+32242, the Ville, , garden chair
+32252, the Ville, , park garden
+32262, the Ville, , harp
+32272, the Ville, , lifting weight
+32282, the Ville, , pool table
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/sector_blocks.csv b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/sector_blocks.csv
new file mode 100644
index 000000000..ba09c4c35
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/sector_blocks.csv
@@ -0,0 +1,19 @@
+32135, the Ville, artist's co-living space
+32145, the Ville, Arthur Burton's apartment
+32155, the Ville, Ryan Park's apartment
+32165, the Ville, Isabella Rodriguez's apartment
+32175, the Ville, Giorgio Rossi's apartment
+32185, the Ville, Carlos Gomez's apartment
+32195, the Ville, The Rose and Crown Pub
+32136, the Ville, Hobbs Cafe
+32146, the Ville, Oak Hill College
+32156, the Ville, Johnson Park
+32166, the Ville, Harvey Oak Supply Store
+32176, the Ville, The Willows Market and Pharmacy
+32186, the Ville, Adam Smith's house
+32196, the Ville, Yuriko Yamamoto's house
+32137, the Ville, Moore family's house
+32147, the Ville, Tamara Taylor and Carmen Ortiz's house
+32157, the Ville, Moreno family's house
+32167, the Ville, Lin family's house
+32177, the Ville, Dorm for Oak Hill College
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/spawning_location_blocks.csv b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/spawning_location_blocks.csv
new file mode 100644
index 000000000..564fc76b4
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/spawning_location_blocks.csv
@@ -0,0 +1,40 @@
+32285, the Ville, artist's co-living space, Latoya Williams's room, sp-A
+32295, the Ville, artist's co-living space, Rajiv Patel's room, sp-A
+32305, the Ville, artist's co-living space, Rajiv Patel's room, sp-B
+32315, the Ville, artist's co-living space, Abigail Chen's room, sp-A
+32286, the Ville, artist's co-living space, Francisco Lopez's room, sp-A
+32296, the Ville, artist's co-living space, Hailey Johnson's room, sp-A
+32306, the Ville, Arthur Burton's apartment, main room, sp-A
+32316, the Ville, Arthur Burton's apartment, main room, sp-B
+32287, the Ville, Ryan Park's apartment, main room, sp-A
+32297, the Ville, Ryan Park's apartment, main room, sp-B
+32307, the Ville, Isabella Rodriguez's apartment, main room, sp-A
+32317, the Ville, Isabella Rodriguez's apartment, main room, sp-B
+32288, the Ville, Giorgio Rossi's apartment, main room, sp-A
+32298, the Ville, Giorgio Rossi's apartment, main room, sp-B
+32308, the Ville, Carlos Gomez's apartment, main room, sp-A
+32318, the Ville, Carlos Gomez's apartment, main room, sp-B
+32289, the Ville, Adam Smith's house, main room, sp-A
+32299, the Ville, Adam Smith's house, main room, sp-B
+32309, the Ville, Yuriko Yamamoto's house, main room, sp-A
+32319, the Ville, Yuriko Yamamoto's house, main room, sp-B
+32290, the Ville, Moore family's house, main room, sp-A
+32300, the Ville, Moore family's house, main room, sp-B
+32310, the Ville, Tamara Taylor and Carmen Ortiz's house, Tamara Taylor's room, sp-A
+32320, the Ville, Tamara Taylor and Carmen Ortiz's house, Tamara Taylor's room, sp-B
+32291, the Ville, Tamara Taylor and Carmen Ortiz's house, Carmen Ortiz's room, sp-A
+32301, the Ville, Tamara Taylor and Carmen Ortiz's house, Carmen Ortiz's room, sp-B
+32311, the Ville, Moreno family's house, Tom and Jane Moreno's bedroom, sp-A
+32321, the Ville, Moreno family's house, Tom and Jane Moreno's bedroom, sp-B
+32292, the Ville, Moreno family's house, empty bedroom, sp-A
+32302, the Ville, Moreno family's house, empty bedroom, sp-B
+32312, the Ville, Lin family's house, Mei and John Lin's bedroom, sp-A
+32322, the Ville, Lin family's house, Mei and John Lin's bedroom, sp-B
+32293, the Ville, Lin family's house, Eddy Lin's bedroom, sp-A
+32303, the Ville, Lin family's house, Eddy Lin's bedroom, sp-B
+32313, the Ville, Dorm for Oak Hill College, Klaus Mueller's room, sp-A
+32323, the Ville, Dorm for Oak Hill College, Klaus Mueller's room, sp-B
+32294, the Ville, Dorm for Oak Hill College, Maria Lopez's room, sp-A
+32304, the Ville, Dorm for Oak Hill College, Ayesha Khan's room, sp-A
+32314, the Ville, Dorm for Oak Hill College, Ayesha Khan's room, sp-B
+32324, the Ville, Dorm for Oak Hill College, Wolfgang Schulz's room, sp-A
\ No newline at end of file
diff --git a/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/world_blocks.csv b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/world_blocks.csv
new file mode 100644
index 000000000..b04d990bb
--- /dev/null
+++ b/tests/data/environment/stanford_town/the_ville/matrix/special_blocks/world_blocks.csv
@@ -0,0 +1 @@
+32134, the Ville
\ No newline at end of file
diff --git a/tests/data/graph_db/networkx.class_view.json b/tests/data/graph_db/networkx.class_view.json
new file mode 100644
index 000000000..ad464e79a
--- /dev/null
+++ b/tests/data/graph_db/networkx.class_view.json
@@ -0,0 +1 @@
+{"directed": true, "multigraph": false, "graph": {}, "nodes": [{"id": "metagpt/schema.py"}, {"id": "source_code"}, {"id": "python"}, {"id": "metagpt/schema.py:AIMessage"}, {"id": "class"}, {"id": "{\"name\":\"AIMessage\",\"package\":\"metagpt/schema.py:AIMessage\",\"attributes\":{},\"methods\":{},\"compositions\":[],\"aggregations\":[]}"}, {"id": "metagpt/provider/general_api_base.py"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor"}, {"id": "{\"name\":\"APIRequestor\",\"package\":\"metagpt/provider/general_api_base.py:APIRequestor\",\"attributes\":{\"api_key\":{\"name\":\"api_key\",\"type_\":\"\",\"default_\":\"\",\"description\":\"api_key : NoneType\",\"compositions\":[]},\"api_type\":{\"name\":\"api_type\",\"type_\":\"AZURE_AD,OPEN_AI\",\"default_\":\"\",\"description\":\"api_type : AZURE_AD, OPEN_AI\",\"compositions\":[\"AZURE_AD\",\"OPEN_AI\"]},\"api_version\":{\"name\":\"api_version\",\"type_\":\"\",\"default_\":\"\",\"description\":\"api_version : 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Remove useless `llm`\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/6/5 01:44\\n@Author : alexanderwu\\n@File : skill_manager.py\\n@Modified By: mashenquan, 2023/8/20. Remove useless `llm`\\n\"],\"properties\":{}}"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['Action']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.const"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"PROMPT_PATH\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['PROMPT_PATH']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.document_store.chromadb_store"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.chromadb_store\",\"names\":[\"ChromaStore\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['ChromaStore']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.logs"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['logger']"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.Assign\",\"tokens\":[\"Skill\"],\"properties\":{}}"}, {"id": "{\"lineno\":17,\"end_lineno\":74,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SkillManager\"],\"properties\":{}}"}, {"id": "metagpt/management/skill_manager.py:__name__:__main__"}, {"id": "{\"lineno\":77,\"end_lineno\":79,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:Engineer:__init__"}, {"id": "metagpt/roles/engineer.py:Engineer:_parse_tasks"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_sp_with_cr"}, {"id": "metagpt/roles/engineer.py:Engineer:_act"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_write_code"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_summarize"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_code_plan_and_change"}, {"id": "metagpt/roles/engineer.py:Engineer:_is_pass"}, {"id": "metagpt/roles/engineer.py:Engineer:_think"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_coding_context"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_coding_doc"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_code_actions"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_summarize_actions"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_code_plan_and_change_action"}, {"id": "metagpt/roles/engineer.py:IS_PASS_PROMPT"}, {"id": "metagpt/roles/engineer.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : engineer.py\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116:\n 1. Modify the data type of the `cause_by` value in the `Message` to a string, and utilize the new message\n distribution feature for message filtering.\n 2. Consolidate message reception and processing logic within `_observe`.\n 3. Fix bug: Add logic for handling asynchronous message processing when messages are not ready.\n 4. Supplemented the external transmission of internal messages.\n@Modified By: mashenquan, 2023-11-27.\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n 2. According to the design in Section 2.2.3.5.5 of RFC 135, add incremental iteration functionality.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":18,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Modify the data type of the `cause_by` value in the `Message` to a string, and utilize the new message\\n distribution feature for message filtering.\\n 2. Consolidate message reception and processing logic within `_observe`.\\n 3. Fix bug: Add logic for handling asynchronous message processing when messages are not ready.\\n 4. Supplemented the external transmission of internal messages.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n 2. According to the design in Section 2.2.3.5.5 of RFC 135, add incremental iteration functionality.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:module:__future__"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['annotations']"}, {"id": "metagpt/roles/engineer.py:json"}, {"id": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:module:collections"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"collections\",\"names\":[\"defaultdict\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['defaultdict']"}, {"id": "metagpt/roles/engineer.py:module:pathlib"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['Path']"}, {"id": "metagpt/roles/engineer.py:module:typing"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Set\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['Set']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\",\"WriteCode\",\"WriteCodeReview\",\"WriteTasks\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['Action', 'WriteCode', 'WriteCodeReview', 'WriteTasks']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.fix_bug"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.fix_bug\",\"names\":[\"FixBug\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['FixBug']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.project_management_an"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.project_management_an\",\"names\":[\"REFINED_TASK_LIST\",\"TASK_LIST\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['REFINED_TASK_LIST', 'TASK_LIST']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.write_code_plan_and_change_an"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_code_plan_and_change_an\",\"names\":[\"WriteCodePlanAndChange\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['WriteCodePlanAndChange']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.const"}, {"id": "{\"lineno\":32,\"end_lineno\":37,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"CODE_PLAN_AND_CHANGE_FILE_REPO\",\"REQUIREMENT_FILENAME\",\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['CODE_PLAN_AND_CHANGE_FILE_REPO', 'REQUIREMENT_FILENAME', 'SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":38,\"end_lineno\":38,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['logger']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.roles"}, {"id": "{\"lineno\":39,\"end_lineno\":39,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['Role']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.schema"}, {"id": "{\"lineno\":40,\"end_lineno\":47,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"CodePlanAndChangeContext\",\"CodeSummarizeContext\",\"CodingContext\",\"Document\",\"Documents\",\"Message\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['CodePlanAndChangeContext', 'CodeSummarizeContext', 'CodingContext', 'Document', 'Documents', 'Message']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":48,\"end_lineno\":48,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\",\"any_to_str\",\"any_to_str_set\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['any_to_name', 'any_to_str', 'any_to_str_set']"}, {"id": "{\"lineno\":50,\"end_lineno\":57,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":60,\"end_lineno\":386,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Engineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:__init__"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_write_test"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_run_code"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_debug_error"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_act"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_observe"}, {"id": "metagpt/roles/qa_engineer.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : qa_engineer.py\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\n@Modified By: mashenquan, 2023-11-27.\n 1. Following the think-act principle, solidify the task parameters when creating the\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\n to using file references.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : qa_engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. Following the think-act principle, solidify the task parameters when creating the\\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\\n to using file references.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['DebugError', 'RunCode', 'WriteTest']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.const"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['MESSAGE_ROUTE_TO_NONE']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.logs"}, {"id": "metagpt/roles/qa_engineer.py:names:['logger']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.roles"}, {"id": "metagpt/roles/qa_engineer.py:names:['Role']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.schema"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['Document', 'Message', 'RunCodeContext', 'TestingContext']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['any_to_str_set', 'parse_recipient']"}, {"id": "{\"lineno\":27,\"end_lineno\":181,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"QaEngineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:Teacher:__init__"}, {"id": "metagpt/roles/teacher.py:Teacher:_think"}, {"id": "metagpt/roles/teacher.py:Teacher:_react"}, {"id": "metagpt/roles/teacher.py:ast.Constant:\n@Time : 2023/7/27\n@Author : mashenquan\n@File : teacher.py\n@Desc : Used by Agent Store\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/7/27\\n@Author : mashenquan\\n@File : teacher.py\\n@Desc : Used by Agent Store\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:re"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['UserRequirement']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions.write_teaching_plan"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['TeachingPlanBlock', 'WriteTeachingPlanPart']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.logs"}, {"id": "metagpt/roles/teacher.py:names:['logger']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.roles"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Role']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.schema"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Message']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"awrite\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['any_to_str', 'awrite']"}, {"id": "{\"lineno\":22,\"end_lineno\":111,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Teacher\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:ProductManager:__init__"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_think"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_observe"}, {"id": "metagpt/roles/product_manager.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : product_manager.py\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : product_manager.py\\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['UserRequirement', 'WritePRD']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions.prepare_documents"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.prepare_documents\",\"names\":[\"PrepareDocuments\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['PrepareDocuments']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['Role']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['any_to_name']"}, {"id": "{\"lineno\":16,\"end_lineno\":51,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProductManager\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:ast.Constant:\n@Time : 2023/5/25 17:21\n@Author : alexanderwu\n@File : sales.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/25 17:21\\n@Author : alexanderwu\\n@File : sales.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:module:typing"}, {"id": "metagpt/roles/sales.py:names:['Optional']"}, {"id": "metagpt/roles/sales.py:module:pydantic"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Field', 'model_validator']"}, {"id": "metagpt/roles/sales.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\",\"UserRequirement\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchAndSummarize', 'UserRequirement']"}, {"id": "metagpt/roles/sales.py:module:metagpt.document_store.base_store"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.base_store\",\"names\":[\"BaseStore\"]}}"}, {"id": "metagpt/roles/sales.py:names:['BaseStore']"}, {"id": "metagpt/roles/sales.py:module:metagpt.roles"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Role']"}, {"id": "metagpt/roles/sales.py:module:metagpt.tools.search_engine"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools.search_engine\",\"names\":[\"SearchEngine\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchEngine']"}, {"id": "{\"lineno\":19,\"end_lineno\":41,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Sales\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:Searcher:_act_sp"}, {"id": "metagpt/roles/searcher.py:Searcher:_act"}, {"id": "metagpt/roles/searcher.py:ast.Constant:\n@Time : 2023/5/23 17:25\n@Author : alexanderwu\n@File : searcher.py\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/23 17:25\\n@Author : alexanderwu\\n@File : searcher.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:module:typing"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['Optional']"}, {"id": "metagpt/roles/searcher.py:module:pydantic"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['Field', 'model_validator']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchAndSummarize']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionNode']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_output"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionOutput']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.logs"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['logger']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.roles"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['Role']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.schema"}, {"id": "metagpt/roles/searcher.py:names:['Message']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.tools.search_engine"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools.search_engine\",\"names\":[\"SearchEngine\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchEngine']"}, {"id": "{\"lineno\":24,\"end_lineno\":69,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Searcher\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:Assistant:__init__"}, {"id": "metagpt/roles/assistant.py:Assistant:_plan"}, {"id": "metagpt/roles/assistant.py:ast.Constant:\n@Time : 2023/8/7\n@Author : mashenquan\n@File : assistant.py\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\n make these symbols configurable and standardized, making the process of building flows more convenient.\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\n configuration file.\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\n indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/8/7\\n@Author : mashenquan\\n@File : assistant.py\\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\\n make these symbols configurable and standardized, making the process of building flows more convenient.\\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\\n configuration file.\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\\n indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:module:enum"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Enum']"}, {"id": "metagpt/roles/assistant.py:module:pathlib"}, {"id": "metagpt/roles/assistant.py:names:['Path']"}, {"id": "metagpt/roles/assistant.py:module:typing"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Optional']"}, {"id": "metagpt/roles/assistant.py:module:pydantic"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Field']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.skill_action"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.skill_action\",\"names\":[\"ArgumentsParingAction\",\"SkillAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['ArgumentsParingAction', 'SkillAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.talk_action"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.talk_action\",\"names\":[\"TalkAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['TalkAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.learn.skill_loader\",\"names\":[\"SkillsDeclaration\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['SkillsDeclaration']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.logs"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.memory.brain_memory\",\"names\":[\"BrainMemory\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['BrainMemory']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.roles"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Role']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.schema"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":32,\"end_lineno\":34,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":37,\"end_lineno\":139,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Assistant\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py"}, {"id": "metagpt/roles/__init__.py:__all__"}, {"id": "metagpt/roles/__init__.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : __init__.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : __init__.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Role']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.architect"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.architect\",\"names\":[\"Architect\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Architect']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.project_manager"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.project_manager\",\"names\":[\"ProjectManager\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['ProjectManager']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.product_manager"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.product_manager\",\"names\":[\"ProductManager\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['ProductManager']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.engineer"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.engineer\",\"names\":[\"Engineer\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Engineer']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.qa_engineer"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.qa_engineer\",\"names\":[\"QaEngineer\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['QaEngineer']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.searcher"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.searcher\",\"names\":[\"Searcher\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Searcher']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.sales"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.sales\",\"names\":[\"Sales\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Sales']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.customer_service"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.customer_service\",\"names\":[\"CustomerService\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['CustomerService']"}, {"id": "{\"lineno\":20,\"end_lineno\":30,\"type_name\":\"ast.Assign\",\"tokens\":[\"__all__\"],\"properties\":{}}"}, {"id": "metagpt/roles/role.py:Role:_process_role_extra"}, {"id": "metagpt/roles/role.py:Role:_reset"}, {"id": "metagpt/roles/role.py:Role:_setting"}, {"id": "metagpt/roles/role.py:Role:_check_actions"}, {"id": "metagpt/roles/role.py:Role:_init_action"}, {"id": "metagpt/roles/role.py:Role:_set_react_mode"}, {"id": "metagpt/roles/role.py:Role:_watch"}, {"id": "metagpt/roles/role.py:Role:_set_state"}, {"id": "metagpt/roles/role.py:Role:_get_prefix"}, {"id": "metagpt/roles/role.py:Role:_think"}, {"id": "metagpt/roles/role.py:Role:_act"}, {"id": "metagpt/roles/role.py:Role:_observe"}, {"id": "metagpt/roles/role.py:Role:_react"}, {"id": "metagpt/roles/role.py:Role:_act_by_order"}, {"id": "metagpt/roles/role.py:Role:_plan_and_act"}, {"id": "metagpt/roles/role.py:Role:_act_on_task"}, {"id": "metagpt/roles/role.py:PREFIX_TEMPLATE"}, {"id": "metagpt/roles/role.py:CONSTRAINT_TEMPLATE"}, {"id": "metagpt/roles/role.py:STATE_TEMPLATE"}, {"id": "metagpt/roles/role.py:ROLE_TEMPLATE"}, {"id": "metagpt/roles/role.py:ast.Constant:\n@Time : 2023/5/11 14:42\n@Author : alexanderwu\n@File : role.py\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\n consolidated within the `_observe` function.\n 2. Standardize the message filtering for string label matching. Role objects can access the message labels\n they've subscribed to through the `subscribed_tags` property.\n 3. Move the message receive buffer from the global variable `self.rc.env.memory` to the role's private variable\n `self.rc.msg_buffer` for easier message identification and asynchronous appending of messages.\n 4. Standardize the way messages are passed: `publish_message` sends messages out, while `put_message` places\n messages into the Role object's private message receive buffer. There are no other message transmit methods.\n 5. Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\n functionality is to be consolidated into the `Environment` class.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":21,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:42\\n@Author : alexanderwu\\n@File : role.py\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\\n consolidated within the `_observe` function.\\n 2. Standardize the message filtering for string label matching. Role objects can access the message labels\\n they've subscribed to through the `subscribed_tags` property.\\n 3. Move the message receive buffer from the global variable `self.rc.env.memory` to the role's private variable\\n `self.rc.msg_buffer` for easier message identification and asynchronous appending of messages.\\n 4. Standardize the way messages are passed: `publish_message` sends messages out, while `put_message` places\\n messages into the Role object's private message receive buffer. There are no other message transmit methods.\\n 5. Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\\n functionality is to be consolidated into the `Environment` class.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/role.py:module:__future__"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/roles/role.py:names:['annotations']"}, {"id": "metagpt/roles/role.py:module:enum"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/roles/role.py:names:['Enum']"}, {"id": "metagpt/roles/role.py:module:typing"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"TYPE_CHECKING\",\"Iterable\",\"Optional\",\"Set\",\"Type\",\"Union\"]}}"}, {"id": 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In accordance with Chapter 2.1.3 of RFC 116, modify the data type of the `cause_by`\\n value of the `Message` object.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. Mark the location of Design, Tasks, Legacy Code and Debug logs in the PROMPT_TEMPLATE with markdown\\n code-block formatting to enhance the understanding for the LLM.\\n 2. Following the think-act principle, solidify the task parameters when creating the WriteCode object, rather\\n than passing them in when calling the run function.\\n 3. 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"{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.Assign\",\"tokens\":[\"WRITE_REVIEW_NODE\"],\"properties\":{}}"}, {"id": "{\"lineno\":33,\"end_lineno\":39,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteReview\"],\"properties\":{}}"}, {"id": "metagpt/actions/action.py:Action:_init_with_instruction"}, {"id": "metagpt/actions/action.py:Action:__str__"}, {"id": "metagpt/actions/action.py:Action:__repr__"}, {"id": "metagpt/actions/action.py:Action:_aask"}, {"id": "metagpt/actions/action.py:Action:_run_action_node"}, {"id": "metagpt/actions/action.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : action.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : action.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/action.py:module:__future__"}, {"id": "metagpt/actions/action.py:names:['annotations']"}, {"id": 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execute_task.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/13 12:26\\n@Author : femto Zheng\\n@File : execute_task.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/execute_task.py:module:metagpt.actions"}, {"id": "metagpt/actions/execute_task.py:names:['Action']"}, {"id": "metagpt/actions/execute_task.py:module:metagpt.schema"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/actions/execute_task.py:names:['Message']"}, {"id": "{\"lineno\":14,\"end_lineno\":19,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ExecuteTask\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_handle_bugfix"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_handle_new_requirement"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_handle_requirement_update"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_is_bugfix"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_is_related"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_merge"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_update_prd"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_save_competitive_analysis"}, {"id": "metagpt/actions/write_prd.py:WritePRD:_rename_workspace"}, {"id": "metagpt/actions/write_prd.py:CONTEXT_TEMPLATE"}, {"id": "metagpt/actions/write_prd.py:NEW_REQ_TEMPLATE"}, {"id": "metagpt/actions/write_prd.py:ast.Constant:\n@Time : 2023/5/11 17:45\n@Author : alexanderwu\n@File : write_prd.py\n@Modified By: mashenquan, 2023/11/27.\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n 2. According to the design in Section 2.2.3.5.2 of RFC 135, add incremental iteration functionality.\n 3. Move the document storage operations related to WritePRD from the save operation of WriteDesign.\n@Modified By: mashenquan, 2023/12/5. Move the generation logic of the project name to WritePRD.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":12,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:45\\n@Author : alexanderwu\\n@File : write_prd.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n 2. According to the design in Section 2.2.3.5.2 of RFC 135, add incremental iteration functionality.\\n 3. Move the document storage operations related to WritePRD from the save operation of WriteDesign.\\n@Modified By: mashenquan, 2023/12/5. 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"{\"lineno\":22,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_prd_an\",\"names\":[\"COMPETITIVE_QUADRANT_CHART\",\"PROJECT_NAME\",\"REFINED_PRD_NODE\",\"WP_IS_RELATIVE_NODE\",\"WP_ISSUE_TYPE_NODE\",\"WRITE_PRD_NODE\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['COMPETITIVE_QUADRANT_CHART', 'PROJECT_NAME', 'REFINED_PRD_NODE', 'WP_IS_RELATIVE_NODE', 'WP_ISSUE_TYPE_NODE', 'WRITE_PRD_NODE']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.const"}, {"id": "{\"lineno\":30,\"end_lineno\":34,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"BUGFIX_FILENAME\",\"COMPETITIVE_ANALYSIS_FILE_REPO\",\"REQUIREMENT_FILENAME\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['BUGFIX_FILENAME', 'COMPETITIVE_ANALYSIS_FILE_REPO', 'REQUIREMENT_FILENAME']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.logs"}, {"id": 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"metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_NUMPY"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_SPHINX"}, {"id": "metagpt/actions/write_docstring.py:_python_docstring_style"}, {"id": "metagpt/actions/write_docstring.py:ast.Constant:Code Docstring Generator.\n\nThis script provides a tool to automatically generate docstrings for Python code. It uses the specified style to create\ndocstrings for the given code and system text.\n\nUsage:\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\n\nArguments:\n filename The path to the Python file for which you want to generate docstrings.\n\nOptions:\n --overwrite If specified, overwrite the original file with the code containing docstrings.\n --style= Specify the style of the generated docstrings.\n Valid values: 'google', 'numpy', or 'sphinx'.\n Default: 'google'\n\nExample:\n python3 -m metagpt.actions.write_docstring ./metagpt/software_company.py --overwrite False --style=numpy\n\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\nthe specified docstring style and adds them to the code.\n"}, {"id": "{\"lineno\":1,\"end_lineno\":23,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"Code Docstring Generator.\\n\\nThis script provides a tool to automatically generate docstrings for Python code. 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Following the think-act principle, solidify the task parameters when creating the\\n WriteCode object, rather than passing them in when calling the run function.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code_review.py:module:pydantic"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/actions/write_code_review.py:names:['Field']"}, {"id": "metagpt/actions/write_code_review.py:module:tenacity"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"tenacity\",\"names\":[\"retry\",\"stop_after_attempt\",\"wait_random_exponential\"]}}"}, {"id": "metagpt/actions/write_code_review.py:names:['retry', 'stop_after_attempt', 'wait_random_exponential']"}, {"id": "metagpt/actions/write_code_review.py:module:metagpt.actions"}, {"id": 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"metagpt/actions/project_management_an.py:LOGIC_ANALYSIS"}, {"id": "metagpt/actions/project_management_an.py:REFINED_LOGIC_ANALYSIS"}, {"id": "metagpt/actions/project_management_an.py:TASK_LIST"}, {"id": "metagpt/actions/project_management_an.py:REFINED_TASK_LIST"}, {"id": "metagpt/actions/project_management_an.py:FULL_API_SPEC"}, {"id": "metagpt/actions/project_management_an.py:SHARED_KNOWLEDGE"}, {"id": "metagpt/actions/project_management_an.py:REFINED_SHARED_KNOWLEDGE"}, {"id": "metagpt/actions/project_management_an.py:ANYTHING_UNCLEAR_PM"}, {"id": "metagpt/actions/project_management_an.py:NODES"}, {"id": "metagpt/actions/project_management_an.py:REFINED_NODES"}, {"id": "metagpt/actions/project_management_an.py:PM_NODE"}, {"id": "metagpt/actions/project_management_an.py:REFINED_PM_NODE"}, {"id": "metagpt/actions/project_management_an.py:ast.Constant:\n@Time : 2023/12/14 15:28\n@Author : alexanderwu\n@File : project_management_an.py\n"}, {"id": 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Divide the context into three components: legacy code, unit test code, and console log.\n 2. Move the document storage operations related to WritePRD from the save operation of WriteDesign.\n 3. According to the design in Section 2.2.3.5.4 of RFC 135, add incremental iteration functionality.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":11,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 19:12\\n@Author : alexanderwu\\n@File : project_management.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. Divide the context into three components: legacy code, unit test code, and console log.\\n 2. Move the document storage operations related to WritePRD from the save operation of WriteDesign.\\n 3. According to the design in Section 2.2.3.5.4 of RFC 135, add incremental iteration functionality.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management.py:json"}, {"id": "metagpt/actions/project_management.py:module:typing"}, {"id": "metagpt/actions/project_management.py:names:['Optional']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['Action']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.action_output"}, {"id": "metagpt/actions/project_management.py:names:['ActionOutput']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.project_management_an"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.project_management_an\",\"names\":[\"PM_NODE\",\"REFINED_PM_NODE\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['PM_NODE', 'REFINED_PM_NODE']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.const"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"PACKAGE_REQUIREMENTS_FILENAME\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['PACKAGE_REQUIREMENTS_FILENAME']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.logs"}, {"id": "metagpt/actions/project_management.py:names:['logger']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.schema"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Documents\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['Document', 'Documents']"}, {"id": "{\"lineno\":23,\"end_lineno\":29,\"type_name\":\"ast.Assign\",\"tokens\":[\"NEW_REQ_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":32,\"end_lineno\":96,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTasks\"],\"properties\":{}}"}, {"id": "metagpt/actions/action_node.py:ActionNode:__init__"}, {"id": "metagpt/actions/action_node.py:ActionNode:__str__"}, {"id": "metagpt/actions/action_node.py:ActionNode:__repr__"}, {"id": "metagpt/actions/action_node.py:ActionNode:_get_children_mapping"}, {"id": "metagpt/actions/action_node.py:ActionNode:_get_self_mapping"}, {"id": "metagpt/actions/action_node.py:ActionNode:_create_children_class"}, {"id": "metagpt/actions/action_node.py:ActionNode:_to_dict"}, {"id": "metagpt/actions/action_node.py:ActionNode:_compile_f"}, {"id": "metagpt/actions/action_node.py:ActionNode:_aask_v1"}, {"id": "metagpt/actions/action_node.py:ActionNode:_makeup_nodes_output_with_req"}, {"id": "metagpt/actions/action_node.py:ActionNode:_makeup_nodes_output_with_comment"}, {"id": "metagpt/actions/action_node.py:dict_to_markdown"}, {"id": "metagpt/actions/action_node.py:TAG"}, {"id": "metagpt/actions/action_node.py:LANGUAGE_CONSTRAINT"}, {"id": "metagpt/actions/action_node.py:FORMAT_CONSTRAINT"}, {"id": "metagpt/actions/action_node.py:SIMPLE_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:REVIEW_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:REVISE_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:ast.Constant:\n@Time : 2023/12/11 18:45\n@Author : alexanderwu\n@File : action_node.py\n\nNOTE: You should use typing.List instead of list to do type annotation. Because in the markdown extraction process,\n we can use typing to extract the type of the node, but we cannot use built-in list to extract.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/12/11 18:45\\n@Author : alexanderwu\\n@File : action_node.py\\n\\nNOTE: You should use typing.List instead of list to do type annotation. 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According to Section 2.2.1 and 2.2.2 of RFC 116, added key definitions for\n common properties in the Message.\n@Modified By: mashenquan, 2023-11-27. Defines file repository paths according to Section 2.2.3.4 of RFC 135.\n@Modified By: mashenquan, 2023/12/5. Add directories for code summarization..\n", "target": "{\"lineno\":3,\"end_lineno\":11,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/1 11:59\\n@Author : alexanderwu\\n@File : const.py\\n@Modified By: mashenquan, 2023-11-1. According to Section 2.2.1 and 2.2.2 of RFC 116, added key definitions for\\n common properties in the Message.\\n@Modified By: mashenquan, 2023-11-27. Defines file repository paths according to Section 2.2.3.4 of RFC 135.\\n@Modified By: mashenquan, 2023/12/5. 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Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\n functionality is to be consolidated into the `Environment` class.\n", "target": "{\"lineno\":3,\"end_lineno\":21,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:42\\n@Author : alexanderwu\\n@File : role.py\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\\n consolidated within the `_observe` function.\\n 2. 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It uses the specified style to create\ndocstrings for the given code and system text.\n\nUsage:\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\n\nArguments:\n filename The path to the Python file for which you want to generate docstrings.\n\nOptions:\n --overwrite If specified, overwrite the original file with the code containing docstrings.\n --style= Specify the style of the generated docstrings.\n Valid values: 'google', 'numpy', or 'sphinx'.\n Default: 'google'\n\nExample:\n python3 -m metagpt.actions.write_docstring ./metagpt/software_company.py --overwrite False --style=numpy\n\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\nthe specified docstring style and adds them to the code.\n", "target": "{\"lineno\":1,\"end_lineno\":23,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"Code Docstring Generator.\\n\\nThis script provides a tool to automatically generate docstrings for Python code. It uses the specified style to create\\ndocstrings for the given code and system text.\\n\\nUsage:\\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\\n\\nArguments:\\n filename The path to the Python file for which you want to generate docstrings.\\n\\nOptions:\\n --overwrite If specified, overwrite the original file with the code containing docstrings.\\n --style= Specify the style of the generated docstrings.\\n Valid values: 'google', 'numpy', or 'sphinx'.\\n Default: 'google'\\n\\nExample:\\n python3 -m metagpt.actions.write_docstring ./metagpt/software_company.py --overwrite False --style=numpy\\n\\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\\nthe specified docstring style and adds them to the code.\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/write_docstring.py:module:__future__", "target": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/write_docstring.py:names:['annotations']", "target": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/write_docstring.py:ast", "target": "{\"lineno\":26,\"end_lineno\":26,\"type_name\":\"ast.Import\",\"tokens\":[\"ast\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/write_docstring.py:module:pathlib", "target": 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run_code.py\n@Modified By: mashenquan, 2023/11/27.\n 1. Mark the location of Console logs in the PROMPT_TEMPLATE with markdown code-block formatting to enhance\n the understanding for the LLM.\n 2. Fix bug: Add the \"install dependency\" operation.\n 3. Encapsulate the input of RunCode into RunCodeContext and encapsulate the output of RunCode into\n RunCodeResult to standardize and unify parameter passing between WriteCode, RunCode, and DebugError.\n 4. According to section 2.2.3.5.7 of RFC 135, change the method of transferring file content\n (code files, unit test files, log files) from using the message to using the file name.\n 5. Merged the `Config` class of send18:dev branch to take over the set/get operations of the Environment\n class.\n", "target": "{\"lineno\":3,\"end_lineno\":17,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:46\\n@Author : alexanderwu\\n@File : run_code.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. Mark the location of Console logs in the PROMPT_TEMPLATE with markdown code-block formatting to enhance\\n the understanding for the LLM.\\n 2. Fix bug: Add the \\\"install dependency\\\" operation.\\n 3. Encapsulate the input of RunCode into RunCodeContext and encapsulate the output of RunCode into\\n RunCodeResult to standardize and unify parameter passing between WriteCode, RunCode, and DebugError.\\n 4. According to section 2.2.3.5.7 of RFC 135, change the method of transferring file content\\n (code files, unit test files, log files) from using the message to using the file name.\\n 5. Merged the `Config` class of send18:dev branch to take over the set/get operations of the Environment\\n class.\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/run_code.py:subprocess", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.Import\",\"tokens\":[\"subprocess\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/run_code.py:module:pathlib", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/run_code.py:names:['Path']", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/actions/run_code.py:module:typing", "target": 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diff --git a/tests/data/graph_db/networkx.json b/tests/data/graph_db/networkx.json
deleted file mode 100644
index 9e8c38a8f..000000000
--- a/tests/data/graph_db/networkx.json
+++ /dev/null
@@ -1 +0,0 @@
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Remove global configuration `CONFIG`, enable configuration support for business isolation.\n"}, {"id": "{\"lineno\":2,\"end_lineno\":4,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.\\n\"],\"properties\":{}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:__future__"}, {"id": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['annotations']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:asyncio"}, {"id": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.Import\",\"tokens\":[\"asyncio\"],\"properties\":{}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:sys"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:pathlib"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['Path']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:typing"}, {"id": 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Remove global configuration `CONFIG`, enable configuration support for business isolation.\n"}, {"id": "metagpt/tools/web_browser_engine.py:module:__future__"}, {"id": "metagpt/tools/web_browser_engine.py:names:['annotations']"}, {"id": "metagpt/tools/web_browser_engine.py:importlib"}, {"id": "metagpt/tools/web_browser_engine.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Callable\",\"Coroutine\",\"overload\"]}}"}, {"id": "metagpt/tools/web_browser_engine.py:names:['Any', 'Callable', 'Coroutine', 'overload']"}, {"id": "metagpt/tools/web_browser_engine.py:module:metagpt.config"}, {"id": "metagpt/tools/web_browser_engine.py:names:['CONFIG']"}, {"id": "metagpt/tools/web_browser_engine.py:module:metagpt.tools"}, {"id": 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{"id": "{\"lineno\":39,\"end_lineno\":45,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"CodeSummarizeContext\",\"CodingContext\",\"Document\",\"Documents\",\"Message\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['CodeSummarizeContext', 'CodingContext', 'Document', 'Documents', 'Message']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":46,\"end_lineno\":46,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\",\"any_to_str\",\"any_to_str_set\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['any_to_name', 'any_to_str', 'any_to_str_set']"}, {"id": "{\"lineno\":48,\"end_lineno\":55,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":58,\"end_lineno\":321,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Engineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:__init__"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_write_test"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_run_code"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_debug_error"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_act"}, {"id": "metagpt/roles/qa_engineer.py:QaEngineer:_observe"}, {"id": "metagpt/roles/qa_engineer.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : qa_engineer.py\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\n@Modified By: mashenquan, 2023-11-27.\n 1. Following the think-act principle, solidify the task parameters when creating the\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\n to using file references.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : qa_engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. Following the think-act principle, solidify the task parameters when creating the\\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\\n to using file references.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['DebugError', 'RunCode', 'WriteTest']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.config"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config\",\"names\":[\"CONFIG\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['CONFIG']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.const"}, {"id": "{\"lineno\":22,\"end_lineno\":26,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\",\"TEST_CODES_FILE_REPO\",\"TEST_OUTPUTS_FILE_REPO\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['MESSAGE_ROUTE_TO_NONE', 'TEST_CODES_FILE_REPO', 'TEST_OUTPUTS_FILE_REPO']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.logs"}, {"id": "metagpt/roles/qa_engineer.py:names:['logger']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.roles"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['Role']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.schema"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['Document', 'Message', 'RunCodeContext', 'TestingContext']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['any_to_str_set', 'parse_recipient']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.utils.file_repository"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.file_repository\",\"names\":[\"FileRepository\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['FileRepository']"}, {"id": "{\"lineno\":34,\"end_lineno\":186,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"QaEngineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:Teacher:__init__"}, {"id": "metagpt/roles/teacher.py:Teacher:_think"}, {"id": "metagpt/roles/teacher.py:Teacher:_react"}, {"id": "metagpt/roles/teacher.py:ast.Constant:\n@Time : 2023/7/27\n@Author : mashenquan\n@File : teacher.py\n@Desc : Used by Agent Store\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/7/27\\n@Author : mashenquan\\n@File : teacher.py\\n@Desc : Used by Agent Store\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:re"}, {"id": "metagpt/roles/teacher.py:aiofiles"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.Import\",\"tokens\":[\"aiofiles\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['UserRequirement']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions.write_teaching_plan"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['TeachingPlanBlock', 'WriteTeachingPlanPart']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.config"}, {"id": "metagpt/roles/teacher.py:names:['CONFIG']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.logs"}, {"id": "metagpt/roles/teacher.py:names:['logger']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.roles"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Role']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.schema"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Message']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['any_to_str']"}, {"id": "{\"lineno\":25,\"end_lineno\":118,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Teacher\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:ProductManager:__init__"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_think"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_observe"}, {"id": "metagpt/roles/product_manager.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : product_manager.py\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : product_manager.py\\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['UserRequirement', 'WritePRD']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions.prepare_documents"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.prepare_documents\",\"names\":[\"PrepareDocuments\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['PrepareDocuments']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.config"}, {"id": "metagpt/roles/product_manager.py:names:['CONFIG']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['Role']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['any_to_name']"}, {"id": "{\"lineno\":17,\"end_lineno\":57,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProductManager\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:Sales:__init__"}, {"id": "metagpt/roles/sales.py:Sales:_set_store"}, {"id": "metagpt/roles/sales.py:ast.Constant:\n@Time : 2023/5/25 17:21\n@Author : alexanderwu\n@File : sales.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/25 17:21\\n@Author : alexanderwu\\n@File : sales.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:module:typing"}, {"id": "metagpt/roles/sales.py:names:['Optional']"}, {"id": "metagpt/roles/sales.py:module:pydantic"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Field']"}, {"id": "metagpt/roles/sales.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\",\"UserRequirement\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchAndSummarize', 'UserRequirement']"}, {"id": "metagpt/roles/sales.py:module:metagpt.document_store.base_store"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.base_store\",\"names\":[\"BaseStore\"]}}"}, {"id": "metagpt/roles/sales.py:names:['BaseStore']"}, {"id": "metagpt/roles/sales.py:module:metagpt.roles"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Role']"}, {"id": "metagpt/roles/sales.py:module:metagpt.tools"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":19,\"end_lineno\":42,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Sales\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:Searcher:__init__"}, {"id": "metagpt/roles/searcher.py:Searcher:_act_sp"}, {"id": "metagpt/roles/searcher.py:Searcher:_act"}, {"id": "metagpt/roles/searcher.py:ast.Constant:\n@Time : 2023/5/23 17:25\n@Author : alexanderwu\n@File : searcher.py\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/23 17:25\\n@Author : alexanderwu\\n@File : searcher.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:module:pydantic"}, {"id": "metagpt/roles/searcher.py:names:['Field']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"ActionOutput\",\"SearchAndSummarize\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionOutput', 'SearchAndSummarize']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionNode']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.logs"}, {"id": "metagpt/roles/searcher.py:names:['logger']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.roles"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['Role']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.schema"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['Message']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.tools"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":21,\"end_lineno\":77,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Searcher\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:Assistant:__init__"}, {"id": "metagpt/roles/assistant.py:Assistant:_plan"}, {"id": "metagpt/roles/assistant.py:ast.Constant:\n@Time : 2023/8/7\n@Author : mashenquan\n@File : assistant.py\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\n make these symbols configurable and standardized, making the process of building flows more convenient.\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\n configuration file.\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\n indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/8/7\\n@Author : mashenquan\\n@File : assistant.py\\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\\n make these symbols configurable and standardized, making the process of building flows more convenient.\\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\\n configuration file.\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\\n indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:module:enum"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Enum']"}, {"id": "metagpt/roles/assistant.py:module:pathlib"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Path']"}, {"id": "metagpt/roles/assistant.py:module:typing"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Optional']"}, {"id": "metagpt/roles/assistant.py:module:pydantic"}, {"id": 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Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\n functionality is to be consolidated into the `Environment` class.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":21,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:42\\n@Author : alexanderwu\\n@File : role.py\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\\n consolidated within the `_observe` function.\\n 2. 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Divide the context into three components: legacy code, unit test code, and console log.\n 2. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:46\\n@Author : alexanderwu\\n@File : debug_error.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. Divide the context into three components: legacy code, unit test code, and console log.\\n 2. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:re"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.Import\",\"tokens\":[\"re\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:module:pydantic"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['Field']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['Action']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.config"}, {"id": "metagpt/actions/debug_error.py:names:['CONFIG']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.const"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"TEST_CODES_FILE_REPO\",\"TEST_OUTPUTS_FILE_REPO\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['TEST_CODES_FILE_REPO', 'TEST_OUTPUTS_FILE_REPO']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.logs"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['logger']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.schema"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"RunCodeContext\",\"RunCodeResult\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['RunCodeContext', 'RunCodeResult']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['CodeParser']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.utils.file_repository"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.file_repository\",\"names\":[\"FileRepository\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['FileRepository']"}, {"id": "{\"lineno\":23,\"end_lineno\":48,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":51,\"end_lineno\":83,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"DebugError\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_new_system_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_merge"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_update_system_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_data_api_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_seq_flow"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_pdf"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_mermaid_file"}, {"id": "metagpt/actions/design_api.py:NEW_REQ_TEMPLATE"}, {"id": "metagpt/actions/design_api.py:ast.Constant:\n@Time : 2023/5/11 19:26\n@Author : alexanderwu\n@File : design_api.py\n@Modified By: mashenquan, 2023/11/27.\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n 2. According to the design in Section 2.2.3.5.3 of RFC 135, add incremental iteration functionality.\n@Modified By: mashenquan, 2023/12/5. Move the generation logic of the project name to WritePRD.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":11,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 19:26\\n@Author : alexanderwu\\n@File : design_api.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n 2. According to the design in Section 2.2.3.5.3 of RFC 135, add incremental iteration functionality.\\n@Modified By: mashenquan, 2023/12/5. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api.py:json"}, {"id": "metagpt/actions/design_api.py:module:pathlib"}, {"id": "metagpt/actions/design_api.py:names:['Path']"}, {"id": "metagpt/actions/design_api.py:module:typing"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/actions/design_api.py:names:['Optional']"}, {"id": "metagpt/actions/design_api.py:module:metagpt.actions"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\",\"ActionOutput\"]}}"}, {"id": "metagpt/actions/design_api.py:names:['Action', 'ActionOutput']"}, {"id": "metagpt/actions/design_api.py:module:metagpt.actions.design_api_an"}, {"id": 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"{\"lineno\":23,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_prd_an\",\"names\":[\"PROJECT_NAME\",\"WP_IS_RELATIVE_NODE\",\"WP_ISSUE_TYPE_NODE\",\"WRITE_PRD_NODE\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['PROJECT_NAME', 'WP_IS_RELATIVE_NODE', 'WP_ISSUE_TYPE_NODE', 'WRITE_PRD_NODE']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.config"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config\",\"names\":[\"CONFIG\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['CONFIG']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.const"}, {"id": "{\"lineno\":30,\"end_lineno\":37,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"BUGFIX_FILENAME\",\"COMPETITIVE_ANALYSIS_FILE_REPO\",\"DOCS_FILE_REPO\",\"PRD_PDF_FILE_REPO\",\"PRDS_FILE_REPO\",\"REQUIREMENT_FILENAME\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['BUGFIX_FILENAME', 'COMPETITIVE_ANALYSIS_FILE_REPO', 'DOCS_FILE_REPO', 'PRD_PDF_FILE_REPO', 'PRDS_FILE_REPO', 'REQUIREMENT_FILENAME']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.logs"}, {"id": "{\"lineno\":38,\"end_lineno\":38,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['logger']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.schema"}, {"id": "{\"lineno\":39,\"end_lineno\":39,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"BugFixContext\",\"Document\",\"Documents\",\"Message\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['BugFixContext', 'Document', 'Documents', 'Message']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":40,\"end_lineno\":40,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['CodeParser']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.utils.file_repository"}, {"id": "{\"lineno\":41,\"end_lineno\":41,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.file_repository\",\"names\":[\"FileRepository\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['FileRepository']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.utils.mermaid"}, {"id": "{\"lineno\":42,\"end_lineno\":42,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.mermaid\",\"names\":[\"mermaid_to_file\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['mermaid_to_file']"}, {"id": "{\"lineno\":44,\"end_lineno\":53,\"type_name\":\"ast.Assign\",\"tokens\":[\"CONTEXT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":55,\"end_lineno\":61,\"type_name\":\"ast.Assign\",\"tokens\":[\"NEW_REQ_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":64,\"end_lineno\":194,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WritePRD\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_docstring.py:_simplify_python_code"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_SYSTEM"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_GOOGLE"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_NUMPY"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_SPHINX"}, {"id": "metagpt/actions/write_docstring.py:_python_docstring_style"}, {"id": "metagpt/actions/write_docstring.py:ast.Constant:Code Docstring Generator.\n\nThis script provides a tool to automatically generate docstrings for Python code. It uses the specified style to create\ndocstrings for the given code and system text.\n\nUsage:\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\n\nArguments:\n filename The path to the Python file for which you want to generate docstrings.\n\nOptions:\n --overwrite If specified, overwrite the original file with the code containing docstrings.\n --style= Specify the style of the generated docstrings.\n Valid values: 'google', 'numpy', or 'sphinx'.\n Default: 'google'\n\nExample:\n python3 -m metagpt.actions.write_docstring ./metagpt/startup.py --overwrite False --style=numpy\n\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\nthe specified docstring style and adds them to the code.\n"}, {"id": "{\"lineno\":1,\"end_lineno\":23,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"Code Docstring Generator.\\n\\nThis script provides a tool to automatically generate docstrings for Python code. It uses the specified style to create\\ndocstrings for the given code and system text.\\n\\nUsage:\\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\\n\\nArguments:\\n filename The path to the Python file for which you want to generate docstrings.\\n\\nOptions:\\n --overwrite If specified, overwrite the original file with the code containing docstrings.\\n --style= Specify the style of the generated docstrings.\\n Valid values: 'google', 'numpy', or 'sphinx'.\\n Default: 'google'\\n\\nExample:\\n python3 -m metagpt.actions.write_docstring ./metagpt/startup.py --overwrite False --style=numpy\\n\\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\\nthe specified docstring style and adds them to the code.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_docstring.py:module:__future__"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['annotations']"}, {"id": "metagpt/actions/write_docstring.py:ast"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"type_name\":\"ast.Import\",\"tokens\":[\"ast\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_docstring.py:module:pathlib"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['Path']"}, {"id": "metagpt/actions/write_docstring.py:module:typing"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Literal\",\"Optional\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['Literal', 'Optional']"}, {"id": "metagpt/actions/write_docstring.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['Action']"}, {"id": "metagpt/actions/write_docstring.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"OutputParser\",\"aread\",\"awrite\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['OutputParser', 'aread', 'awrite']"}, {"id": "metagpt/actions/write_docstring.py:module:metagpt.utils.pycst"}, {"id": "{\"lineno\":32,\"end_lineno\":32,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.pycst\",\"names\":[\"merge_docstring\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['merge_docstring']"}, {"id": "{\"lineno\":34,\"end_lineno\":54,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_SYSTEM\"],\"properties\":{}}"}, {"id": "{\"lineno\":58,\"end_lineno\":84,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_GOOGLE\"],\"properties\":{}}"}, {"id": "{\"lineno\":86,\"end_lineno\":122,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_NUMPY\"],\"properties\":{}}"}, {"id": "{\"lineno\":124,\"end_lineno\":147,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_SPHINX\"],\"properties\":{}}"}, {"id": "{\"lineno\":149,\"end_lineno\":153,\"type_name\":\"ast.Assign\",\"tokens\":[\"_python_docstring_style\"],\"properties\":{}}"}, {"id": 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"metagpt/actions/fix_bug.py:names:['Action']"}, {"id": "{\"lineno\":10,\"end_lineno\":13,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"FixBug\"],\"properties\":{}}"}, {"id": "metagpt/actions/prepare_interview.py:QUESTIONS"}, {"id": "metagpt/actions/prepare_interview.py:ast.Constant:\n@Time : 2023/9/19 15:02\n@Author : DevXiaolan\n@File : prepare_interview.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/19 15:02\\n@Author : DevXiaolan\\n@File : prepare_interview.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/prepare_interview.py:module:metagpt.actions"}, {"id": "metagpt/actions/prepare_interview.py:names:['Action']"}, {"id": "metagpt/actions/prepare_interview.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/prepare_interview.py:names:['ActionNode']"}, {"id": "{\"lineno\":11,\"end_lineno\":18,\"type_name\":\"ast.Assign\",\"tokens\":[\"QUESTIONS\"],\"properties\":{}}"}, {"id": "{\"lineno\":21,\"end_lineno\":25,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"PrepareInterview\"],\"properties\":{}}"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_via_subprocess"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_dependencies"}, {"id": "metagpt/actions/run_code.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/run_code.py:CONTEXT"}, {"id": "metagpt/actions/run_code.py:ast.Constant:\n@Time : 2023/5/11 17:46\n@Author : alexanderwu\n@File : run_code.py\n@Modified By: mashenquan, 2023/11/27.\n 1. Mark the location of Console logs in the PROMPT_TEMPLATE with markdown code-block formatting to enhance\n the understanding for the LLM.\n 2. Fix bug: Add the \"install dependency\" operation.\n 3. Encapsulate the input of RunCode into RunCodeContext and encapsulate the output of RunCode into\n RunCodeResult to standardize and unify parameter passing between WriteCode, RunCode, and DebugError.\n 4. According to section 2.2.3.5.7 of RFC 135, change the method of transferring file content\n (code files, unit test files, log files) from using the message to using the file name.\n 5. Merged the `Config` class of send18:dev branch to take over the set/get operations of the Environment\n class.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":17,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:46\\n@Author : alexanderwu\\n@File : run_code.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. Mark the location of Console logs in the PROMPT_TEMPLATE with markdown code-block formatting to enhance\\n the understanding for the LLM.\\n 2. Fix bug: Add the \\\"install dependency\\\" operation.\\n 3. Encapsulate the input of RunCode into RunCodeContext and encapsulate the output of RunCode into\\n RunCodeResult to standardize and unify parameter passing between WriteCode, RunCode, and DebugError.\\n 4. According to section 2.2.3.5.7 of RFC 135, change the method of transferring file content\\n (code files, unit test files, log files) from using the message to using the file name.\\n 5. Merged the `Config` class of send18:dev branch to take over the set/get operations of the Environment\\n class.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/run_code.py:subprocess"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.Import\",\"tokens\":[\"subprocess\"],\"properties\":{}}"}, {"id": "metagpt/actions/run_code.py:module:typing"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Tuple\"]}}"}, {"id": "metagpt/actions/run_code.py:names:['Tuple']"}, {"id": "metagpt/actions/run_code.py:module:pydantic"}, {"id": "metagpt/actions/run_code.py:names:['Field']"}, {"id": "metagpt/actions/run_code.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/run_code.py:names:['Action']"}, {"id": "metagpt/actions/run_code.py:module:metagpt.config"}, {"id": "metagpt/actions/run_code.py:names:['CONFIG']"}, {"id": "metagpt/actions/run_code.py:module:metagpt.logs"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/actions/run_code.py:names:['logger']"}, {"id": "metagpt/actions/run_code.py:module:metagpt.schema"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"RunCodeContext\",\"RunCodeResult\"]}}"}, {"id": "metagpt/actions/run_code.py:names:['RunCodeContext', 'RunCodeResult']"}, {"id": "metagpt/actions/run_code.py:module:metagpt.utils.exceptions"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.exceptions\",\"names\":[\"handle_exception\"]}}"}, {"id": "metagpt/actions/run_code.py:names:['handle_exception']"}, {"id": "{\"lineno\":29,\"end_lineno\":49,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":51,\"end_lineno\":75,\"type_name\":\"ast.Assign\",\"tokens\":[\"CONTEXT\"],\"properties\":{}}"}, {"id": "{\"lineno\":78,\"end_lineno\":162,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"RunCode\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code_an_draft.py:main"}, {"id": "metagpt/actions/write_code_an_draft.py:REVIEW"}, {"id": "metagpt/actions/write_code_an_draft.py:LGTM"}, {"id": "metagpt/actions/write_code_an_draft.py:ACTIONS"}, {"id": "metagpt/actions/write_code_an_draft.py:WRITE_DRAFT"}, {"id": "metagpt/actions/write_code_an_draft.py:WRITE_MOVE_FUNCTION"}, {"id": "metagpt/actions/write_code_an_draft.py:REWRITE_CODE"}, {"id": "metagpt/actions/write_code_an_draft.py:CODE_REVIEW_CONTEXT"}, {"id": "metagpt/actions/write_code_an_draft.py:CODE_REVIEW_SMALLEST_CONTEXT"}, {"id": "metagpt/actions/write_code_an_draft.py:CODE_REVIEW_SAMPLE"}, {"id": "metagpt/actions/write_code_an_draft.py:WRITE_CODE_NODE"}, {"id": "metagpt/actions/write_code_an_draft.py:WRITE_MOVE_NODE"}, {"id": "metagpt/actions/write_code_an_draft.py:CR_FOR_MOVE_FUNCTION_BY_3"}, {"id": "metagpt/actions/write_code_an_draft.py:ast.Constant:\n@Author : alexanderwu\n@File : write_review.py\n"}, {"id": "metagpt/actions/write_code_an_draft.py:asyncio"}, {"id": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.Import\",\"tokens\":[\"asyncio\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code_an_draft.py:module:typing"}, {"id": "metagpt/actions/write_code_an_draft.py:names:['List']"}, {"id": "metagpt/actions/write_code_an_draft.py:module:metagpt.actions"}, {"id": "metagpt/actions/write_code_an_draft.py:names:['Action']"}, {"id": "metagpt/actions/write_code_an_draft.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/write_code_an_draft.py:names:['ActionNode']"}, {"id": "{\"lineno\":13,\"end_lineno\":22,\"type_name\":\"ast.Assign\",\"tokens\":[\"REVIEW\"],\"properties\":{}}"}, {"id": "{\"lineno\":24,\"end_lineno\":30,\"type_name\":\"ast.Assign\",\"tokens\":[\"LGTM\"],\"properties\":{}}"}, {"id": "{\"lineno\":32,\"end_lineno\":62,\"type_name\":\"ast.Assign\",\"tokens\":[\"ACTIONS\"],\"properties\":{}}"}, {"id": "{\"lineno\":64,\"end_lineno\":69,\"type_name\":\"ast.Assign\",\"tokens\":[\"WRITE_DRAFT\"],\"properties\":{}}"}, {"id": "{\"lineno\":72,\"end_lineno\":81,\"type_name\":\"ast.Assign\",\"tokens\":[\"WRITE_MOVE_FUNCTION\"],\"properties\":{}}"}, {"id": "{\"lineno\":84,\"end_lineno\":95,\"type_name\":\"ast.Assign\",\"tokens\":[\"REWRITE_CODE\"],\"properties\":{}}"}, {"id": "{\"lineno\":98,\"end_lineno\":417,\"type_name\":\"ast.Assign\",\"tokens\":[\"CODE_REVIEW_CONTEXT\"],\"properties\":{}}"}, {"id": "{\"lineno\":420,\"end_lineno\":490,\"type_name\":\"ast.Assign\",\"tokens\":[\"CODE_REVIEW_SMALLEST_CONTEXT\"],\"properties\":{}}"}, {"id": 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diff --git a/tests/data/graph_db/networkx.sequence_view.json b/tests/data/graph_db/networkx.sequence_view.json
new file mode 100644
index 000000000..ca521bae2
--- /dev/null
+++ b/tests/data/graph_db/networkx.sequence_view.json
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Remove useless `llm`\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/6/5 01:44\\n@Author : alexanderwu\\n@File : skill_manager.py\\n@Modified By: mashenquan, 2023/8/20. Remove useless `llm`\\n\"],\"properties\":{}}"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['Action']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.const"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"PROMPT_PATH\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['PROMPT_PATH']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.document_store.chromadb_store"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.chromadb_store\",\"names\":[\"ChromaStore\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['ChromaStore']"}, {"id": "metagpt/management/skill_manager.py:module:metagpt.logs"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/management/skill_manager.py:names:['logger']"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.Assign\",\"tokens\":[\"Skill\"],\"properties\":{}}"}, {"id": "{\"lineno\":17,\"end_lineno\":74,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SkillManager\"],\"properties\":{}}"}, {"id": "metagpt/management/skill_manager.py:__name__:__main__"}, {"id": "{\"lineno\":77,\"end_lineno\":79,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:Engineer:__init__"}, {"id": "metagpt/roles/engineer.py:Engineer:_parse_tasks"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_sp_with_cr"}, {"id": "metagpt/roles/engineer.py:Engineer:_act"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_write_code"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_summarize"}, {"id": "metagpt/roles/engineer.py:Engineer:_act_code_plan_and_change"}, {"id": "metagpt/roles/engineer.py:Engineer:_is_pass"}, {"id": "metagpt/roles/engineer.py:Engineer:_think"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_coding_context"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_coding_doc"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_code_actions"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_summarize_actions"}, {"id": "metagpt/roles/engineer.py:Engineer:_new_code_plan_and_change_action"}, {"id": "metagpt/roles/engineer.py:IS_PASS_PROMPT"}, {"id": "metagpt/roles/engineer.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : engineer.py\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116:\n 1. Modify the data type of the `cause_by` value in the `Message` to a string, and utilize the new message\n distribution feature for message filtering.\n 2. Consolidate message reception and processing logic within `_observe`.\n 3. Fix bug: Add logic for handling asynchronous message processing when messages are not ready.\n 4. Supplemented the external transmission of internal messages.\n@Modified By: mashenquan, 2023-11-27.\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n 2. According to the design in Section 2.2.3.5.5 of RFC 135, add incremental iteration functionality.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":18,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Modify the data type of the `cause_by` value in the `Message` to a string, and utilize the new message\\n distribution feature for message filtering.\\n 2. Consolidate message reception and processing logic within `_observe`.\\n 3. Fix bug: Add logic for handling asynchronous message processing when messages are not ready.\\n 4. Supplemented the external transmission of internal messages.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n 2. According to the design in Section 2.2.3.5.5 of RFC 135, add incremental iteration functionality.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:module:__future__"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['annotations']"}, {"id": "metagpt/roles/engineer.py:json"}, {"id": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:os"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.Import\",\"tokens\":[\"os\"],\"properties\":{}}"}, {"id": "metagpt/roles/engineer.py:module:collections"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"collections\",\"names\":[\"defaultdict\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['defaultdict']"}, {"id": 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"metagpt/roles/engineer.py:names:['FixBug']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.project_management_an"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.project_management_an\",\"names\":[\"REFINED_TASK_LIST\",\"TASK_LIST\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['REFINED_TASK_LIST', 'TASK_LIST']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.actions.write_code_plan_and_change_an"}, {"id": 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In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\n@Modified By: mashenquan, 2023-11-27.\n 1. Following the think-act principle, solidify the task parameters when creating the\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\n to using file references.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : qa_engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. Following the think-act principle, solidify the task parameters when creating the\\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\\n to using file references.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['DebugError', 'RunCode', 'WriteTest']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.const"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['MESSAGE_ROUTE_TO_NONE']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.logs"}, {"id": "metagpt/roles/qa_engineer.py:names:['logger']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.roles"}, {"id": "metagpt/roles/qa_engineer.py:names:['Role']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.schema"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['Document', 'Message', 'RunCodeContext', 'TestingContext']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['any_to_str_set', 'parse_recipient']"}, {"id": "{\"lineno\":27,\"end_lineno\":181,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"QaEngineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:Teacher:__init__"}, {"id": "metagpt/roles/teacher.py:Teacher:_think"}, {"id": "metagpt/roles/teacher.py:Teacher:_react"}, {"id": "metagpt/roles/teacher.py:ast.Constant:\n@Time : 2023/7/27\n@Author : mashenquan\n@File : teacher.py\n@Desc : Used by Agent Store\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/7/27\\n@Author : mashenquan\\n@File : teacher.py\\n@Desc : Used by Agent Store\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:re"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['UserRequirement']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions.write_teaching_plan"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['TeachingPlanBlock', 'WriteTeachingPlanPart']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.logs"}, {"id": "metagpt/roles/teacher.py:names:['logger']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.roles"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Role']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.schema"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Message']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"awrite\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['any_to_str', 'awrite']"}, {"id": "{\"lineno\":22,\"end_lineno\":111,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Teacher\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:ProductManager:__init__"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_think"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_observe"}, {"id": "metagpt/roles/product_manager.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : product_manager.py\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : product_manager.py\\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['UserRequirement', 'WritePRD']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions.prepare_documents"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.prepare_documents\",\"names\":[\"PrepareDocuments\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['PrepareDocuments']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['Role']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['any_to_name']"}, {"id": "{\"lineno\":16,\"end_lineno\":51,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProductManager\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:Sales:__init__"}, {"id": "metagpt/roles/sales.py:Sales:_set_store"}, {"id": "metagpt/roles/sales.py:ast.Constant:\n@Time : 2023/5/25 17:21\n@Author : alexanderwu\n@File : sales.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/25 17:21\\n@Author : alexanderwu\\n@File : sales.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Optional']"}, {"id": "metagpt/roles/sales.py:module:pydantic"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Field']"}, {"id": "metagpt/roles/sales.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\",\"UserRequirement\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchAndSummarize', 'UserRequirement']"}, {"id": "metagpt/roles/sales.py:module:metagpt.document_store.base_store"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.base_store\",\"names\":[\"BaseStore\"]}}"}, {"id": "metagpt/roles/sales.py:names:['BaseStore']"}, {"id": "metagpt/roles/sales.py:module:metagpt.roles"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Role']"}, {"id": "metagpt/roles/sales.py:module:metagpt.tools"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":19,\"end_lineno\":42,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Sales\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:Searcher:__init__"}, {"id": "metagpt/roles/searcher.py:Searcher:_act_sp"}, {"id": "metagpt/roles/searcher.py:Searcher:_act"}, {"id": "metagpt/roles/searcher.py:ast.Constant:\n@Time : 2023/5/23 17:25\n@Author : alexanderwu\n@File : searcher.py\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/23 17:25\\n@Author : alexanderwu\\n@File : searcher.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:module:pydantic"}, {"id": "metagpt/roles/searcher.py:names:['Field']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchAndSummarize']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionNode']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_output"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionOutput']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.logs"}, {"id": "metagpt/roles/searcher.py:names:['logger']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.roles"}, {"id": "metagpt/roles/searcher.py:names:['Role']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.schema"}, {"id": "metagpt/roles/searcher.py:names:['Message']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.tools"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":22,\"end_lineno\":78,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Searcher\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:Assistant:__init__"}, {"id": "metagpt/roles/assistant.py:Assistant:_plan"}, {"id": "metagpt/roles/assistant.py:ast.Constant:\n@Time : 2023/8/7\n@Author : mashenquan\n@File : assistant.py\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\n make these symbols configurable and standardized, making the process of building flows more convenient.\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\n configuration file.\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\n indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/8/7\\n@Author : mashenquan\\n@File : assistant.py\\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\\n make these symbols configurable and standardized, making the process of building flows more convenient.\\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\\n configuration file.\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\\n indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:module:enum"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Enum']"}, {"id": "metagpt/roles/assistant.py:module:pathlib"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Path']"}, {"id": "metagpt/roles/assistant.py:module:typing"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Optional']"}, {"id": "metagpt/roles/assistant.py:module:pydantic"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Field']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.skill_action"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.skill_action\",\"names\":[\"ArgumentsParingAction\",\"SkillAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['ArgumentsParingAction', 'SkillAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.talk_action"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.talk_action\",\"names\":[\"TalkAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['TalkAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.learn.skill_loader\",\"names\":[\"SkillsDeclaration\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['SkillsDeclaration']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.logs"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.memory.brain_memory\",\"names\":[\"BrainMemory\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['BrainMemory']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.roles"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Role']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.schema"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":32,\"end_lineno\":34,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":37,\"end_lineno\":139,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Assistant\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py"}, {"id": "metagpt/roles/__init__.py:__all__"}, {"id": "metagpt/roles/__init__.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : __init__.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : __init__.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Role']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.architect"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.architect\",\"names\":[\"Architect\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Architect']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.project_manager"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.project_manager\",\"names\":[\"ProjectManager\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['ProjectManager']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.product_manager"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.product_manager\",\"names\":[\"ProductManager\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['ProductManager']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.engineer"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.engineer\",\"names\":[\"Engineer\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Engineer']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.qa_engineer"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.qa_engineer\",\"names\":[\"QaEngineer\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['QaEngineer']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.searcher"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.searcher\",\"names\":[\"Searcher\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Searcher']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.sales"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.sales\",\"names\":[\"Sales\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['Sales']"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.customer_service"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.customer_service\",\"names\":[\"CustomerService\"]}}"}, {"id": "metagpt/roles/__init__.py:names:['CustomerService']"}, {"id": "{\"lineno\":20,\"end_lineno\":30,\"type_name\":\"ast.Assign\",\"tokens\":[\"__all__\"],\"properties\":{}}"}, {"id": "metagpt/roles/role.py:Role:__init__"}, {"id": 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mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\n consolidated within the `_observe` function.\n 2. Standardize the message filtering for string label matching. Role objects can access the message labels\n they've subscribed to through the `subscribed_tags` property.\n 3. Move the message receive buffer from the global variable `self.rc.env.memory` to the role's private variable\n `self.rc.msg_buffer` for easier message identification and asynchronous appending of messages.\n 4. Standardize the way messages are passed: `publish_message` sends messages out, while `put_message` places\n messages into the Role object's private message receive buffer. There are no other message transmit methods.\n 5. Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\n functionality is to be consolidated into the `Environment` class.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":21,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:42\\n@Author : alexanderwu\\n@File : role.py\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\\n consolidated within the `_observe` function.\\n 2. 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According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:re"}, {"id": "metagpt/actions/debug_error.py:module:pydantic"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['Field']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['Action']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.logs"}, {"id": "metagpt/actions/debug_error.py:names:['logger']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.schema"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"RunCodeContext\",\"RunCodeResult\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['RunCodeContext', 'RunCodeResult']"}, {"id": "metagpt/actions/debug_error.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/debug_error.py:names:['CodeParser']"}, {"id": "{\"lineno\":20,\"end_lineno\":45,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":48,\"end_lineno\":75,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"DebugError\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_new_system_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_merge"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_update_system_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_data_api_design"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_seq_flow"}, {"id": "metagpt/actions/design_api.py:WriteDesign:_save_mermaid_file"}, {"id": "metagpt/actions/design_api.py:NEW_REQ_TEMPLATE"}, {"id": "metagpt/actions/design_api.py:ast.Constant:\n@Time : 2023/5/11 19:26\n@Author : alexanderwu\n@File : design_api.py\n@Modified By: mashenquan, 2023/11/27.\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\n 2. According to the design in Section 2.2.3.5.3 of RFC 135, add incremental iteration functionality.\n@Modified By: mashenquan, 2023/12/5. Move the generation logic of the project name to WritePRD.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":11,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 19:26\\n@Author : alexanderwu\\n@File : design_api.py\\n@Modified By: mashenquan, 2023/11/27.\\n 1. According to Section 2.2.3.1 of RFC 135, replace file data in the message with the file name.\\n 2. According to the design in Section 2.2.3.5.3 of RFC 135, add incremental iteration functionality.\\n@Modified By: mashenquan, 2023/12/5. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api.py:json"}, {"id": "metagpt/actions/design_api.py:module:pathlib"}, {"id": "metagpt/actions/design_api.py:names:['Path']"}, {"id": "metagpt/actions/design_api.py:module:typing"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/actions/design_api.py:names:['Optional']"}, {"id": "metagpt/actions/design_api.py:module:metagpt.actions"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\",\"ActionOutput\"]}}"}, {"id": "metagpt/actions/design_api.py:names:['Action', 'ActionOutput']"}, {"id": "metagpt/actions/design_api.py:module:metagpt.actions.design_api_an"}, {"id": 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It uses the specified style to create\ndocstrings for the given code and system text.\n\nUsage:\n python3 -m metagpt.actions.write_docstring [--overwrite] [--style=]\n\nArguments:\n filename The path to the Python file for which you want to generate docstrings.\n\nOptions:\n --overwrite If specified, overwrite the original file with the code containing docstrings.\n --style= Specify the style of the generated docstrings.\n Valid values: 'google', 'numpy', or 'sphinx'.\n Default: 'google'\n\nExample:\n python3 -m metagpt.actions.write_docstring ./metagpt/startup.py --overwrite False --style=numpy\n\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\nthe specified docstring style and adds them to the code.\n"}, {"id": "{\"lineno\":1,\"end_lineno\":23,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"Code Docstring Generator.\\n\\nThis script provides a tool to automatically generate docstrings for Python code. 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According to the design in Section 2.2.3.5.4 of RFC 135, add incremental iteration functionality.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management.py:json"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management.py:module:typing"}, {"id": "metagpt/actions/project_management.py:names:['Optional']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['Action']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.action_output"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['ActionOutput']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.actions.project_management_an"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.project_management_an\",\"names\":[\"PM_NODE\",\"REFINED_PM_NODE\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['PM_NODE', 'REFINED_PM_NODE']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.const"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"PACKAGE_REQUIREMENTS_FILENAME\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['PACKAGE_REQUIREMENTS_FILENAME']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.logs"}, {"id": "metagpt/actions/project_management.py:names:['logger']"}, {"id": "metagpt/actions/project_management.py:module:metagpt.schema"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Documents\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['Document', 'Documents']"}, {"id": "{\"lineno\":23,\"end_lineno\":29,\"type_name\":\"ast.Assign\",\"tokens\":[\"NEW_REQ_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":32,\"end_lineno\":96,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTasks\"],\"properties\":{}}"}, {"id": "metagpt/actions/action_node.py:ActionNode:__init__"}, {"id": "metagpt/actions/action_node.py:ActionNode:__str__"}, {"id": "metagpt/actions/action_node.py:ActionNode:__repr__"}, {"id": "metagpt/actions/action_node.py:ActionNode:_compile_f"}, {"id": "metagpt/actions/action_node.py:ActionNode:_aask_v1"}, {"id": "metagpt/actions/action_node.py:ActionNode:_makeup_nodes_output_with_req"}, {"id": "metagpt/actions/action_node.py:ActionNode:_makeup_nodes_output_with_comment"}, {"id": "metagpt/actions/action_node.py:dict_to_markdown"}, {"id": "metagpt/actions/action_node.py:TAG"}, {"id": "metagpt/actions/action_node.py:LANGUAGE_CONSTRAINT"}, {"id": "metagpt/actions/action_node.py:FORMAT_CONSTRAINT"}, {"id": "metagpt/actions/action_node.py:SIMPLE_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:REVIEW_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:REVISE_TEMPLATE"}, {"id": "metagpt/actions/action_node.py:ast.Constant:\n@Time : 2023/12/11 18:45\n@Author : alexanderwu\n@File : action_node.py\n\nNOTE: You should use typing.List instead of list to do type annotation. 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"{\"name\":\"TeachingPlanBlock\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"COURSE_TITLE\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"DATA_BEGIN_TAG\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"DATA_END_TAG\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"FORMATION\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"PROMPT_TEMPLATE\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"PROMPT_TITLE_TEMPLATE\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"TOPICS\",\"visibility\":\"+\",\"value_type\":\"list\",\"default_value\":\"\"},{\"name\":\"TOPIC_STATEMENTS\",\"visibility\":\"+\",\"value_type\":\"dict\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"Team\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"cost_manager\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"env\",\"visibility\":\"+\",\"value_type\":\"Optional[Environment]\",\"default_value\":\"\"},{\"name\":\"idea\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"investment\",\"visibility\":\"+\",\"value_type\":\"float\",\"default_value\":\"\"},{\"name\":\"model_config\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"TestingContext\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"code_doc\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"filename\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"test_doc\",\"visibility\":\"+\",\"value_type\":\"Optional[Document]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ThoughtNode\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"id\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"valid_status\",\"visibility\":\"+\",\"value_type\":\"bool\",\"default_value\":\"\"},{\"name\":\"value\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ThoughtSolverBase\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"config\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"llm\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"model_config\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"thought_tree\",\"visibility\":\"+\",\"value_type\":\"Optional[ThoughtTree]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ThoughtSolverConfig\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"evaluator\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"max_steps\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"method_select\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"n_generate_sample\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"n_select_sample\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"n_solution_sample\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"parser\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ThoughtTree\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"all_nodes\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"TokenCostManager\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"total_completion_tokens\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"total_prompt_tokens\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ToolUse\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"tool_name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"Translator\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"TreeofThought\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"config\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"solver\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"strategy\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"TutorialAssistant\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"constraints\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"goal\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"language\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"main_title\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"profile\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"topic\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"total_content\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UMLClassAttribute\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"default_value\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"value_type\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UMLClassMeta\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"visibility\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UMLClassMethod\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"args\",\"visibility\":\"+\",\"value_type\":\"List[UMLClassAttribute]\",\"default_value\":\"\"},{\"name\":\"return_type\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UMLClassView\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"attributes\",\"visibility\":\"+\",\"value_type\":\"List[UMLClassAttribute]\",\"default_value\":\"\"},{\"name\":\"methods\",\"visibility\":\"+\",\"value_type\":\"List[UMLClassMethod]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UTGenerator\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"chatgpt_method\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"icl_sample\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"questions_path\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"swagger_file\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"template_prefix\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"ut_py_path\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"Usage\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"prompt_tokens\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"},{\"name\":\"total_tokens\",\"visibility\":\"+\",\"value_type\":\"int\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"UserMessage\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"UserRequirement\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"VisualDiGraphRepo\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"VisualGraphRepo\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"graph_db\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WDMHttpProxyClient\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"WebBrowseAndSummarize\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"browse_func\",\"visibility\":\"+\",\"value_type\":\"Optional[Union[Callable[[list[str]],None],None]]\",\"default_value\":\"\"},{\"name\":\"desc\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"web_browser_engine\",\"visibility\":\"+\",\"value_type\":\"Optional[WebBrowserEngine]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WebBrowserEngine\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"engine\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"run_func\",\"visibility\":\"+\",\"value_type\":\"Callable[...,Coroutine[Any,Any,WebPage\\\\|list[WebPage]]]\\\\|None\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WebBrowserEngineType\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WebPage\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"html\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"inner_text\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"soup\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"title\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"url\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WikiHowTemplate\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"WorkspaceConfig\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"path\",\"visibility\":\"+\",\"value_type\":\"Path\",\"default_value\":\"\"},{\"name\":\"uid\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"use_uid\",\"visibility\":\"+\",\"value_type\":\"bool\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteCode\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteCodeAN\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"WriteCodePlanAndChange\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteCodeReview\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteContent\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"directory\",\"visibility\":\"+\",\"value_type\":\"dict\",\"default_value\":\"\"},{\"name\":\"language\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteDesign\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"desc\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteDirectory\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"language\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteDocstring\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"desc\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WritePRD\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"project_name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WritePRDReview\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"desc\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"prd\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"prd_review_prompt_template\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteReview\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteTasks\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteTeachingPlanPart\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"language\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"rsp\",\"visibility\":\"+\",\"value_type\":\"Optional[str]\",\"default_value\":\"\"},{\"name\":\"topic\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WriteTest\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"i_context\",\"visibility\":\"+\",\"value_type\":\"Optional[TestingContext]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"WsParam\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"api_key\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"api_secret\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"app_id\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"host\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"message\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"path\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"spark_url\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"YamlModel\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"extra_fields\",\"visibility\":\"+\",\"value_type\":\"Optional[Dict[str,str]]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"YamlModelWithoutDefault\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"ZhiPuAILLM\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"config\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"llm\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"model\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"use_system_prompt\",\"visibility\":\"+\",\"value_type\":\"bool\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ZhiPuEvent\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"ZhiPuModelAPI\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"id": "{\"name\":\"_AgentSkill\",\"visibility\":\"#\",\"attributes\":[{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "{\"name\":\"_VisualClassView\",\"visibility\":\"#\",\"attributes\":[{\"name\":\"aggregations\",\"visibility\":\"+\",\"value_type\":\"List[str]\",\"default_value\":\"\"},{\"name\":\"compositions\",\"visibility\":\"+\",\"value_type\":\"List[str]\",\"default_value\":\"\"},{\"name\":\"generalizations\",\"visibility\":\"+\",\"value_type\":\"List[str]\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"package\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"uml\",\"visibility\":\"+\",\"value_type\":\"Optional[UMLClassView]\",\"default_value\":\"\"}],\"methods\":[]}"}, {"id": "\nsequenceDiagram\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n```\n"}, {"id": "20240131222415604:{\nsequenceDiagram\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n```\n}"}, {"id": "?:User"}, {"id": "?:Typer"}, {"id": "{\"description\":\"This source code defines a Context class that represents the environment context for MetaGPT. It contains methods for creating a new os.environ object and for obtaining a LLM (Language Model) instance with a cost manager.\",\"use_cases\":[{\"description\":\"Create a new os.environ object\",\"inputs\":[],\"outputs\":[\"env\"],\"actors\":[\"ProjectRepo\",\"GitRepository\",\"Path\"],\"steps\":[\"Copy the current os.environ object\",\"Return the copied os.environ object\"],\"reason\":\"When the system needs to create a new os.environ object for the MetaGPT environment\"},{\"description\":\"Obtain a LLM (Language Model) instance with a cost manager\",\"inputs\":[],\"outputs\":[\"llm\"],\"actors\":[\"BaseLLM\",\"LLMConfig\"],\"steps\":[\"Create a new LLM instance based on the configuration\",\"Set the cost manager for the LLM instance\",\"Return the LLM instance\"],\"reason\":\"When the system needs to obtain a LLM instance with a cost manager for the MetaGPT environment\"}],\"relationship\":[\"The 'Obtain a LLM (Language Model) instance with a cost manager' use case depends on the 'Create a new os.environ object' use case as it requires the environment context to be set up before obtaining the LLM instance.\"]}"}, {"id": "\nsequenceDiagram\n participant ProjectRepo\n participant GitRepository\n participant Path\n participant BaseLLM\n participant LLMConfig\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n"}, {"id": "\nsequenceDiagram\n participant ProjectRepo\n participant GitRepository\n participant Path\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131222533217:{\nsequenceDiagram\n participant ProjectRepo\n participant GitRepository\n participant Path\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines a class 'ProjectRepo' which is a file repository for a project. It contains methods to interact with the project's files and resources.\",\"use_cases\":[{\"description\":\"Retrieve project requirements\",\"inputs\":[],\"outputs\":[\"requirement\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class retrieves the project requirements from the 'docs' attribute using the 'requirement' property.\"],\"reason\":\"When the system needs to access the project requirements.\"},{\"description\":\"Check if code files exist\",\"inputs\":[],\"outputs\":[\"code_files_exist\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class checks if the code files exist by accessing the 'srcs' attribute and its 'all_files' property.\"],\"reason\":\"When the system needs to verify the existence of code files.\"},{\"description\":\"Set source path for the project\",\"inputs\":[\"path\"],\"outputs\":[\"ProjectRepo\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class sets the source path for the project by using the 'with_src_path' method with the specified 'path'.\"],\"reason\":\"When the system needs to update the source path for the project.\"}],\"relationship\":[\"The 'Retrieve project requirements' use case is related to the 'Check if code files exist' use case as both involve accessing project files and resources.\",\"The 'Set source path for the project' use case is related to the 'Check if code files exist' use case as setting the source path may impact the existence of code files.\"]}"}, {"id": "\nsequenceDiagram\n participant ProjectRepo\n participant str\n participant Path\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n"}, {"id": "\nsequenceDiagram\n participant ProjectRepo\n participant str\n participant Path\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131222606110:{\nsequenceDiagram\n participant ProjectRepo\n participant str\n participant Path\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:str"}, {"id": "{\"description\":\"This source code defines a class `GitRepository` that represents a Git repository. It provides methods to interact with the repository, such as opening an existing repository, initializing a new repository, adding or removing files from the staging area, committing changes, deleting the repository, and more.\",\"use_cases\":[{\"description\":\"Open an existing Git repository or initialize a new one.\",\"inputs\":[\"local_path\",\"auto_init\"],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Check if the provided path is a Git repository\",\"If it is a Git repository, open it and set the repository attribute\",\"If it is not a Git repository and auto_init is True, initialize a new Git repository at the provided path\"],\"reason\":\"When a user wants to open an existing Git repository or initialize a new one for further operations.\"},{\"description\":\"Add or remove files from the staging area based on the provided changes.\",\"inputs\":[\"files\"],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Iterate through the provided files and their change types\",\"Add or remove files from the staging area based on the change types\"],\"reason\":\"When a user wants to stage changes in the Git repository.\"},{\"description\":\"Commit the staged changes with the given comments.\",\"inputs\":[\"comments\"],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Commit the staged changes with the provided comments\"],\"reason\":\"When a user wants to commit the staged changes in the Git repository.\"},{\"description\":\"Delete the entire repository directory.\",\"inputs\":[],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Delete the entire repository directory if it is valid\"],\"reason\":\"When a user wants to delete the entire Git repository directory.\"},{\"description\":\"Return a dictionary of changed files and their change types.\",\"inputs\":[],\"outputs\":[\"changed_files\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Retrieve the untracked files and their change types\",\"Retrieve the changed files and their change types from the index\",\"Combine the untracked and changed files into a dictionary\"],\"reason\":\"When a user wants to get the changed files in the Git repository.\"},{\"description\":\"Check if the specified directory is a Git repository.\",\"inputs\":[\"local_path\"],\"outputs\":[\"is_git_dir\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Check if the specified directory contains a .git directory\"],\"reason\":\"When a user wants to check if a directory is a Git repository.\"},{\"description\":\"Check if the Git repository is valid (exists and is initialized).\",\"inputs\":[],\"outputs\":[\"is_valid\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Check if the repository attribute is not None\"],\"reason\":\"When a user wants to check if the Git repository is valid.\"},{\"description\":\"Return the Git repository's status as a string.\",\"inputs\":[],\"outputs\":[\"status\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Return the status of the Git repository using GitPython\"],\"reason\":\"When a user wants to get the status of the Git repository.\"},{\"description\":\"Return the path to the working directory of the Git repository.\",\"inputs\":[],\"outputs\":[\"workdir\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Return the path to the working directory if the repository is valid\"],\"reason\":\"When a user wants to get the working directory of the Git repository.\"},{\"description\":\"Archive the current state of the Git repository.\",\"inputs\":[\"comments\"],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Add all changed files to the staging area\",\"Commit the changes with the provided comments\"],\"reason\":\"When a user wants to archive the current state of the Git repository.\"},{\"description\":\"Create a new instance of FileRepository associated with this Git repository.\",\"inputs\":[\"relative_path\"],\"outputs\":[\"FileRepository\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Create a new instance of FileRepository with the provided relative path\"],\"reason\":\"When a user wants to create a new instance of FileRepository associated with the Git repository.\"},{\"description\":\"Get the dependency file associated with the Git repository.\",\"inputs\":[],\"outputs\":[\"DependencyFile\"],\"actors\":[\"FileRepository\"],\"steps\":[\"If the dependency file is not available, create a new instance of DependencyFile\"],\"reason\":\"When a user wants to get the dependency file associated with the Git repository.\"},{\"description\":\"Rename the root directory of the Git repository.\",\"inputs\":[\"new_dir_name\"],\"outputs\":[],\"actors\":[\"FileRepository\"],\"steps\":[\"Rename the root directory of the Git repository to the provided new name\"],\"reason\":\"When a user wants to rename the root directory of the Git repository.\"},{\"description\":\"Retrieve a list of files in the specified relative path.\",\"inputs\":[\"relative_path\",\"root_relative_path\",\"filter_ignored\"],\"outputs\":[\"List\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Retrieve the list of files in the specified relative path\",\"Recursively retrieve files from subdirectories if present\",\"Filter the files based on .gitignore rules if required\"],\"reason\":\"When a user wants to retrieve a list of files in the specified relative path within the Git repository.\"},{\"description\":\"Filter a list of filenames based on .gitignore rules.\",\"inputs\":[\"filenames\",\"root_relative_path\"],\"outputs\":[\"List\"],\"actors\":[\"FileRepository\"],\"steps\":[\"Filter the list of filenames based on .gitignore rules\"],\"reason\":\"When a user wants to filter a list of filenames based on .gitignore rules.\"}],\"relationship\":[\"Open an existing Git repository or initialize a new one can be performed by FileRepository\",\"Add or remove files from the staging area based on the provided changes can be performed by FileRepository\",\"Commit the staged changes with the given comments can be performed by FileRepository\",\"Delete the entire repository directory can be performed by FileRepository\",\"Return a dictionary of changed files and their change types can be performed by FileRepository\",\"Check if the specified directory is a Git repository can be performed by FileRepository\",\"Check if the Git repository is valid (exists and is initialized) can be performed by FileRepository\",\"Return the Git repository's status as a string can be performed by FileRepository\",\"Return the path to the working directory of the Git repository can be performed by FileRepository\",\"Archive the current state of the Git repository can be performed by FileRepository\",\"Create a new instance of FileRepository associated with this Git repository can be performed by FileRepository\",\"Get the dependency file associated with the Git repository can be performed by FileRepository\",\"Rename the root directory of the Git repository can be performed by FileRepository\",\"Retrieve a list of files in the specified relative path can be performed by FileRepository\",\"Filter a list of filenames based on .gitignore rules can be performed by FileRepository\"]}"}, {"id": "\nsequenceDiagram\n participant FileRepository\n participant DependencyFile\n participant Path\n participant Path\\\\\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n"}, {"id": "\nsequenceDiagram\n participant FileRepository\n participant DependencyFile\n participant Path\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131222711914:{\nsequenceDiagram\n participant FileRepository\n participant DependencyFile\n participant Path\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"This source code defines a class representing a FileRepository associated with a Git repository. The class includes methods for saving, getting, and deleting files, as well as managing file dependencies and generating new filenames.\",\"use_cases\":[{\"description\":\"Save content to a file and update its dependencies.\",\"inputs\":[\"filename\",\"content\",\"dependencies\"],\"outputs\":[\"Document\"],\"actors\":[\"Document\",\"Path\",\"List\"],\"steps\":[\"Create the pathname for the file within the repository.\",\"Write the content to the file.\",\"Update the dependencies if provided.\",\"Return the saved document.\"],\"reason\":\"When new content needs to be saved to a file and its dependencies need to be updated.\"},{\"description\":\"Get the dependencies of a file.\",\"inputs\":[\"filename\"],\"outputs\":[\"Set\"],\"actors\":[\"Path\"],\"steps\":[\"Retrieve the pathname of the file within the repository.\",\"Get the dependencies of the file.\",\"Return the set of dependencies.\"],\"reason\":\"When the dependencies of a file need to be retrieved.\"},{\"description\":\"Get the dependencies of a file that have changed.\",\"inputs\":[\"filename\"],\"outputs\":[\"Set\"],\"actors\":[\"Path\"],\"steps\":[\"Get the dependencies of the file.\",\"Identify the changed dependent files.\",\"Return the set of changed dependencies.\"],\"reason\":\"When the dependencies of a file that have changed need to be retrieved.\"},{\"description\":\"Read the content of a file.\",\"inputs\":[\"filename\"],\"outputs\":[\"Document\",\"None\"],\"actors\":[\"Path\"],\"steps\":[\"Create a document instance for the file.\",\"Read the content of the file.\",\"Return the document with the content or None if the file does not exist.\"],\"reason\":\"When the content of a file needs to be read.\"},{\"description\":\"Get the content of all files in the repository.\",\"inputs\":[\"filter_ignored\"],\"outputs\":[\"List[Document]\"],\"actors\":[\"Path\"],\"steps\":[\"Retrieve the content of all files in the repository.\",\"Return a list of document instances representing the files.\"],\"reason\":\"When the content of all files in the repository needs to be retrieved.\"},{\"description\":\"Get the files in a directory that have changed.\",\"inputs\":[\"dir\"],\"outputs\":[\"List\"],\"actors\":[\"Path\"],\"steps\":[\"Identify the changed files within the directory.\",\"Return the list of changed files.\"],\"reason\":\"When the changed files within a directory need to be retrieved.\"},{\"description\":\"Generate a new filename based on the current timestamp and a UUID suffix.\",\"inputs\":[],\"outputs\":[\"str\"],\"actors\":[],\"steps\":[\"Generate a new filename based on the current timestamp and a UUID suffix.\",\"Return the new filename.\"],\"reason\":\"When a new filename needs to be generated.\"},{\"description\":\"Save content to a file and update its dependencies using a Document instance.\",\"inputs\":[\"doc\",\"dependencies\"],\"outputs\":[],\"actors\":[\"Document\",\"List\"],\"steps\":[\"Save the content of the document to a file.\",\"Update the dependencies if provided.\"],\"reason\":\"When the content of a document needs to be saved to a file and its dependencies need to be updated.\"},{\"description\":\"Save a Document instance as a PDF file.\",\"inputs\":[\"doc\",\"with_suffix\",\"dependencies\"],\"outputs\":[],\"actors\":[\"Document\",\"List\"],\"steps\":[\"Convert the content of the document to Markdown.\",\"Save it to a file with an optional specified suffix.\",\"Log the saved file.\"],\"reason\":\"When a document instance needs to be saved as a PDF file.\"},{\"description\":\"Delete a file from the file repository.\",\"inputs\":[\"filename\"],\"outputs\":[],\"actors\":[\"Path\"],\"steps\":[\"Delete the file from the file repository.\"],\"reason\":\"When a file needs to be deleted from the file repository.\"}],\"relationship\":[\"Save content to a file and update its dependencies is related to Get the dependencies of a file.\",\"Save content to a file and update its dependencies is related to Get the dependencies of a file that have changed.\",\"Save content to a file and update its dependencies is related to Read the content of a file.\",\"Save content to a file and update its dependencies is related to Get the content of all files in the repository.\",\"Save content to a file and update its dependencies is related to Get the files in a directory that have changed.\",\"Save content to a file and update its dependencies is related to Generate a new filename based on the current timestamp and a UUID suffix.\",\"Save content to a file and update its dependencies is related to Save content to a file and update its dependencies using a Document instance.\",\"Save content to a file and update its dependencies is related to Save a Document instance as a PDF file.\",\"Save content to a file and update its dependencies is related to Delete a file from the file repository.\"]}"}, {"id": "\nsequenceDiagram\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->> FileRepository: get_all(filter_ignored)\n FileRepository ->> FileRepository: retrieve content of all files\n FileRepository ->> Document: return list of document instances\n\n Document ->> FileRepository: get_change_dir_files(dir)\n FileRepository ->> FileRepository: identify changed files within directory\n FileRepository ->> Document: return list of changed files\n\n Document ->> FileRepository: save_doc(doc, dependencies)\n FileRepository ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository ->> Path: convert content of document to Markdown\n FileRepository ->> FileRepository: save content to file with optional suffix\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: delete(filename)\n FileRepository ->> Path: delete file from repository\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(filename, dependencies)\n"}, {"id": "\nsequenceDiagram\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant DependencyFile\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->> FileRepository: get_all(filter_ignored)\n FileRepository ->> FileRepository: retrieve content of all files\n FileRepository ->> Document: return list of document instances\n\n Document ->> FileRepository: get_change_dir_files(dir)\n FileRepository ->> FileRepository: identify changed files within directory\n FileRepository ->> Document: return list of changed files\n\n Document ->> FileRepository: save_doc(doc, dependencies)\n FileRepository ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository ->> Path: convert content of document to Markdown\n FileRepository ->> FileRepository: save content to file with optional suffix\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: delete(filename)\n FileRepository ->> Path: delete file from repository\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131222829147:{\nsequenceDiagram\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant DependencyFile\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->> FileRepository: get_all(filter_ignored)\n FileRepository ->> FileRepository: retrieve content of all files\n FileRepository ->> Document: return list of document instances\n\n Document ->> FileRepository: get_change_dir_files(dir)\n FileRepository ->> FileRepository: identify changed files within directory\n FileRepository ->> Document: return list of changed files\n\n Document ->> FileRepository: save_doc(doc, dependencies)\n FileRepository ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository ->> Path: convert content of document to Markdown\n FileRepository ->> FileRepository: save content to file with optional suffix\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: delete(filename)\n FileRepository ->> Path: delete file from repository\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:List"}, {"id": "?:aiofiles"}, {"id": "?:os"}, {"id": "?:datetime"}, {"id": "?:json"}, {"id": "{\"description\":\"The source code is a python class representing a DependencyFile for managing dependencies. It includes methods for loading, saving, updating, getting, and deleting dependencies from a file asynchronously.\",\"use_cases\":[{\"description\":\"Load dependencies from the file asynchronously.\",\"inputs\":[],\"outputs\":[],\"actors\":[\"User\"],\"steps\":[\"Check if the file exists\",\"Read the file asynchronously\",\"Parse the JSON data\",\"Update the internal dependencies\"],\"reason\":\"When the system needs to load dependencies from the file.\"},{\"description\":\"Save dependencies to the file asynchronously.\",\"inputs\":[],\"outputs\":[],\"actors\":[\"User\"],\"steps\":[\"Convert dependencies to JSON\",\"Open the file for writing asynchronously\",\"Write the JSON data to the file\"],\"reason\":\"When the system needs to save dependencies to the file.\"},{\"description\":\"Update dependencies for a file asynchronously.\",\"inputs\":[\"filename\",\"dependencies\",\"persist\"],\"outputs\":[],\"actors\":[\"User\"],\"steps\":[\"Load dependencies if persist is true\",\"Get the relative path of the filename\",\"Update the internal dependencies with the new dependencies\",\"Persist the changes if persist is true\"],\"reason\":\"When the system needs to update dependencies for a file.\"},{\"description\":\"Get dependencies for a file asynchronously.\",\"inputs\":[\"filename\",\"persist\"],\"outputs\":[\"A set of dependencies\"],\"actors\":[\"User\"],\"steps\":[\"Load dependencies if persist is true\",\"Get the relative path of the filename\",\"Return the set of dependencies for the file\"],\"reason\":\"When the system needs to retrieve dependencies for a file.\"},{\"description\":\"Delete the dependency file.\",\"inputs\":[],\"outputs\":[],\"actors\":[\"User\"],\"steps\":[\"Delete the dependency file if it exists\"],\"reason\":\"When the system needs to delete the dependency file.\"}],\"relationship\":[\"The 'Load dependencies from the file asynchronously' use case is related to 'Save dependencies to the file asynchronously' as it involves reading and writing to the file.\",\"The 'Update dependencies for a file asynchronously' use case is related to 'Get dependencies for a file asynchronously' as it involves updating and retrieving dependencies for a file.\"]}"}, {"id": "\nsequenceDiagram\n participant User\n participant DependencyFile\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n"}, {"id": "\nsequenceDiagram\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131222928045:{\nsequenceDiagram\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code is an abstract class that provides a series of standard capabilities for an AI assistant. It includes methods for sending and receiving messages, as well as methods for asynchronous completion and choice selection.\",\"use_cases\":[{\"description\":\"Send a message to the AI assistant and receive a response.\",\"inputs\":[\"msg\",\"system_msgs\",\"format_msgs\",\"timeout\",\"stream\"],\"outputs\":[\"rsp\"],\"actors\":[\"Message\",\"AsyncOpenAI\"],\"steps\":[\"Check if system messages are provided, if not, use the default system prompt\",\"Format the messages to be sent to the AI assistant, including user messages and system messages\",\"Send the formatted messages to the AI assistant and await a response\",\"Return the response from the AI assistant\"],\"reason\":\"When an external system needs to interact with the AI assistant by sending a message and receiving a response.\"},{\"description\":\"Send a batch of messages to the AI assistant and receive a concatenated response.\",\"inputs\":[\"msgs\",\"timeout\"],\"outputs\":[\"rsp_text\"],\"actors\":[\"Message\",\"AsyncOpenAI\"],\"steps\":[\"Iterate through the list of messages to be sent to the AI assistant\",\"Send each message to the AI assistant and await a response\",\"Concatenate the responses from the AI assistant\",\"Return the concatenated response\"],\"reason\":\"When an external system needs to sequentially send multiple messages to the AI assistant and receive a combined response.\"},{\"description\":\"Send a code-related message to the AI assistant and receive a response.\",\"inputs\":[\"messages\",\"timeout\"],\"outputs\":[\"rsp\"],\"actors\":[\"Message\",\"AsyncOpenAI\"],\"steps\":[\"Raise a NotImplementedError as this method is not implemented in the abstract class\"],\"reason\":\"N/A\"}],\"relationship\":[\"The 'Send a message to the AI assistant and receive a response' use case involves the 'Send a batch of messages to the AI assistant and receive a concatenated response' use case, as it utilizes the method for sending a single message to the AI assistant.\",\"The 'Send a message to the AI assistant and receive a response' use case involves the 'Send a code-related message to the AI assistant and receive a response' use case, as it utilizes the method for sending a single message to the AI assistant.\"]}"}, {"id": "\nsequenceDiagram\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n"}, {"id": "\nsequenceDiagram\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n\n"}, {"id": "20240131223021143:{\nsequenceDiagram\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n\n}"}, {"id": "{\"description\":\"This source code defines a Message class that represents a message with various attributes and methods for validation and serialization. It also includes methods for converting the message object to a dictionary and JSON string, as well as loading a message from a JSON string.\",\"use_cases\":[{\"description\":\"Create a new message with the given content, instruct content, role, cause by, sent from, and send to.\",\"inputs\":[\"content\",\"instruct_content\",\"role\",\"cause_by\",\"sent_from\",\"send_to\"],\"outputs\":[\"message_id\"],\"actors\":[\"User\"],\"steps\":[\"Validate and set the message ID if not provided\",\"Validate and set the instruct content if provided\",\"Validate and set the cause by if provided\",\"Validate and set the sent from if provided\",\"Validate and set the send to if provided\",\"Create a new message object with the provided data\",\"Return the message ID\"],\"reason\":\"When a user wants to create a new message with specific attributes.\"},{\"description\":\"Convert the message object to a dictionary containing role and content.\",\"inputs\":[],\"outputs\":[\"message_dict\"],\"actors\":[\"User\"],\"steps\":[\"Create a dictionary with role and content attributes of the message object\",\"Return the created dictionary\"],\"reason\":\"When a user needs to convert a message object to a dictionary.\"},{\"description\":\"Convert the message object to a JSON string.\",\"inputs\":[],\"outputs\":[\"json_string\"],\"actors\":[\"User\"],\"steps\":[\"Convert the message object to a JSON string\",\"Return the JSON string\"],\"reason\":\"When a user needs to convert a message object to a JSON string.\"},{\"description\":\"Load a message object from a JSON string.\",\"inputs\":[\"json_string\"],\"outputs\":[\"message_object\"],\"actors\":[\"User\"],\"steps\":[\"Parse the JSON string to a dictionary\",\"Create a message object from the dictionary\",\"Return the created message object\"],\"reason\":\"When a user needs to load a message object from a JSON string.\"}],\"relationship\":[\"Create a new message use case is related to Convert the message object to a dictionary use case and Convert the message object to a JSON string use case.\",\"Load a message object from a JSON string use case is independent of other use cases.\"]}"}, {"id": "\nsequenceDiagram\n participant User\n participant Message\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n"}, {"id": "\nsequenceDiagram\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223126916:{\nsequenceDiagram\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"This source code defines a class LLMConfig which represents the configuration for an LLM (Language Model) system. It includes various fields such as API key, base URL, model, app ID, and other parameters for controlling the behavior of the LLM system.\",\"use_cases\":[{\"description\":\"Configure LLM system\",\"inputs\":[\"api_key\",\"api_type\",\"base_url\",\"api_version\",\"model\",\"app_id\",\"api_secret\",\"domain\",\"max_token\",\"temperature\",\"top_p\",\"top_k\",\"repetition_penalty\",\"stop\",\"presence_penalty\",\"frequency_penalty\",\"best_of\",\"n\",\"stream\",\"logprobs\",\"top_logprobs\",\"timeout\",\"proxy\",\"calc_usage\"],\"outputs\":[],\"actors\":[\"System Administrator\"],\"steps\":[\"The system administrator provides the configuration parameters for the LLM system.\",\"The system validates the provided configuration parameters.\",\"The LLM system is configured with the provided parameters.\"],\"reason\":\"The external system needs to configure the LLM system with specific parameters to control its behavior and functionality.\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant SystemAdministrator\n participant LLMSystem\n\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n"}, {"id": "\nsequenceDiagram\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223231878:{\nsequenceDiagram\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:SystemAdministrator"}, {"id": "?:LLMSystem"}, {"id": "{\"description\":\"The source code defines a Team class that represents a team of agents working on a project. The team can hire roles, invest in the project, run and start a project, and run the company for a specified number of rounds.\",\"use_cases\":[{\"description\":\"Hire roles to cooperate\",\"inputs\":[\"roles\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team hires roles to cooperate on the project.\"],\"reason\":\"When the team needs to add new roles to the project.\"},{\"description\":\"Invest company\",\"inputs\":[\"investment\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team invests in the company.\",\"If the investment exceeds the maximum budget, a NoMoneyException is raised.\"],\"reason\":\"When the team needs to invest in the company.\"},{\"description\":\"Run a project from publishing user requirement\",\"inputs\":[\"idea\",\"send_to\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team runs a project based on the user's requirement.\",\"The idea is published to the team's environment for further processing.\"],\"reason\":\"When the team needs to start a new project based on user requirements.\"},{\"description\":\"Run company until target round or no money\",\"inputs\":[\"n_round\",\"idea\",\"send_to\",\"auto_archive\"],\"outputs\":[\"history\"],\"actors\":[\"Team\"],\"steps\":[\"The team runs the company for a specified number of rounds.\",\"If an idea is provided, it is used to run a project.\",\"The company is run until the target round is reached or there is no money left.\",\"The environment is archived if auto_archive is set to true.\"],\"reason\":\"When the team needs to run the company for a specified number of rounds.\"}],\"relationship\":[\"The 'Hire roles to cooperate' use case is related to the 'Invest company' use case as hiring roles may require investment.\",\"The 'Run a project from publishing user requirement' use case is related to the 'Run company until target round or no money' use case as running a project is part of running the company.\"]}"}, {"id": "\nsequenceDiagram\n participant Team\n participant Role\n participant Environment\n participant Context\n participant Path\n\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n\n Note right of Team: The 'Hire roles to cooperate' use case is related to the 'Invest company' use case as hiring roles may require investment.\n Note right of Team: The 'Run a project from publishing user requirement' use case is related to the 'Run company until target round or no money' use case as running a project is part of running the company.\n"}, {"id": "\nsequenceDiagram\n participant Team\n participant Role\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223353735:{\nsequenceDiagram\n participant Team\n participant Role\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"This source code defines a Role class that represents a role or agent in a system. The Role class contains methods for setting actions, thinking, acting, observing, and reacting to messages. It also includes properties for managing the role's state and environment.\",\"use_cases\":[{\"description\":\"Set action to do and update context\",\"inputs\":[\"value\"],\"outputs\":[],\"actors\":[\"Role\"],\"steps\":[\"Check if the value is not None\",\"If the value is not None, set the value as the action to do and update the context\"],\"reason\":\"This use case is executed when the system needs to set an action for the role to perform and update the context.\"},{\"description\":\"Add actions to the role\",\"inputs\":[\"actions\"],\"outputs\":[],\"actors\":[\"Role\"],\"steps\":[\"Reset the role's states and actions\",\"Iterate through the list of actions\",\"Initialize each action if it is not already initialized\",\"Set the long-term memory (llm) and prefix for each action\",\"Add the action to the role's list of actions\",\"Update the role's states with the action descriptions\"],\"reason\":\"This use case is executed when the system needs to add multiple actions to the role and update its states and long-term memory.\"},{\"description\":\"Set the strategy of the role reacting to observed messages\",\"inputs\":[\"react_mode\",\"max_react_loop\"],\"outputs\":[],\"actors\":[\"Role\"],\"steps\":[\"Check if the react_mode is valid\",\"Set the role's react mode and maximum react loop based on the inputs\"],\"reason\":\"This use case is executed when the system needs to set the strategy for the role's reaction to observed messages.\"},{\"description\":\"Watch actions of interest\",\"inputs\":[\"actions\"],\"outputs\":[],\"actors\":[\"Role\"],\"steps\":[\"Set the role to watch messages caused by the specified actions\"],\"reason\":\"This use case is executed when the system needs the role to watch specific actions of interest.\"},{\"description\":\"Observe, think, and act based on the results of the observation\",\"inputs\":[\"with_message\"],\"outputs\":[\"rsp\"],\"actors\":[\"Role\"],\"steps\":[\"If a message is provided, place the message into the role's private message buffer\",\"If there is no new information, suspend and wait\",\"Observe new messages and filter out messages of interest\",\"React to the observed messages and get the response message\",\"Reset the next action to be taken\",\"Publish the response message to the environment\"],\"reason\":\"This use case is executed when the role needs to observe, think, and act based on the results of the observation.\"}],\"relationship\":[\"The 'Set action to do and update context' use case is related to the 'Add actions to the role' use case as it involves updating the role's context and actions.\",\"The 'Set the strategy of the role reacting to observed messages' use case is related to the 'Observe, think, and act based on the results of the observation' use case as it determines the strategy for the role's reaction to observed messages.\",\"The 'Watch actions of interest' use case is related to the 'Observe, think, and act based on the results of the observation' use case as it involves watching specific actions of interest during the observation process.\"]}"}, {"id": "\nsequenceDiagram\n participant Role\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n"}, {"id": "\nsequenceDiagram\n participant Role\n participant Team\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223527497:{\nsequenceDiagram\n participant Role\n participant Team\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines an Environment class that hosts a batch of roles. Roles can publish messages to the environment and can be observed by other roles. The environment also provides methods to add roles, publish messages, run role processes, and manage role addresses.\",\"use_cases\":[{\"description\":\"Add a role to the current environment\",\"inputs\":[\"role: Role\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"Add the role to the roles dictionary of the environment\",\"Set the environment for the role\",\"Set the context for the role\"],\"reason\":\"When a new role needs to be added to the environment\"},{\"description\":\"Add a batch of roles to the current environment\",\"inputs\":[\"roles: Iterable[Role]\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"Add each role to the roles dictionary of the environment\",\"Set the environment for each role\",\"Set the context for each role\"],\"reason\":\"When multiple roles need to be added to the environment\"},{\"description\":\"Publish a message to the recipients in the environment\",\"inputs\":[\"message: Message\",\"peekable: bool\"],\"outputs\":[\"bool\"],\"actors\":[\"Environment\"],\"steps\":[\"Iterate through the member addresses of the environment\",\"Check if the message is to be sent to the current recipient\",\"If found, put the message in the recipient's queue\",\"Update the history of the environment\"],\"reason\":\"When a message needs to be distributed to the recipients in the environment\"},{\"description\":\"Process all role runs at once\",\"inputs\":[\"k: int\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"For each role, initiate a run process\",\"Gather all the run processes using asyncio\",\"Check if all actions have been executed\"],\"reason\":\"When all role processes need to be executed at once\"},{\"description\":\"Get all roles in the environment\",\"inputs\":[],\"outputs\":[\"dict[str, Role]\"],\"actors\":[\"Environment\"],\"steps\":[\"Return the roles dictionary of the environment\"],\"reason\":\"When all roles in the environment need to be retrieved\"},{\"description\":\"Get a specific role in the environment\",\"inputs\":[\"name: str\"],\"outputs\":[\"Role\"],\"actors\":[\"Environment\"],\"steps\":[\"Return the role with the specified name from the roles dictionary of the environment\"],\"reason\":\"When a specific role in the environment needs to be retrieved\"},{\"description\":\"Get all role names in the environment\",\"inputs\":[],\"outputs\":[\"list[str]\"],\"actors\":[\"Environment\"],\"steps\":[\"Return a list of names of all roles in the environment\"],\"reason\":\"When all role names in the environment need to be retrieved\"},{\"description\":\"Get the addresses of the object\",\"inputs\":[\"obj\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"Return the addresses of the specified object from the member addresses of the environment\"],\"reason\":\"When the addresses of a specific object in the environment need to be retrieved\"},{\"description\":\"Set the addresses of the object\",\"inputs\":[\"obj\",\"addresses\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"Set the addresses of the specified object in the member addresses of the environment\"],\"reason\":\"When the addresses of a specific object in the environment need to be updated\"},{\"description\":\"Archive the environment\",\"inputs\":[\"auto_archive: bool\"],\"outputs\":[],\"actors\":[\"Environment\"],\"steps\":[\"If auto_archive is true and the environment has a git repository, archive the repository\"],\"reason\":\"When the environment needs to be archived, and auto archiving is enabled\"}],\"relationship\":[\"The 'Add a role to the current environment' use case is related to the 'Add a batch of roles to the current environment' use case as it involves adding roles to the environment.\",\"The 'Publish a message to the recipients in the environment' use case is related to the 'Process all role runs at once' use case as it involves distributing messages to the roles in the environment and processing their runs.\",\"The 'Get all roles in the environment' use case is related to the 'Get a specific role in the environment' use case and the 'Get all role names in the environment' use case as it involves retrieving information about roles in the environment.\",\"The 'Get the addresses of the object' use case is related to the 'Set the addresses of the object' use case as it involves managing addresses of objects in the environment.\"]}"}, {"id": "\nsequenceDiagram\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n"}, {"id": "\nsequenceDiagram\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223701562:{\nsequenceDiagram\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code represents a Product Manager role responsible for product development and management. It includes attributes such as name, profile, goal, and constraints. The role has methods to decide what to do and observe the environment.\",\"use_cases\":[{\"description\":\"Decide what to do\",\"inputs\":[],\"outputs\":[],\"actors\":[\"Product Manager\"],\"steps\":[\"Check if the git repository exists and the configuration for git reinitialization is not set\",\"Set the state to 1 if the conditions are met\",\"If the conditions are not met, set the state to 0, set the git reinitialization configuration to false, and update the todo action to WritePRD\",\"Return a boolean indicating if there are any pending actions\"],\"reason\":\"When the system needs to decide the next action to take based on the current state and environment\"},{\"description\":\"Observe the environment\",\"inputs\":[],\"outputs\":[],\"actors\":[\"Product Manager\"],\"steps\":[\"Call the observe method of the superclass with ignore_memory set to True\"],\"reason\":\"When the system needs to observe the environment and update its internal state\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant ProductManager\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n"}, {"id": "\nsequenceDiagram\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223806039:{\nsequenceDiagram\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines an Architect role in a software development process with attributes such as name, profile, goal, and constraints. It also initializes specific actions and events for the Architect role.\",\"use_cases\":[],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant SourceCode\n participant Architect\n\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n"}, {"id": "\nsequenceDiagram\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131223921365:{\nsequenceDiagram\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:SourceCode"}, {"id": "{\"description\":\"The source code defines a Project Manager role with attributes such as name, profile, goal, and constraints. It also sets actions and watches for the Project Manager role.\",\"use_cases\":[{\"description\":\"Write Tasks\",\"inputs\":[\"task_list\",\"task_dependencies\"],\"outputs\":[\"task_breakdown\"],\"actors\":[\"Project Manager\"],\"steps\":[\"Receive task list and task dependencies\",\"Analyze task dependencies\",\"Generate task breakdown\"],\"reason\":\"When the Project Manager needs to break down tasks according to PRD/technical design and analyze task dependencies.\"},{\"description\":\"Write Design\",\"inputs\":[\"user_requirement\",\"technical_design\"],\"outputs\":[\"task_list\"],\"actors\":[\"Project Manager\"],\"steps\":[\"Receive user requirement and technical design\",\"Generate a task list\"],\"reason\":\"When the Project Manager needs to generate a task list based on user requirement and technical design.\"}],\"relationship\":[\"Write Tasks is required by Project Manager to break down tasks according to PRD/technical design and analyze task dependencies.\",\"Write Design is required by Project Manager to generate a task list based on user requirement and technical design.\"]}"}, {"id": "\nsequenceDiagram\n participant ProjectManager\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n WriteDesign-->>ProjectManager: task_list\n"}, {"id": "\nsequenceDiagram\n participant ProjectManager\n participant WriteTasks\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n WriteDesign-->>ProjectManager: task_list\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224018623:{\nsequenceDiagram\n participant ProjectManager\n participant WriteTasks\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n WriteDesign-->>ProjectManager: task_list\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines a class 'WriteTasks' that is responsible for creating and updating tasks based on changes in system designs and task files. It also handles merging and updating requirements related to the tasks.\",\"use_cases\":[{\"description\":\"Create and update tasks based on changes in system designs and task files\",\"inputs\":[\"changed_system_designs\",\"changed_tasks\"],\"outputs\":[\"change_files\"],\"actors\":[\"WriteTasks\"],\"steps\":[\"Identify the system designs and task files that have undergone changes\",\"Update the system designs and task files\",\"Merge the updated system designs and task files\",\"Update the requirements related to the tasks\"],\"reason\":\"When there are changes in the system designs or task files, the system needs to create and update tasks accordingly.\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant WriteTasks\n\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n"}, {"id": "\nsequenceDiagram\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224133693:{\nsequenceDiagram\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines a class `WriteDesign` that represents an action to generate system design based on PRD and design documents. It includes methods to update system design, merge PRD and system design, save data API design, and save sequence flow.\",\"use_cases\":[{\"description\":\"Generate system design based on PRD and design documents\",\"inputs\":[\"with_messages\",\"schema\"],\"outputs\":[\"content\",\"instruct_content\"],\"actors\":[\"Message\"],\"steps\":[\"Identify which PRD documents and design documents have been modified\",\"Regenerate the design content for the modified documents\",\"Wait for all files to be processed before sending the publish message\"],\"reason\":\"When there are changes in PRD and design documents, the system needs to generate the corresponding system design.\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant Action\n participant Message\n\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n\n"}, {"id": "\nsequenceDiagram\n participant Action\n participant Message\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224454452:{\nsequenceDiagram\n participant Action\n participant Message\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"This source code defines a class Action with various properties and methods related to running an action node and setting a prefix for later usage.\",\"use_cases\":[{\"description\":\"Set prefix for later usage\",\"inputs\":[\"prefix\"],\"outputs\":[],\"actors\":[\"RunCodeContext\",\"CodeSummarizeContext\",\"TestingContext\",\"CodingContext\",\"CodePlanAndChangeContext\"],\"steps\":[\"Set the prefix property of the Action class to the provided value\",\"Set the system prompt property to the provided prefix\",\"Update the llm system prompt property with the provided prefix\",\"If the node property is not None, update the llm property of the node with the llm property of the Action class\"],\"reason\":\"When an external system needs to set a prefix for later usage\"},{\"description\":\"Run action node\",\"inputs\":[\"args\",\"kwargs\"],\"outputs\":[],\"actors\":[\"RunCodeContext\",\"CodeSummarizeContext\",\"TestingContext\",\"CodingContext\",\"CodePlanAndChangeContext\"],\"steps\":[\"Extract the messages from the args input\",\"Create a context string with the history messages\",\"Fill the action node with the context and llm properties\"],\"reason\":\"When an external system needs to run an action node\"},{\"description\":\"Run action\",\"inputs\":[\"args\",\"kwargs\"],\"outputs\":[],\"actors\":[\"RunCodeContext\",\"CodeSummarizeContext\",\"TestingContext\",\"CodingContext\",\"CodePlanAndChangeContext\"],\"steps\":[\"If the node property is not None, call the _run_action_node method with the provided args and kwargs\",\"Otherwise, raise a NotImplementedError\"],\"reason\":\"When an external system needs to run an action\"}],\"relationship\":[\"The 'Set prefix for later usage' use case can be executed before the 'Run action node' use case\",\"The 'Run action node' use case can be executed before the 'Run action' use case\"]}"}, {"id": "\nsequenceDiagram\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n```\n"}, {"id": "\nsequenceDiagram\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224643506:{\nsequenceDiagram\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines a class RunCodeContext which contains attributes related to running code such as mode, code, test code, command, working directory, additional python paths, output filename, and output.\",\"use_cases\":[{\"description\":\"Run code in script mode\",\"inputs\":[\"code\",\"working_directory\",\"additional_python_paths\"],\"outputs\":[\"output\"],\"actors\":[\"User\"],\"steps\":[\"User provides the code to be executed\",\"User specifies the working directory for code execution\",\"User may provide additional python paths if required\",\"System runs the provided code in script mode\",\"System generates an output after executing the code\"],\"reason\":\"When the user wants to execute a piece of code in script mode\"},{\"description\":\"Run code in test mode\",\"inputs\":[\"test_code\",\"working_directory\",\"additional_python_paths\"],\"outputs\":[\"output\"],\"actors\":[\"User\"],\"steps\":[\"User provides the test code to be executed\",\"User specifies the working directory for code execution\",\"User may provide additional python paths if required\",\"System runs the provided test code\",\"System generates an output after executing the test code\"],\"reason\":\"When the user wants to execute a piece of code in test mode\"}],\"relationship\":[\"The 'Run code in script mode' use case is related to the 'Run code in test mode' use case as both involve running code with different purposes.\"]}"}, {"id": "\nsequenceDiagram\n participant User\n participant System\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n"}, {"id": "\nsequenceDiagram\n participant User\n participant System\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224806732:{\nsequenceDiagram\n participant User\n participant System\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:System"}, {"id": "{\"description\":\"The source code defines a class CodeSummarizeContext with attributes design_filename, task_filename, codes_filenames, and reason. It also provides a static method loads to create an instance of CodeSummarizeContext from a list of filenames.\",\"use_cases\":[{\"description\":\"Load CodeSummarizeContext\",\"inputs\":[\"filenames: List[str]\"],\"outputs\":[\"ctx: CodeSummarizeContext\"],\"actors\":[\"External System\"],\"steps\":[\"Create an empty instance of CodeSummarizeContext\",\"Iterate through the list of filenames\",\"If the filename is relative to SYSTEM_DESIGN_FILE_REPO, set design_filename attribute\",\"If the filename is relative to TASK_FILE_REPO, set task_filename attribute\"],\"reason\":\"When the external system needs to load a CodeSummarizeContext instance from a list of filenames.\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant ExternalSystem\n participant CodeSummarizeContext\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n"}, {"id": "\nsequenceDiagram\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant System\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131224922674:{\nsequenceDiagram\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant System\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:ExternalSystem"}, {"id": "{\"description\":\"This source code defines a TestingContext class that contains a filename, code document, and an optional test document. The TestingContext is a subclass of BaseContext.\",\"use_cases\":[{\"description\":\"Create a new testing context\",\"inputs\":[\"filename\",\"code_doc\"],\"outputs\":[\"testing_context\"],\"actors\":[\"Tester\"],\"steps\":[\"The Tester provides a filename and a code document to the system\",\"The system creates a new TestingContext object with the provided filename and code document\",\"The system returns the created TestingContext object\"],\"reason\":\"When a Tester needs to create a new testing context for a specific code document\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant Tester\n participant System\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n"}, {"id": "\nsequenceDiagram\n participant Tester\n participant System\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131225037718:{\nsequenceDiagram\n participant Tester\n participant System\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:Tester"}, {"id": "{\"description\":\"The source code defines a class CodingContext with attributes filename, design_doc, task_doc, and code_doc. The class is a part of a larger system and interacts with external documents such as Document.\",\"use_cases\":[{\"description\":\"Create Coding Context\",\"inputs\":[\"filename\"],\"outputs\":[\"coding_context\"],\"actors\":[\"User\"],\"steps\":[\"User provides a filename as input\",\"System creates a new CodingContext object with the provided filename\",\"System returns the created CodingContext object\"],\"reason\":\"When a user needs to create a new coding context for a specific file\"},{\"description\":\"Update Design Document\",\"inputs\":[\"coding_context\",\"design_doc\"],\"outputs\":[\"updated_coding_context\"],\"actors\":[\"User\"],\"steps\":[\"User provides the coding context and the updated design document as input\",\"System updates the design document in the provided coding context\",\"System returns the updated coding context\"],\"reason\":\"When a user needs to update the design document in a coding context\"},{\"description\":\"Update Task Document\",\"inputs\":[\"coding_context\",\"task_doc\"],\"outputs\":[\"updated_coding_context\"],\"actors\":[\"User\"],\"steps\":[\"User provides the coding context and the updated task document as input\",\"System updates the task document in the provided coding context\",\"System returns the updated coding context\"],\"reason\":\"When a user needs to update the task document in a coding context\"},{\"description\":\"Update Code Document\",\"inputs\":[\"coding_context\",\"code_doc\"],\"outputs\":[\"updated_coding_context\"],\"actors\":[\"User\"],\"steps\":[\"User provides the coding context and the updated code document as input\",\"System updates the code document in the provided coding context\",\"System returns the updated coding context\"],\"reason\":\"When a user needs to update the code document in a coding context\"}],\"relationship\":[\"Create Coding Context is a prerequisite for Update Design Document, Update Task Document, and Update Code Document\"]}"}, {"id": "\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n"}, {"id": "\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131225231661:{\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "{\"description\":\"The source code defines a custom exception class called NoMoneyException, which is raised when an operation cannot be completed due to insufficient funds. The exception includes the amount required and a message indicating the insufficient funds.\",\"use_cases\":[],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant User\n participant SourceCode\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n"}, {"id": "\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n"}, {"id": "20240131225403302:{\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"id": "?:Logger"}, {"id": "{\"description\":\"This code defines a class for managing different types of file repositories related to project documentation.\",\"use_cases\":[{\"description\":\"Create DocFileRepositories instance\",\"inputs\":[\"git_repo\"],\"outputs\":[\"prd\",\"system_design\",\"task\",\"code_summary\",\"graph_repo\",\"class_view\",\"code_plan_and_change\"],\"actors\":[\"Project Manager\",\"Developer\"],\"steps\":[\"The Project Manager or Developer provides a git repository as input.\",\"The system creates a new DocFileRepositories instance with file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change.\",\"The system returns the file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change as output.\"],\"reason\":\"This use case is executed when a new instance of DocFileRepositories is required to manage different types of file repositories related to project documentation.\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n"}, {"id": "\nsequenceDiagram\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team"}, {"id": "20240131225530578:{\nsequenceDiagram\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team}"}, {"id": "?:Developer"}, {"id": "{\"description\":\"The source code defines a class ResourceFileRepositories that extends FileRepository and initializes multiple file repositories for different types of resources.\",\"use_cases\":[{\"description\":\"Create Resource File Repositories\",\"inputs\":[\"git_repo\"],\"outputs\":[\"competitive_analysis\",\"data_api_design\",\"seq_flow\",\"system_design\",\"prd\",\"api_spec_and_task\",\"code_summary\",\"sd_output\",\"code_plan_and_change\",\"graph_repo\"],\"actors\":[\"System\"],\"steps\":[\"Initialize a new instance of ResourceFileRepositories with a git repository\",\"Create file repositories for competitive analysis, data API design, sequence flow, system design, PRD, API spec and task, code summary, SD output, code plan and change, and graph repository\"],\"reason\":\"The system needs to manage and organize different types of resource files in a git repository\"}],\"relationship\":[]}"}, {"id": "\nsequenceDiagram\n participant System\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n"}, {"id": "\nsequenceDiagram\n participant System\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file"}, {"id": "20240131225710350:{\nsequenceDiagram\n participant System\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file}"}, {"id": "?:generate_repo"}, {"id": "?:config"}, {"id": "{\"description\":\"The source code represents an Engineer role responsible for writing and possibly reviewing code. It includes attributes and methods for writing and reviewing code, summarizing code, and writing code plan and change. It also includes methods for determining the mode of action, thinking, and acting based on whether code review is used.\",\"use_cases\":[{\"description\":\"Write Code\",\"inputs\":[\"coding_context\"],\"outputs\":[\"changed_files\"],\"actors\":[\"Engineer\"],\"steps\":[\"Select essential information from the historical data to reduce the length of the prompt\",\"Run the code review if enabled\",\"Save the changed files and relevant messages\",\"Return the changed files\"],\"reason\":\"When the engineer needs to write code\"},{\"description\":\"Summarize Code\",\"inputs\":[\"summary\"],\"outputs\":[\"tasks\"],\"actors\":[\"Engineer\"],\"steps\":[\"Run the code summary for each pair of (system_design_doc, task_doc)\",\"Save the summary and check if it passes\",\"Send the summary to QA Engineer if needed\",\"Return the tasks if not passed\"],\"reason\":\"When the engineer needs to summarize code\"},{\"description\":\"Write Code Plan and Change\",\"inputs\":[\"files\",\"requirement\"],\"outputs\":[\"code_plan_and_change\"],\"actors\":[\"Engineer\"],\"steps\":[\"Write code plan and change that guides subsequent WriteCode and WriteCodeReview\",\"Save the code plan and change\",\"Return the code plan and change\"],\"reason\":\"When the engineer needs to write code plan and change\"}],\"relationship\":[\"Write Code is performed by Engineer\",\"Summarize Code is performed by Engineer\",\"Write Code Plan and Change is performed by Engineer\"]}"}, {"id": "\nsequenceDiagram\n participant Engineer\n\n Engineer->>Engineer: action_description\n Engineer->>Engineer: list code_todos\n Engineer->>Engineer: str constraints\n Engineer->>Engineer: str goal\n Engineer->>Engineer: int n_borg\n Engineer->>Engineer: int n_summarize\n Engineer->>Engineer: str name\n Engineer->>Engineer: str next_todo_action\n Engineer->>Engineer: str profile\n Engineer->>Engineer: src_workspace\n Engineer->>Engineer: list summarize_todos\n Engineer->>Engineer: bool use_code_review\n"}, {"id": "\nsequenceDiagram\n participant Engineer\n participant System\n participant ResourceFileRepositories\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant QaEngineer\n\n Engineer->>Engineer: action_description\n Engineer->>Engineer: list code_todos\n Engineer->>Engineer: str constraints\n Engineer->>Engineer: str goal\n Engineer->>Engineer: int n_borg\n Engineer->>Engineer: int n_summarize\n Engineer->>Engineer: str name\n Engineer->>Engineer: str next_todo_action\n Engineer->>Engineer: str profile\n Engineer->>Engineer: src_workspace\n Engineer->>Engineer: list summarize_todos\n Engineer->>Engineer: bool use_code_review\n\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>"}, {"id": "20240131225840129:{\nsequenceDiagram\n participant Engineer\n participant System\n participant ResourceFileRepositories\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant QaEngineer\n\n Engineer->>Engineer: action_description\n Engineer->>Engineer: list code_todos\n Engineer->>Engineer: str constraints\n Engineer->>Engineer: str goal\n Engineer->>Engineer: int n_borg\n Engineer->>Engineer: int n_summarize\n Engineer->>Engineer: str name\n Engineer->>Engineer: str next_todo_action\n Engineer->>Engineer: str profile\n Engineer->>Engineer: src_workspace\n Engineer->>Engineer: list summarize_todos\n Engineer->>Engineer: bool use_code_review\n\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>}"}], "links": [{"predicate": "is", "source": "metagpt/schema.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/schema.py", "target": "python"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:AIMessage"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:BaseContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:BugFixContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:CodePlanAndChangeContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:CodeSummarizeContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:CodingContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:Document"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:Documents"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:Message"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:MessageQueue"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:RunCodeContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:RunCodeResult"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:SerializationMixin"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:SimpleMessage"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:SystemMessage"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:TestingContext"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:UMLClassAttribute"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:UMLClassMeta"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:UMLClassMethod"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:UMLClassView"}, {"predicate": "has_class", "source": "metagpt/schema.py", "target": "metagpt/schema.py:UserMessage"}, {"predicate": "is", "source": "metagpt/schema.py:AIMessage", "target": "class"}, {"predicate": "has_detail", "source": "metagpt/schema.py:AIMessage", "target": "{\"name\":\"AIMessage\",\"package\":\"metagpt/schema.py:AIMessage\",\"attributes\":{},\"methods\":{},\"compositions\":[],\"aggregations\":[]}"}, {"predicate": "isGeneralizeOf", "source": "metagpt/schema.py:AIMessage", "target": "metagpt/schema.py:Message"}, {"predicate": "has_class_method", "source": "metagpt/schema.py:AIMessage", "target": "metagpt/schema.py:AIMessage:__init__"}, 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"target": "{\"description\":\"This source code defines a class representing a FileRepository associated with a Git repository. The class includes methods for saving, getting, and deleting files, as well as managing file dependencies and generating new filenames.\",\"use_cases\":[{\"description\":\"Save content to a file and update its dependencies.\",\"inputs\":[\"filename\",\"content\",\"dependencies\"],\"outputs\":[\"Document\"],\"actors\":[\"Document\",\"Path\",\"List\"],\"steps\":[\"Create the pathname for the file within the repository.\",\"Write the content to the file.\",\"Update the dependencies if provided.\",\"Return the saved document.\"],\"reason\":\"When new content needs to be saved to a file and its dependencies need to be updated.\"},{\"description\":\"Get the dependencies of a file.\",\"inputs\":[\"filename\"],\"outputs\":[\"Set\"],\"actors\":[\"Path\"],\"steps\":[\"Retrieve the pathname of the file within the repository.\",\"Get the dependencies of the file.\",\"Return the set of dependencies.\"],\"reason\":\"When the dependencies of a file need to be retrieved.\"},{\"description\":\"Get the 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dependencies if provided.\"],\"reason\":\"When the content of a document needs to be saved to a file and its dependencies need to be updated.\"},{\"description\":\"Save a Document instance as a PDF file.\",\"inputs\":[\"doc\",\"with_suffix\",\"dependencies\"],\"outputs\":[],\"actors\":[\"Document\",\"List\"],\"steps\":[\"Convert the content of the document to Markdown.\",\"Save it to a file with an optional specified suffix.\",\"Log the saved file.\"],\"reason\":\"When a document instance needs to be saved as a PDF file.\"},{\"description\":\"Delete a file from the file repository.\",\"inputs\":[\"filename\"],\"outputs\":[],\"actors\":[\"Path\"],\"steps\":[\"Delete the file from the file repository.\"],\"reason\":\"When a file needs to be deleted from the file repository.\"}],\"relationship\":[\"Save content to a file and update its dependencies is related to Get the dependencies of a file.\",\"Save content to a file and update its dependencies is related to Get the dependencies of a file that have changed.\",\"Save content to a file and update its dependencies is related to Read the content of a file.\",\"Save content to a file and update its dependencies is related to Get the content of all files in the repository.\",\"Save content to a file and update its dependencies is related to Get the files in a directory that have changed.\",\"Save content to a file and update its dependencies is related to Generate a new filename based on the current timestamp and a UUID suffix.\",\"Save content to a file and update its dependencies is related to Save content to a file and update its dependencies using a Document instance.\",\"Save content to a file and update its dependencies is related to Save a Document instance as a PDF file.\",\"Save content to a file and update its dependencies is related to Delete a file from the file repository.\"]}"}, {"predicate": "has_sequence_view", "source": "metagpt/utils/file_repository.py:FileRepository", "target": "\nsequenceDiagram\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->> FileRepository: get_all(filter_ignored)\n FileRepository ->> FileRepository: retrieve content of all files\n FileRepository ->> Document: return list of document instances\n\n Document ->> FileRepository: get_change_dir_files(dir)\n FileRepository ->> FileRepository: identify changed files within directory\n FileRepository ->> Document: return list of changed files\n\n Document ->> FileRepository: save_doc(doc, dependencies)\n FileRepository ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository ->> Path: convert content of document to Markdown\n FileRepository ->> FileRepository: save content to file with optional suffix\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: delete(filename)\n FileRepository ->> Path: delete file from repository\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(filename, dependencies)\n"}, {"predicate": "is", "source": "metagpt/utils/file_repository.py:FileRepository:all_files", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/file_repository.py:FileRepository:all_files", "target": "{\"name\":\"all_files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"all_files\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/file_repository.py:FileRepository:all_files", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/file_repository.py:FileRepository:changed_files", "target": 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{"predicate": "has_sequence_view", "source": "metagpt/roles/product_manager.py:ProductManager", "target": "\nsequenceDiagram\n participant ProductManager\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n"}, {"predicate": "is", "source": "metagpt/roles/product_manager.py:ProductManager:constraints", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/product_manager.py:ProductManager:constraints", "target": 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"target": "{\"name\":\"profile\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"profile : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/roles/product_manager.py:ProductManager:todo_action", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/product_manager.py:ProductManager:todo_action", "target": "{\"name\":\"todo_action\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"todo_action : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py", "target": "python"}, {"predicate": "has_class", "source": "metagpt/roles/project_manager.py", "target": "metagpt/roles/project_manager.py:ProjectManager"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "class"}, {"predicate": "has_detail", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "{\"name\":\"ProjectManager\",\"package\":\"metagpt/roles/project_manager.py:ProjectManager\",\"attributes\":{\"constraints\":{\"name\":\"constraints\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"constraints : str\",\"compositions\":[]},\"goal\":{\"name\":\"goal\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"goal : str\",\"compositions\":[]},\"name\":{\"name\":\"name\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"name : str\",\"compositions\":[]},\"profile\":{\"name\":\"profile\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"profile : str\",\"compositions\":[]}},\"methods\":{},\"compositions\":[],\"aggregations\":[]}"}, {"predicate": "has_class_property", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/project_manager.py:ProjectManager:constraints"}, {"predicate": "has_class_property", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/project_manager.py:ProjectManager:goal"}, {"predicate": "has_class_property", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/project_manager.py:ProjectManager:name"}, {"predicate": "has_class_property", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/project_manager.py:ProjectManager:profile"}, {"predicate": "isGeneralizeOf", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/role.py:Role"}, {"predicate": "has_class_method", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "metagpt/roles/project_manager.py:ProjectManager:__init__"}, {"predicate": "has_page_info", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "{\"lineno\":14,\"end_lineno\":37,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProjectManager\"],\"properties\":{}}"}, {"predicate": "has_class_view", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "{\"name\":\"ProjectManager\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"constraints\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"goal\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"name\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"},{\"name\":\"profile\",\"visibility\":\"+\",\"value_type\":\"str\",\"default_value\":\"\"}],\"methods\":[]}"}, {"predicate": "has_class_use_case", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "{\"description\":\"The source code defines a Project Manager role with attributes such as name, profile, goal, and constraints. It also sets actions and watches for the Project Manager role.\",\"use_cases\":[{\"description\":\"Write Tasks\",\"inputs\":[\"task_list\",\"task_dependencies\"],\"outputs\":[\"task_breakdown\"],\"actors\":[\"Project Manager\"],\"steps\":[\"Receive task list and task dependencies\",\"Analyze task dependencies\",\"Generate task breakdown\"],\"reason\":\"When the Project Manager needs to break down tasks according to PRD/technical design and analyze task dependencies.\"},{\"description\":\"Write Design\",\"inputs\":[\"user_requirement\",\"technical_design\"],\"outputs\":[\"task_list\"],\"actors\":[\"Project Manager\"],\"steps\":[\"Receive user requirement and technical design\",\"Generate a task list\"],\"reason\":\"When the Project Manager needs to generate a task list based on user requirement and technical design.\"}],\"relationship\":[\"Write Tasks is required by Project Manager to break down tasks according to PRD/technical design and analyze task dependencies.\",\"Write Design is required by Project Manager to generate a task list based on user requirement and technical design.\"]}"}, {"predicate": "has_sequence_view", "source": "metagpt/roles/project_manager.py:ProjectManager", "target": "\nsequenceDiagram\n participant ProjectManager\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n WriteDesign-->>ProjectManager: task_list\n"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py:ProjectManager:constraints", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/project_manager.py:ProjectManager:constraints", "target": "{\"name\":\"constraints\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"constraints : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py:ProjectManager:goal", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/project_manager.py:ProjectManager:goal", "target": "{\"name\":\"goal\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"goal : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py:ProjectManager:name", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/project_manager.py:ProjectManager:name", "target": "{\"name\":\"name\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"name : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/roles/project_manager.py:ProjectManager:profile", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/roles/project_manager.py:ProjectManager:profile", "target": "{\"name\":\"profile\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"profile : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "class"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "{\"name\":\"ProjectRepo\",\"package\":\"metagpt/utils/project_repo.py:ProjectRepo\",\"attributes\":{\"docs\":{\"name\":\"docs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"docs\",\"compositions\":[]},\"git_repo\":{\"name\":\"git_repo\",\"type_\":\"\",\"default_\":\"\",\"description\":\"git_repo\",\"compositions\":[]},\"requirement\":{\"name\":\"requirement\",\"type_\":\"\",\"default_\":\"\",\"description\":\"requirement\",\"compositions\":[]},\"resources\":{\"name\":\"resources\",\"type_\":\"\",\"default_\":\"\",\"description\":\"resources\",\"compositions\":[]},\"src_relative_path\":{\"name\":\"src_relative_path\",\"type_\":\"\",\"default_\":\"\",\"description\":\"src_relative_path\",\"compositions\":[]},\"srcs\":{\"name\":\"srcs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"srcs\",\"compositions\":[]},\"test_outputs\":{\"name\":\"test_outputs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"test_outputs\",\"compositions\":[]},\"tests\":{\"name\":\"tests\",\"type_\":\"\",\"default_\":\"\",\"description\":\"tests\",\"compositions\":[]},\"workdir\":{\"name\":\"workdir\",\"type_\":\"\",\"default_\":\"\",\"description\":\"workdir\",\"compositions\":[]}},\"methods\":{\"code_files_exists\":{\"name\":\"code_files_exists\",\"args\":[],\"return_args\":{\"type_\":\"bool\",\"description\":\"bool\",\"compositions\":[]},\"description\":\"code_files_exists(): bool\",\"aggregations\":[]},\"with_src_path\":{\"name\":\"with_src_path\",\"args\":[{\"name\":\"path\",\"type_\":\"str\\\\|Path\",\"default_\":\"\",\"description\":\"path: str \\\\| Path\",\"compositions\":[\"Path\",\"str\\\\\"]}],\"return_args\":{\"type_\":\"ProjectRepo\",\"description\":\"ProjectRepo\",\"compositions\":[\"ProjectRepo\"]},\"description\":\"with_src_path(path: str \\\\| Path): ProjectRepo\",\"aggregations\":[\"str\\\\\",\"ProjectRepo\",\"Path\"]}},\"compositions\":[],\"aggregations\":[\"str\\\\\",\"ProjectRepo\",\"Path\"]}"}, {"predicate": "has_class_property", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:docs"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:git_repo"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:requirement"}, {"predicate": "has_class_property", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:resources"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:src_relative_path"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:srcs"}, {"predicate": "has_class_property", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:test_outputs"}, {"predicate": "has_class_property", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:tests"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:workdir"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:code_files_exists"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:with_src_path"}, {"predicate": "isAggregateOf", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "?:str\\"}, {"predicate": "isAggregateOf", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "?:ProjectRepo"}, {"predicate": "isAggregateOf", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "?:Path"}, {"predicate": "isGeneralizeOf", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/file_repository.py:FileRepository"}, {"predicate": "isCompositeOf", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/context.py:Context"}, {"predicate": "isCompositeOn", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/context.py:Context:repo"}, {"predicate": "has_class_method", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "metagpt/utils/project_repo.py:ProjectRepo:__init__"}, {"predicate": "has_page_info", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "{\"lineno\":90,\"end_lineno\":142,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProjectRepo\"],\"properties\":{}}"}, {"predicate": "has_class_view", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "{\"name\":\"ProjectRepo\",\"visibility\":\"+\",\"attributes\":[{\"name\":\"docs\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"git_repo\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"requirement\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"resources\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"src_relative_path\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"srcs\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"test_outputs\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"tests\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"},{\"name\":\"workdir\",\"visibility\":\"+\",\"value_type\":\"\",\"default_value\":\"\"}],\"methods\":[]}"}, {"predicate": "has_class_use_case", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "{\"description\":\"The source code defines a class 'ProjectRepo' which is a file repository for a project. It contains methods to interact with the project's files and resources.\",\"use_cases\":[{\"description\":\"Retrieve project requirements\",\"inputs\":[],\"outputs\":[\"requirement\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class retrieves the project requirements from the 'docs' attribute using the 'requirement' property.\"],\"reason\":\"When the system needs to access the project requirements.\"},{\"description\":\"Check if code files exist\",\"inputs\":[],\"outputs\":[\"code_files_exist\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class checks if the code files exist by accessing the 'srcs' attribute and its 'all_files' property.\"],\"reason\":\"When the system needs to verify the existence of code files.\"},{\"description\":\"Set source path for the project\",\"inputs\":[\"path\"],\"outputs\":[\"ProjectRepo\"],\"actors\":[\"ProjectRepo\"],\"steps\":[\"The 'ProjectRepo' class sets the source path for the project by using the 'with_src_path' method with the specified 'path'.\"],\"reason\":\"When the system needs to update the source path for the project.\"}],\"relationship\":[\"The 'Retrieve project requirements' use case is related to the 'Check if code files exist' use case as both involve accessing project files and resources.\",\"The 'Set source path for the project' use case is related to the 'Check if code files exist' use case as setting the source path may impact the existence of code files.\"]}"}, {"predicate": "has_sequence_view", "source": "metagpt/utils/project_repo.py:ProjectRepo", "target": "\nsequenceDiagram\n participant ProjectRepo\n participant str\n participant Path\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:docs", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:docs", "target": "{\"name\":\"docs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"docs\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:git_repo", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:git_repo", "target": "{\"name\":\"git_repo\",\"type_\":\"\",\"default_\":\"\",\"description\":\"git_repo\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:git_repo", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:requirement", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:requirement", "target": "{\"name\":\"requirement\",\"type_\":\"\",\"default_\":\"\",\"description\":\"requirement\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:requirement", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:resources", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:resources", "target": "{\"name\":\"resources\",\"type_\":\"\",\"default_\":\"\",\"description\":\"resources\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:src_relative_path", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:src_relative_path", "target": "{\"name\":\"src_relative_path\",\"type_\":\"\",\"default_\":\"\",\"description\":\"src_relative_path\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:src_relative_path", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:srcs", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:srcs", "target": "{\"name\":\"srcs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"srcs\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:srcs", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:test_outputs", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:test_outputs", "target": "{\"name\":\"test_outputs\",\"type_\":\"\",\"default_\":\"\",\"description\":\"test_outputs\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:tests", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:tests", "target": "{\"name\":\"tests\",\"type_\":\"\",\"default_\":\"\",\"description\":\"tests\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:workdir", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:workdir", "target": "{\"name\":\"workdir\",\"type_\":\"\",\"default_\":\"\",\"description\":\"workdir\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:workdir", "target": "class_method"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:code_files_exists", "target": "class_method"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:code_files_exists", "target": "{\"name\":\"code_files_exists\",\"args\":[],\"return_args\":{\"type_\":\"bool\",\"description\":\"bool\",\"compositions\":[]},\"description\":\"code_files_exists(): bool\",\"aggregations\":[]}"}, {"predicate": "is", "source": "metagpt/utils/project_repo.py:ProjectRepo:with_src_path", "target": "class_method"}, {"predicate": "has_detail", "source": "metagpt/utils/project_repo.py:ProjectRepo:with_src_path", "target": "{\"name\":\"with_src_path\",\"args\":[{\"name\":\"path\",\"type_\":\"str\\\\|Path\",\"default_\":\"\",\"description\":\"path: str \\\\| Path\",\"compositions\":[\"Path\",\"str\\\\\"]}],\"return_args\":{\"type_\":\"ProjectRepo\",\"description\":\"ProjectRepo\",\"compositions\":[\"ProjectRepo\"]},\"description\":\"with_src_path(path: str \\\\| Path): ProjectRepo\",\"aggregations\":[\"str\\\\\",\"ProjectRepo\",\"Path\"]}"}, {"predicate": "is", "source": "metagpt/roles/prompt.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/roles/prompt.py", "target": "python"}, {"predicate": "has_class", "source": "metagpt/roles/prompt.py", "target": "metagpt/roles/prompt.py:PromptString"}, {"predicate": "is", "source": "metagpt/roles/prompt.py:PromptString", "target": "class"}, {"predicate": "has_detail", "source": "metagpt/roles/prompt.py:PromptString", "target": "{\"name\":\"PromptString\",\"package\":\"metagpt/roles/prompt.py:PromptString\",\"attributes\":{\"name\":{\"name\":\"name\",\"type_\":\"\",\"default_\":\"\",\"description\":\"name\",\"compositions\":[]}},\"methods\":{},\"compositions\":[],\"aggregations\":[]}"}, {"predicate": "has_class_property", "source": "metagpt/roles/prompt.py:PromptString", "target": "metagpt/roles/prompt.py:PromptString:name"}, {"predicate": "has_page_info", "source": 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{"predicate": "is", "source": "metagpt/team.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/team.py", "target": "python"}, {"predicate": "has_class", "source": "metagpt/team.py", "target": "metagpt/team.py:Team"}, {"predicate": "is", "source": "metagpt/team.py:Team", "target": "class"}, {"predicate": "has_detail", "source": "metagpt/team.py:Team", "target": "{\"name\":\"Team\",\"package\":\"metagpt/team.py:Team\",\"attributes\":{\"cost_manager\":{\"name\":\"cost_manager\",\"type_\":\"\",\"default_\":\"\",\"description\":\"cost_manager\",\"compositions\":[]},\"env\":{\"name\":\"env\",\"type_\":\"Optional[Environment]\",\"default_\":\"\",\"description\":\"env : Optional[Environment]\",\"compositions\":[\"Environment\"]},\"idea\":{\"name\":\"idea\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"idea : str\",\"compositions\":[]},\"investment\":{\"name\":\"investment\",\"type_\":\"float\",\"default_\":\"\",\"description\":\"investment : 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The team can hire roles, invest in the project, run and start a project, and run the company for a specified number of rounds.\",\"use_cases\":[{\"description\":\"Hire roles to cooperate\",\"inputs\":[\"roles\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team hires roles to cooperate on the project.\"],\"reason\":\"When the team needs to add new roles to the project.\"},{\"description\":\"Invest company\",\"inputs\":[\"investment\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team invests in the company.\",\"If the investment exceeds the maximum budget, a NoMoneyException is raised.\"],\"reason\":\"When the team needs to invest in the company.\"},{\"description\":\"Run a project from publishing user requirement\",\"inputs\":[\"idea\",\"send_to\"],\"outputs\":[],\"actors\":[\"Team\"],\"steps\":[\"The team runs a project based on the user's requirement.\",\"The idea is published to the team's environment for further processing.\"],\"reason\":\"When the team needs to 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"metagpt/repo_parser.py:module:metagpt.const", "target": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"AGGREGATION\",\"COMPOSITION\",\"GENERALIZATION\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:names:['AGGREGATION', 'COMPOSITION', 'GENERALIZATION']", "target": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"AGGREGATION\",\"COMPOSITION\",\"GENERALIZATION\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:module:metagpt.logs", "target": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:names:['logger']", "target": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:module:metagpt.utils.common", "target": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"aread\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:names:['any_to_str', 'aread']", "target": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"aread\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:module:metagpt.utils.exceptions", "target": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.exceptions\",\"names\":[\"handle_exception\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/repo_parser.py:names:['handle_exception']", "target": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.exceptions\",\"names\":[\"handle_exception\"]}}"}, {"predicate": "is", "source": "metagpt/startup.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/startup.py", "target": "python"}, {"predicate": "has_function", "source": "metagpt/startup.py", "target": "metagpt/startup.py:generate_repo"}, {"predicate": "has_function", "source": "metagpt/startup.py", "target": "metagpt/startup.py:startup"}, {"predicate": "has_function", "source": "metagpt/startup.py", "target": "metagpt/startup.py:copy_config_to"}, {"predicate": "is", "source": "metagpt/startup.py:generate_repo", "target": "function"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:generate_repo", "target": "{\"lineno\":16,\"end_lineno\":68,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"generate_repo\"],\"properties\":{}}"}, {"predicate": "is", "source": "metagpt/startup.py:startup", "target": "function"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:startup", "target": "{\"lineno\":72,\"end_lineno\":118,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"startup\"],\"properties\":{}}"}, {"predicate": "is", "source": "metagpt/startup.py:copy_config_to", "target": "function"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:copy_config_to", "target": "{\"lineno\":121,\"end_lineno\":136,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"copy_config_to\"],\"properties\":{}}"}, {"predicate": "is", "source": "metagpt/startup.py:app", "target": "global_variable"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:app", "target": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.Assign\",\"tokens\":[\"app\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:asyncio", "target": "{\"lineno\":3,\"end_lineno\":3,\"type_name\":\"ast.Import\",\"tokens\":[\"asyncio\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:shutil", "target": "{\"lineno\":4,\"end_lineno\":4,\"type_name\":\"ast.Import\",\"tokens\":[\"shutil\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:module:pathlib", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:names:['Path']", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:typer", "target": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.Import\",\"tokens\":[\"typer\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:module:metagpt.config2", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config2\",\"names\":[\"config\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:names:['config']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config2\",\"names\":[\"config\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:module:metagpt.const", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"CONFIG_ROOT\",\"METAGPT_ROOT\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:names:['CONFIG_ROOT', 'METAGPT_ROOT']", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"CONFIG_ROOT\",\"METAGPT_ROOT\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:module:metagpt.context", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"Context\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:names:['Context']", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"Context\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/startup.py:__name__:__main__", "target": "{\"lineno\":139,\"end_lineno\":140,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222415604:{\nsequenceDiagram\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n```\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:User"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Typer"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222533217:{\nsequenceDiagram\n participant ProjectRepo\n participant GitRepository\n participant Path\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/context.py:Context"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222606110:{\nsequenceDiagram\n participant ProjectRepo\n participant str\n participant Path\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/project_repo.py:ProjectRepo"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:str"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Path"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222711914:{\nsequenceDiagram\n participant FileRepository\n participant DependencyFile\n participant Path\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant GitRepository\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/git_repository.py:GitRepository"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222829147:{\nsequenceDiagram\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant DependencyFile\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant User\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->> FileRepository: get_all(filter_ignored)\n FileRepository ->> FileRepository: retrieve content of all files\n FileRepository ->> Document: return list of document instances\n\n Document ->> FileRepository: get_change_dir_files(dir)\n FileRepository ->> FileRepository: identify changed files within directory\n FileRepository ->> Document: return list of changed files\n\n Document ->> FileRepository: save_doc(doc, dependencies)\n FileRepository ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository ->> Path: convert content of document to Markdown\n FileRepository ->> FileRepository: save content to file with optional suffix\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: delete(filename)\n FileRepository ->> Path: delete file from repository\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n FileRepository->>FileRepository: filter_gitignore(filenames, root_relative_path)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/file_repository.py:FileRepository"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/document.py:Document"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:Document"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:List"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:aiofiles"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:os"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:datetime"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:json"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131222928045:{\nsequenceDiagram\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant BaseLLM\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/dependency_file.py:DependencyFile"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223021143:{\nsequenceDiagram\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant User\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/provider/base_llm.py:BaseLLM"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223126916:{\nsequenceDiagram\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:Message"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:AsyncOpenAI"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223231878:{\nsequenceDiagram\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant Path\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Context\n participant Team\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n BaseLLM -->> Message: rsp\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/configs/llm_config.py:LLMConfig"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:SystemAdministrator"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:LLMSystem"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223353735:{\nsequenceDiagram\n participant Team\n participant Role\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/team.py:Team"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223527497:{\nsequenceDiagram\n participant Role\n participant Team\n participant Environment\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant Message\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/roles/role.py:Role"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223701562:{\nsequenceDiagram\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProductManager\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/environment.py:Environment"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Iterable"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:SerializeAsAny"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223806039:{\nsequenceDiagram\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Architect\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document ->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/roles/product_manager.py:ProductManager"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131223921365:{\nsequenceDiagram\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant ProjectManager\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/roles/architect.py:Architect"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:SourceCode"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224018623:{\nsequenceDiagram\n participant ProjectManager\n participant WriteTasks\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n WriteDesign-->>ProjectManager: task_list\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/roles/project_manager.py:ProjectManager"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224133693:{\nsequenceDiagram\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Message\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/actions/project_management.py:WriteTasks"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224454452:{\nsequenceDiagram\n participant Action\n participant Message\n participant WriteTasks\n participant ProjectManager\n participant WriteDesign\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Iterable\n participant SerializeAsAny\n participant Team\n participant Context\n participant Path\n participant SystemAdministrator\n participant LLMSystem\n participant User\n participant AsyncOpenAI\n participant BaseLLM\n participant DependencyFile\n participant Document\n participant List\n participant GitRepository\n participant aiofiles\n participant os\n participant datetime\n participant json\n participant FileRepository\n participant Path\\\\\n participant ProjectRepo\n participant str\n participant LLMConfig\n participant Typer\n participant Engineer\n participant QaEngineer\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant NoMoneyException\n participant Logger\n\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/actions/design_api.py:WriteDesign"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224643506:{\nsequenceDiagram\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/actions/action.py:Action"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224806732:{\nsequenceDiagram\n participant User\n participant System\n participant RunCodeContext\n participant CodeSummarizeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:RunCodeContext"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:System"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131224922674:{\nsequenceDiagram\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant System\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository ->> FileRepository: get_dependency(filename)\n FileRepository ->> FileRepository: identify changed dependent files\n FileRepository ->> Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:CodeSummarizeContext"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:ExternalSystem"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225037718:{\nsequenceDiagram\n participant Tester\n participant System\n participant ExternalSystem\n participant CodeSummarizeContext\n participant User\n participant RunCodeContext\n participant TestingContext\n participant CodingContext\n participant CodePlanAndChangeContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant Document\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>CodeSummarizeContext: Create an empty instance\n loop through filenames\n CodeSummarizeContext->>CodeSummarizeContext: Check if filename is relative to SYSTEM_DESIGN_FILE_REPO\n alt filename is relative to SYSTEM_DESIGN_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set design_filename attribute\n else filename is relative to TASK_FILE_REPO\n CodeSummarizeContext-->>CodeSummarizeContext: Set task_filename attribute\n end\n end\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:TestingContext"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Tester"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225231661:{\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/schema.py:CodingContext"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225403302:{\nsequenceDiagram\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant ProjectManager\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant DocFileRepositories\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team: create company\n Team -> ProductManager: hire\n Team -> Architect: hire\n Team -> ProjectManager: hire\n Team -> Engineer: hire\n Team -> QaEngineer: hire\n Team -> Team: invest\n Team -> Team: run_project\n Team -> Team: run\n}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/common.py:NoMoneyException"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Logger"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225530578:{\nsequenceDiagram\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant System\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant ResourceFileRepositories\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file_repository(self._srcs_path)\n ProjectRepo->>ProjectRepo: code_files_exists()\n ProjectRepo->>GitRepository: git_workdir = self.git_repo.workdir\n ProjectRepo->>Path: src_workdir = git_workdir / git_workdir.name\n ProjectRepo->>Path: return Path(path).relative_to(self.workdir)\n ProjectRepo->>Path: return Path(path)\n ProjectRepo->>ProjectRepo: with_src_path(path)\n ProjectRepo->>ProjectRepo: src_relative_path\n ProjectRepo->>Path: return self._srcs_path\n ProjectRepo->>Path: Create a new os.environ object\n Path->>Path: Copy the current os.environ object\n Path-->>ProjectRepo: env\n BaseLLM->>LLMConfig: Obtain a LLM (Language Model) instance with a cost manager\n LLMConfig-->>BaseLLM: llm\n User -> Typer: startup command\n Typer -> generate_repo: call with arguments\n generate_repo -> config: update_via_cli\n config -> Context: initialize\n Context -> Team}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/project_repo.py:DocFileRepositories"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:Developer"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225710350:{\nsequenceDiagram\n participant System\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant Engineer\n participant QaEngineer\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>ProjectRepo: self._srcs_path = None\n ProjectRepo->>ProjectRepo: requirement\n ProjectRepo->>DocFileRepositories: return await self.docs.get(filename=REQUIREMENT_FILENAME)\n ProjectRepo->>ProjectRepo: git_repo\n ProjectRepo->>GitRepository: return self._git_repo\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>ProjectRepo: srcs\n ProjectRepo->>ProjectRepo: raise ValueError(\"Call with_srcs first.\")\n ProjectRepo->>GitRepository: return self._git_repo.new_file}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/utils/project_repo.py:ResourceFileRepositories"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:generate_repo"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "?:config"}, {"predicate": "has_sequence_view", "source": "metagpt/startup.py:__name__:__main__", "target": "\nsequenceDiagram\n participant Engineer\n participant System\n participant ResourceFileRepositories\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant QaEngineer\n\n Engineer->>Engineer: action_description\n Engineer->>Engineer: list code_todos\n Engineer->>Engineer: str constraints\n Engineer->>Engineer: str goal\n Engineer->>Engineer: int n_borg\n Engineer->>Engineer: int n_summarize\n Engineer->>Engineer: str name\n Engineer->>Engineer: str next_todo_action\n Engineer->>Engineer: str profile\n Engineer->>Engineer: src_workspace\n Engineer->>Engineer: list summarize_todos\n Engineer->>Engineer: bool use_code_review\n\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>"}, {"predicate": "has_sequence_view_ver", "source": "metagpt/startup.py:__name__:__main__", "target": "20240131225840129:{\nsequenceDiagram\n participant Engineer\n participant System\n participant ResourceFileRepositories\n participant ProjectManager\n participant Developer\n participant DocFileRepositories\n participant User\n participant CodingContext\n participant Document\n participant Tester\n participant ExternalSystem\n participant CodeSummarizeContext\n participant RunCodeContext\n participant TestingContext\n participant Action\n participant WriteTasks\n participant SourceCode\n participant Architect\n participant ProductManager\n participant Environment\n participant Role\n participant Team\n participant Path\n participant NoMoneyException\n participant Logger\n participant SystemAdministrator\n participant LLMSystem\n participant Message\n participant BaseLLM\n participant AsyncOpenAI\n participant DependencyFile\n participant FileRepository\n participant GitRepository\n participant ProjectRepo\n participant Typer\n participant generate_repo\n participant config\n participant Context\n participant QaEngineer\n\n Engineer->>Engineer: action_description\n Engineer->>Engineer: list code_todos\n Engineer->>Engineer: str constraints\n Engineer->>Engineer: str goal\n Engineer->>Engineer: int n_borg\n Engineer->>Engineer: int n_summarize\n Engineer->>Engineer: str name\n Engineer->>Engineer: str next_todo_action\n Engineer->>Engineer: str profile\n Engineer->>Engineer: src_workspace\n Engineer->>Engineer: list summarize_todos\n Engineer->>Engineer: bool use_code_review\n\n System->>ResourceFileRepositories: git_repo\n activate ResourceFileRepositories\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=COMPETITIVE_ANALYSIS_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=DATA_API_DESIGN_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SEQ_FLOW_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SYSTEM_DESIGN_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=PRD_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=TASK_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_SUMMARIES_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=SD_OUTPUT_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=CODE_PLAN_AND_CHANGE_PDF_FILE_REPO)\n ResourceFileRepositories->>git_repo: new_file_repository(relative_path=VISUAL_GRAPH_REPO_FILE_REPO)\n deactivate ResourceFileRepositories\n\n User->>SourceCode: Define custom exception class NoMoneyException\n SourceCode->>SourceCode: Define __init__ method\\nand __str__ method\\nfor NoMoneyException\n ProjectManager ->> DocFileRepositories: Create DocFileRepositories instance\n Developer ->> DocFileRepositories: Create DocFileRepositories instance\n DocFileRepositories ->> DocFileRepositories: Initialize with git_repo\n DocFileRepositories ->> DocFileRepositories: Create file repositories for PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> ProjectManager: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n DocFileRepositories -->> Developer: Return PRDs, system design, tasks, code summaries, graph repository, class view, and code plan and change\n User ->> System: provides a filename as input\n System ->> CodingContext: creates a new CodingContext object with the provided filename\n System -->> User: returns the created CodingContext object\n User ->> System: provides the coding context and the updated design document as input\n System ->> CodingContext: updates the design document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated task document as input\n System ->> CodingContext: updates the task document in the provided coding context\n System -->> User: returns the updated coding context\n User ->> System: provides the coding context and the updated code document as input\n System ->> CodingContext: updates the code document in the provided coding context\n System -->> User: returns the updated coding context\n Tester ->> System: provide filename, code_doc\n System ->> System: create new TestingContext object with filename and code_doc\n System -->> Tester: return testing_context\n ExternalSystem->>CodeSummarizeContext: loads(filenames: List[str])\n activate CodeSummarizeContext\n CodeSummarizeContext-->>ExternalSystem: ctx: CodeSummarizeContext\n deactivate CodeSummarizeContext\n User->>System: provides the code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided code in script mode\n System->>System: generates an output after executing the code\n User->>System: provides the test code to be executed\n User->>System: specifies the working directory for code execution\n User->>System: may provide additional python paths if required\n System->>System: runs the provided test code\n System->>System: generates an output after executing the test code\n RunCodeContext->>Action: set_prefix(prefix)\n Action->>Action: prefix = prefix\n Action->>Action: llm.system_prompt = prefix\n Action->>Action: node.llm = llm (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run_action_node(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: return\n RunCodeContext->>Action: run(args, kwargs) (if node is not None)\n Action-->>RunCodeContext: NotImplementedError\n Action->>Action: run(with_messages, schema)\n Action->>Action: _update_system_design(filename)\n Action->>Action: _merge(prd_doc, system_design_doc)\n Action->>Action: _save_data_api_design(design_doc)\n Action->>Action: _save_seq_flow(design_doc)\n Action->>Action: _save_mermaid_file(data, pathname)\n Action->>Action: resources.system_design.save_pdf(doc)\n WriteTasks->>+WriteTasks: run(with_messages)\n WriteTasks->>+WriteTasks: _update_tasks(filename)\n WriteTasks->>+WriteTasks: _merge(system_design_doc, task_doc)\n WriteTasks->>+WriteTasks: _update_requirements(doc)\n WriteTasks-->>-WriteTasks: ActionOutput(content, instruct_content)\n ProjectManager->>WriteTasks: Receive task list and task dependencies\n WriteTasks-->>ProjectManager: task_breakdown\n ProjectManager->>WriteDesign: Receive user requirement and technical design\n SourceCode->>Architect: class Architect(Role)\n SourceCode->>Architect: name: str = \"Bob\"\n SourceCode->>Architect: profile: str = \"Architect\"\n SourceCode->>Architect: goal: str = \"design a concise, usable, complete software system\"\n SourceCode->>Architect: constraints: str = \"make sure the architecture is simple enough and use appropriate open source libraries. Use same language as user requirement\"\n SourceCode->>Architect: __init__(self, **kwargs) -> None\n Architect->>Architect: super().__init__(**kwargs)\n Architect->>Architect: self.set_actions([WriteDesign])\n Architect->>Architect: self._watch({WritePRD})\n ProductManager->>+ProductManager: _think()\n alt git repository exists and git reinitialization not set\n ProductManager->>+ProductManager: _set_state(1)\n else conditions not met\n ProductManager->>+ProductManager: _set_state(0)\n ProductManager->>+ProductManager: config.git_reinit = False\n ProductManager->>+ProductManager: todo_action = any_to_name(WritePRD)\n end\n ProductManager-->>-ProductManager: return bool(rc.todo)\n ProductManager->>+ProductManager: _observe(ignore_memory=False)\n ProductManager-->>-ProductManager: return super()._observe(ignore_memory=True)\n Environment->>Role: add_role(role: Role)\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Iterable: add_roles(roles: Iterable[Role])\n Iterable->>Environment: iterate through roles\n Role->>Environment: set_env(environment)\n Role->>Environment: set_context(context)\n Environment->>Message: publish_message(message: Message, peekable: bool)\n Message-->>Role: put_message(message)\n Environment->>Role: run(k: int)\n Role-->>Environment: run()\n Environment->>Environment: get_roles()\n Environment->>Environment: get_role(name: str)\n Environment->>Environment: role_names()\n Environment->>Environment: is_idle\n Environment->>Environment: get_addresses(obj)\n Environment->>Environment: set_addresses(obj, addresses)\n Environment->>Environment: archive(auto_archive: bool)\n Role->>+Role: __init__\n Role-->>-Role: pydantic_rebuild_model\n Role-->>-Role: _check_actions\n Role-->>-Role: _watch\n Role-->>-Role: set_todo\n Role-->>-Role: git_repo\n Role-->>-Role: src_workspace\n Role-->>-Role: project_repo\n Role-->>-Role: prompt_schema\n Role-->>-Role: project_name\n Role-->>-Role: project_path\n Role-->>-Role: check_addresses\n Role-->>-Role: _reset\n Role-->>-Role: _setting\n Role-->>-Role: _init_action\n Role-->>-Role: set_action\n Role-->>-Role: set_actions\n Role-->>-Role: _set_react_mode\n Role-->>-Role: _get_prefix\n Role-->>-Role: _think\n Role-->>-Role: _act\n Role-->>-Role: _observe\n Role-->>-Role: publish_message\n Role-->>-Role: put_message\n Role-->>-Role: _react\n Role-->>-Role: _act_by_order\n Role-->>-Role: _plan_and_act\n Role-->>-Role: react\n Role-->>-Role: get_memories\n Role-->>-Role: run\n Role-->>-Role: think\n Role-->>-Role: act\n Role-->>-Role: action_description\n Team->>+Team: hire(roles)\n Team->>+Team: invest(investment)\n Team->>+Team: run_project(idea, send_to)\n Team->>+Team: run(n_round, idea, send_to, auto_archive)\n Team->>+Environment: add_roles(roles)\n Team->>+Environment: publish_message(Message, peekable)\n Team->>+Environment: archive(auto_archive)\n Team->>+Context: \n Team->>+Path: SERDESER_PATH.joinpath(\"team\")\n Team->>+Path: stg_path.joinpath(\"team.json\")\n Team->>+Path: read_json_file(team_info_path)\n Team->>+Path: write_json_file(team_info_path, model_dump())\n Team->>+NoMoneyException: raise NoMoneyException\n Team->>+Logger: logger.info()\n Team->>+Logger: logger.debug()\n Team->>+Logger: logger.info()\n SystemAdministrator->>LLMSystem: Provide configuration parameters\n LLMSystem->>LLMSystem: Validate provided parameters\n LLMSystem->>LLMSystem: Configure LLM system with provided parameters\n User->>Message: Create a new message with content, instruct content, role, cause by, sent from, and send to\n Message->>Message: Validate and set the message ID if not provided\n Message->>Message: Validate and set the instruct content if provided\n Message->>Message: Validate and set the cause by if provided\n Message->>Message: Validate and set the sent from if provided\n Message->>Message: Validate and set the send to if provided\n Message->>Message: Create a new message object with the provided data\n Message-->>User: Return the message ID\n User->>Message: Convert the message object to a dictionary\n Message->>Message: Create a dictionary with role and content attributes of the message object\n Message-->>User: Return the created dictionary\n User->>Message: Convert the message object to a JSON string\n Message->>Message: Convert the message object to a JSON string\n Message-->>User: Return the JSON string\n User->>Message: Load a message object from a JSON string\n Message->>Message: Parse the JSON string to a dictionary\n Message->>Message: Create a message object from the dictionary\n Message-->>User: Return the created message object\n Message ->> BaseLLM: msg, system_msgs, format_msgs, timeout, stream\n BaseLLM ->> BaseLLM: Check if system messages are provided\n BaseLLM ->> BaseLLM: Format the messages\n BaseLLM ->> AsyncOpenAI: Send formatted messages\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM -->> Message: rsp\n Message ->> BaseLLM: msgs, timeout\n BaseLLM ->> AsyncOpenAI: Send each message\n AsyncOpenAI -->> BaseLLM: Response\n BaseLLM ->> BaseLLM: Concatenate responses\n BaseLLM -->> Message: rsp_text\n Message ->> BaseLLM: messages, timeout\n BaseLLM -->> BaseLLM: Raise NotImplementedError\n User->>DependencyFile: load()\n alt file exists\n DependencyFile->>DependencyFile: aread(file)\n DependencyFile->>DependencyFile: json.loads(data)\n DependencyFile->>DependencyFile: update internal dependencies\n end\n User->>DependencyFile: save()\n DependencyFile->>DependencyFile: json.dumps(dependencies)\n DependencyFile->>DependencyFile: aiofiles.open(file, \"w\")\n DependencyFile->>DependencyFile: writer.write(data)\n User->>DependencyFile: update(filename, dependencies, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile->>DependencyFile: update internal dependencies\n DependencyFile->>DependencyFile: persist changes\n end\n User->>DependencyFile: get(filename, persist)\n alt persist is true\n DependencyFile->>DependencyFile: load()\n DependencyFile->>DependencyFile: get relative path of filename\n DependencyFile-->>User: return set of dependencies\n end\n User->>DependencyFile: delete_file()\n DependencyFile-->>User: dependency file deleted\n Document ->> FileRepository: save(filename, content, dependencies)\n FileRepository ->> Path: create pathname for file\n FileRepository ->> aiofiles: write content to file\n FileRepository ->> GitRepository: get_dependency()\n GitRepository ->> FileRepository: dependency_file\n FileRepository ->> dependency_file: update(pathname, dependencies)\n FileRepository ->> Document: return saved document\n Document ->> FileRepository: get_dependency(filename)\n FileRepository ->> Path: retrieve pathname of file\n FileRepository ->> dependency_file: get(pathname)\n FileRepository ->> Document: return set of dependencies\n Document ->> FileRepository: get_changed_dependency(filename)\n FileRepository->>FileRepository: get_dependency(filename)\n FileRepository->>FileRepository: identify changed dependent files\n FileRepository->>Document: return set of changed dependencies\n Document ->> FileRepository: get(filename)\n FileRepository ->> Document: create document instance for file\n FileRepository ->> Path: read content of file\n FileRepository ->> Document: return document with content or None\n Document->>FileRepository: get_all(filter_ignored)\n FileRepository->>FileRepository: retrieve content of all files\n FileRepository->>Document: return list of document instances\n Document->>FileRepository: get_change_dir_files(dir)\n FileRepository->>FileRepository: identify changed files within directory\n FileRepository->>Document: return list of changed files\n Document->>FileRepository: save_doc(doc, dependencies)\n FileRepository->>FileRepository: save(filename, content, dependencies)\n FileRepository->>Document: return saved document\n Document->>FileRepository: save_pdf(doc, with_suffix, dependencies)\n FileRepository->>Path: convert content of document to Markdown\n FileRepository->>FileRepository: save content to file with optional suffix\n FileRepository->>Document: return saved document\n Document->>FileRepository: delete(filename)\n FileRepository->>Path: delete file from repository\n FileRepository->>GitRepository: get_dependency()\n GitRepository->>FileRepository: dependency_file\n FileRepository->>dependency_file: update(filename, dependencies)\n FileRepository->>FileRepository: open(local_path, auto_init)\n FileRepository->>FileRepository: add_change(files)\n FileRepository->>FileRepository: commit(comments)\n FileRepository->>FileRepository: delete_repository()\n FileRepository->>FileRepository: changed_files\n FileRepository->>FileRepository: is_git_dir(local_path)\n FileRepository->>FileRepository: is_valid\n FileRepository->>FileRepository: status\n FileRepository->>FileRepository: workdir\n FileRepository->>FileRepository: archive(comments)\n FileRepository->>FileRepository: new_file_repository(relative_path)\n FileRepository->>DependencyFile: get_dependency()\n FileRepository->>FileRepository: rename_root(new_dir_name)\n FileRepository->>FileRepository: get_files(relative_path, root_relative_path, filter_ignored)\n ProjectRepo->>ProjectRepo: __init__(root)\n ProjectRepo->>GitRepository: GitRepository(local_path=Path(root))\n ProjectRepo->>FileRepository: super().__init__(git_repo=git_repo_, relative_path=Path(\".\"))\n ProjectRepo->>DocFileRepositories: self.docs = DocFileRepositories(self._git_repo)\n ProjectRepo->>ResourceFileRepositories: self.resources = ResourceFileRepositories(self._git_repo)\n ProjectRepo->>GitRepository: self.tests = self._git_repo.new_file_repository(relative_path=TEST_CODES_FILE_REPO)\n ProjectRepo->>GitRepository: self.test_outputs = self._git_repo.new_file_repository(relative_path=TEST_OUTPUTS_FILE_REPO)\n ProjectRepo->>Path: return Path(self.git_repo.workdir)\n ProjectRepo->>}"}, {"predicate": "has_participant", "source": "metagpt/startup.py:__name__:__main__", "target": "metagpt/roles/engineer.py:Engineer"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:asyncio", "target": "{\"lineno\":1,\"end_lineno\":1,\"type_name\":\"ast.Import\",\"tokens\":[\"asyncio\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:module:typing", "target": "{\"lineno\":2,\"end_lineno\":2,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"AsyncGenerator\",\"Awaitable\",\"Callable\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:names:['AsyncGenerator', 'Awaitable', 'Callable']", "target": "{\"lineno\":2,\"end_lineno\":2,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"AsyncGenerator\",\"Awaitable\",\"Callable\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:module:pydantic", "target": "{\"lineno\":4,\"end_lineno\":4,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:names:['BaseModel', 'ConfigDict', 'Field']", "target": "{\"lineno\":4,\"end_lineno\":4,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:module:metagpt.logs", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:names:['logger']", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:module:metagpt.roles", "target": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:names:['Role']", "target": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:module:metagpt.schema", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/subscription.py:names:['Message']", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "is", "source": "metagpt/__init__.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/__init__.py", "target": "python"}, {"predicate": "has_page_info", "source": "metagpt/__init__.py:module:metagpt", "target": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt\",\"names\":[\"_compat as _\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/__init__.py:names:['_compat as _']", "target": "{\"lineno\":7,\"end_lineno\":7,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt\",\"names\":[\"_compat as _\"]}}"}, {"predicate": "is", "source": "metagpt/llm.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/llm.py", "target": "python"}, {"predicate": "has_function", "source": "metagpt/llm.py", "target": "metagpt/llm.py:LLM"}, {"predicate": "is", "source": "metagpt/llm.py:LLM", "target": "function"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:LLM", "target": "{\"lineno\":15,\"end_lineno\":20,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"LLM\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:ast.Constant:\n@Time : 2023/5/11 14:45\n@Author : alexanderwu\n@File : llm.py\n", "target": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:45\\n@Author : alexanderwu\\n@File : llm.py\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:module:typing", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:names:['Optional']", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:module:metagpt.configs.llm_config", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.llm_config\",\"names\":[\"LLMConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:names:['LLMConfig']", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.llm_config\",\"names\":[\"LLMConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:module:metagpt.context", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"Context\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:names:['Context']", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"Context\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:module:metagpt.provider.base_llm", "target": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.provider.base_llm\",\"names\":[\"BaseLLM\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/llm.py:names:['BaseLLM']", "target": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.provider.base_llm\",\"names\":[\"BaseLLM\"]}}"}, {"predicate": "is", "source": "metagpt/config2.py:merge_dict", "target": "function"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:merge_dict", "target": "{\"lineno\":135,\"end_lineno\":140,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"merge_dict\"],\"properties\":{}}"}, {"predicate": "is", "source": "metagpt/config2.py:config", "target": "global_variable"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:config", "target": "{\"lineno\":143,\"end_lineno\":143,\"type_name\":\"ast.Assign\",\"tokens\":[\"config\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:ast.Constant:\n@Time : 2024/1/4 01:25\n@Author : alexanderwu\n@File : config2.py\n", "target": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2024/1/4 01:25\\n@Author : alexanderwu\\n@File : config2.py\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:os", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.Import\",\"tokens\":[\"os\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:pathlib", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['Path']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:typing", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Dict\",\"Iterable\",\"List\",\"Literal\",\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['Dict', 'Iterable', 'List', 'Literal', 'Optional']", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Dict\",\"Iterable\",\"List\",\"Literal\",\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:pydantic", "target": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"model_validator\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['BaseModel', 'model_validator']", "target": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"model_validator\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:metagpt.configs.browser_config", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.browser_config\",\"names\":[\"BrowserConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['BrowserConfig']", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.browser_config\",\"names\":[\"BrowserConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:metagpt.configs.llm_config", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.llm_config\",\"names\":[\"LLMConfig\",\"LLMType\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['LLMConfig', 'LLMType']", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.llm_config\",\"names\":[\"LLMConfig\",\"LLMType\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:metagpt.configs.mermaid_config", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.mermaid_config\",\"names\":[\"MermaidConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['MermaidConfig']", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.mermaid_config\",\"names\":[\"MermaidConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:metagpt.configs.redis_config", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.redis_config\",\"names\":[\"RedisConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['RedisConfig']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.redis_config\",\"names\":[\"RedisConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:module:metagpt.configs.s3_config", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.s3_config\",\"names\":[\"S3Config\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/config2.py:names:['S3Config']", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.configs.s3_config\",\"names\":[\"S3Config\"]}}"}, {"predicate": 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According to Section 2.2.1 and 2.2.2 of RFC 116, added key definitions for\n common properties in the Message.\n@Modified By: mashenquan, 2023-11-27. Defines file repository paths according to Section 2.2.3.4 of RFC 135.\n@Modified By: mashenquan, 2023/12/5. Add directories for code summarization..\n", "target": "{\"lineno\":3,\"end_lineno\":11,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/1 11:59\\n@Author : alexanderwu\\n@File : const.py\\n@Modified By: mashenquan, 2023-11-1. According to Section 2.2.1 and 2.2.2 of RFC 116, added key definitions for\\n common properties in the Message.\\n@Modified By: mashenquan, 2023-11-27. Defines file repository paths according to Section 2.2.3.4 of RFC 135.\\n@Modified By: mashenquan, 2023/12/5. 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A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:re", "target": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.Import\",\"tokens\":[\"re\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.actions", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['UserRequirement']", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.actions.write_teaching_plan", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['TeachingPlanBlock', 'WriteTeachingPlanPart']", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.logs", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['logger']", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.roles", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['Role']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.schema", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['Message']", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:module:metagpt.utils.common", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"awrite\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/teacher.py:names:['any_to_str', 'awrite']", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"awrite\"]}}"}, {"predicate": "is", "source": "metagpt/roles/product_manager.py:ProductManager:__init__", "target": "class_method"}, {"predicate": "is", "source": "metagpt/roles/product_manager.py:ProductManager:_think", "target": "class_method"}, {"predicate": "is", "source": "metagpt/roles/product_manager.py:ProductManager:_observe", "target": "class_method"}, {"predicate": "has_page_info", "source": "metagpt/roles/product_manager.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : product_manager.py\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\n", "target": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : product_manager.py\\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/product_manager.py:module:metagpt.actions", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/product_manager.py:names:['UserRequirement', 'WritePRD']", "target": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/product_manager.py:module:metagpt.actions.prepare_documents", "target": 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According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\n", "target": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/23 17:25\\n@Author : alexanderwu\\n@File : searcher.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:pydantic", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['Field']", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.actions", "target": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['SearchAndSummarize']", "target": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.actions.action_node", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['ActionNode']", "target": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.actions.action_output", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['ActionOutput']", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.logs", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['logger']", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.roles", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['Role']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.schema", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['Message']", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:module:metagpt.tools", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/searcher.py:names:['SearchEngineType']", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"predicate": "is", "source": "metagpt/roles/assistant.py:Assistant:__init__", "target": "class_method"}, {"predicate": "is", "source": "metagpt/roles/assistant.py:Assistant:_plan", "target": "class_method"}, {"predicate": "has_page_info", "source": "metagpt/roles/assistant.py:ast.Constant:\n@Time : 2023/8/7\n@Author : mashenquan\n@File : assistant.py\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\n make these symbols configurable and standardized, making the process of building flows more convenient.\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\n configuration file.\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\n indicates that further reasoning cannot continue.\n\n", "target": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/8/7\\n@Author : mashenquan\\n@File : assistant.py\\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\\n make these symbols configurable and standardized, making the process of building flows more convenient.\\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\\n configuration file.\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\\n indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/assistant.py:module:enum", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/assistant.py:names:['Enum']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/assistant.py:module:pathlib", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/assistant.py:names:['Path']", "target": 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A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\n consolidated within the `_observe` function.\n 2. Standardize the message filtering for string label matching. Role objects can access the message labels\n they've subscribed to through the `subscribed_tags` property.\n 3. Move the message receive buffer from the global variable `self.rc.env.memory` to the role's private variable\n `self.rc.msg_buffer` for easier message identification and asynchronous appending of messages.\n 4. Standardize the way messages are passed: `publish_message` sends messages out, while `put_message` places\n messages into the Role object's private message receive buffer. There are no other message transmit methods.\n 5. Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\n@Modified By: mashenquan, 2023-11-4. According to the routing feature plan in Chapter 2.2.3.2 of RFC 113, the routing\n functionality is to be consolidated into the `Environment` class.\n", "target": "{\"lineno\":3,\"end_lineno\":21,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:42\\n@Author : alexanderwu\\n@File : role.py\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116:\\n 1. Merge the `recv` functionality into the `_observe` function. Future message reading operations will be\\n consolidated within the `_observe` function.\\n 2. Standardize the message filtering for string label matching. Role objects can access the message labels\\n they've subscribed to through the `subscribed_tags` property.\\n 3. Move the message receive buffer from the global variable `self.rc.env.memory` to the role's private variable\\n `self.rc.msg_buffer` for easier message identification and asynchronous appending of messages.\\n 4. Standardize the way messages are passed: `publish_message` sends messages out, while `put_message` places\\n messages into the Role object's private message receive buffer. There are no other message transmit methods.\\n 5. Standardize the parameters for the `run` function: the `test_message` parameter is used for testing purposes\\n only. In the normal workflow, you should use `publish_message` or `put_message` to transmit messages.\\n@Modified By: mashenquan, 2023-11-4. 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\ No newline at end of file
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new file mode 100644
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--- /dev/null
+++ b/tests/data/incremental_dev_project/mock.py
@@ -0,0 +1,473 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+@Time : 2024/01/17
+@Author : mannaandpoem
+@File : mock.py
+"""
+NEW_REQUIREMENT_SAMPLE = """
+Adding graphical interface functionality to enhance the user experience in the number-guessing game. The existing number-guessing game currently relies on command-line input for numbers. The goal is to introduce a graphical interface to improve the game's usability and visual appeal
+"""
+
+PRD_SAMPLE = """
+## Language
+
+en_us
+
+## Programming Language
+
+Python
+
+## Original Requirements
+
+Make a simple number guessing game
+
+## Product Goals
+
+- Ensure a user-friendly interface for the game
+- Provide a challenging yet enjoyable game experience
+- Design the game to be easily extendable for future features
+
+## User Stories
+
+- As a player, I want to guess numbers and receive feedback on whether my guess is too high or too low
+- As a player, I want to be able to set the difficulty level by choosing the range of possible numbers
+- As a player, I want to see my previous guesses to strategize my next guess
+- As a player, I want to know how many attempts it took me to guess the number once I get it right
+
+## Competitive Analysis
+
+- Guess The Number Game A: Basic text interface, no difficulty levels
+- Number Master B: Has difficulty levels, but cluttered interface
+- Quick Guess C: Sleek design, but lacks performance tracking
+- NumGuess D: Good performance tracking, but not mobile-friendly
+- GuessIt E: Mobile-friendly, but too many ads
+- Perfect Guess F: Offers hints, but the hints are not very helpful
+- SmartGuesser G: Has a learning mode, but lacks a competitive edge
+
+## Competitive Quadrant Chart
+
+quadrantChart
+ title "User Engagement and Game Complexity"
+ x-axis "Low Complexity" --> "High Complexity"
+ y-axis "Low Engagement" --> "High Engagement"
+ quadrant-1 "Too Simple"
+ quadrant-2 "Niche Appeal"
+ quadrant-3 "Complex & Unengaging"
+ quadrant-4 "Sweet Spot"
+ "Guess The Number Game A": [0.2, 0.4]
+ "Number Master B": [0.5, 0.3]
+ "Quick Guess C": [0.6, 0.7]
+ "NumGuess D": [0.4, 0.6]
+ "GuessIt E": [0.7, 0.5]
+ "Perfect Guess F": [0.6, 0.4]
+ "SmartGuesser G": [0.8, 0.6]
+ "Our Target Product": [0.5, 0.8]
+
+## Requirement Analysis
+
+The game should be simple yet engaging, allowing players of different skill levels to enjoy it. It should provide immediate feedback and track the player's performance. The game should also be designed with a clean and intuitive interface, and it should be easy to add new features in the future.
+
+## Requirement Pool
+
+- ['P0', 'Implement the core game logic to randomly select a number and allow the user to guess it']
+- ['P0', 'Design a user interface that displays the game status and results clearly']
+- ['P1', 'Add difficulty levels by varying the range of possible numbers']
+- ['P1', 'Keep track of and display the number of attempts for each game session']
+- ['P2', "Store and show the history of the player's guesses during a game session"]
+
+## UI Design draft
+
+The UI will feature a clean and minimalist design with a number input field, submit button, and messages area to provide feedback. There will be options to select the difficulty level and a display showing the number of attempts and history of past guesses.
+
+## Anything UNCLEAR"""
+
+DESIGN_SAMPLE = """
+## Implementation approach
+
+We will create a Python-based number guessing game with a simple command-line interface. For the user interface, we will use the built-in 'input' and 'print' functions for interaction. The random library will be used for generating random numbers. We will structure the code to be modular and easily extendable, separating the game logic from the user interface.
+
+## File list
+
+- main.py
+- game.py
+- ui.py
+
+## Data structures and interfaces
+
+
+classDiagram
+ class Game {
+ -int secret_number
+ -int min_range
+ -int max_range
+ -list attempts
+ +__init__(difficulty: str)
+ +start_game()
+ +check_guess(guess: int) str
+ +get_attempts() int
+ +get_history() list
+ }
+ class UI {
+ +start()
+ +display_message(message: str)
+ +get_user_input(prompt: str) str
+ +show_attempts(attempts: int)
+ +show_history(history: list)
+ +select_difficulty() str
+ }
+ class Main {
+ +main()
+ }
+ Main --> UI
+ UI --> Game
+
+
+## Program call flow
+
+
+sequenceDiagram
+ participant M as Main
+ participant UI as UI
+ participant G as Game
+ M->>UI: start()
+ UI->>UI: select_difficulty()
+ UI-->>G: __init__(difficulty)
+ G->>G: start_game()
+ loop Game Loop
+ UI->>UI: get_user_input("Enter your guess:")
+ UI-->>G: check_guess(guess)
+ G->>UI: display_message(feedback)
+ G->>UI: show_attempts(attempts)
+ G->>UI: show_history(history)
+ end
+ G->>UI: display_message("Correct! Game over.")
+ UI->>M: main() # Game session ends
+
+
+## Anything UNCLEAR
+
+The requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game."""
+
+TASK_SAMPLE = """
+## Required Python packages
+
+- random==2.2.1
+
+## Required Other language third-party packages
+
+- No third-party dependencies required
+
+## Logic Analysis
+
+- ['game.py', 'Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number']
+- ['ui.py', 'Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class']
+- ['main.py', 'Contains Main class with method main that initializes UI class and starts the game loop']
+
+## Task list
+
+- game.py
+- ui.py
+- main.py
+
+## Full API spec
+
+
+
+## Shared Knowledge
+
+`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game.
+
+## Anything UNCLEAR
+
+The requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game."""
+
+OLD_CODE_SAMPLE = """
+--- game.py
+```## game.py
+
+import random
+
+class Game:
+ def __init__(self, difficulty: str = 'medium'):
+ self.min_range, self.max_range = self._set_difficulty(difficulty)
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ self.attempts = []
+
+ def _set_difficulty(self, difficulty: str):
+ difficulties = {
+ 'easy': (1, 10),
+ 'medium': (1, 100),
+ 'hard': (1, 1000)
+ }
+ return difficulties.get(difficulty, (1, 100))
+
+ def start_game(self):
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ self.attempts = []
+
+ def check_guess(self, guess: int) -> str:
+ self.attempts.append(guess)
+ if guess < self.secret_number:
+ return "It's higher."
+ elif guess > self.secret_number:
+ return "It's lower."
+ else:
+ return "Correct! Game over."
+
+ def get_attempts(self) -> int:
+ return len(self.attempts)
+
+ def get_history(self) -> list:
+ return self.attempts```
+
+--- ui.py
+```## ui.py
+
+from game import Game
+
+class UI:
+ def start(self):
+ difficulty = self.select_difficulty()
+ game = Game(difficulty)
+ game.start_game()
+ self.display_welcome_message(game)
+
+ feedback = ""
+ while feedback != "Correct! Game over.":
+ guess = self.get_user_input("Enter your guess: ")
+ if self.is_valid_guess(guess):
+ feedback = game.check_guess(int(guess))
+ self.display_message(feedback)
+ self.show_attempts(game.get_attempts())
+ self.show_history(game.get_history())
+ else:
+ self.display_message("Please enter a valid number.")
+
+ def display_welcome_message(self, game):
+ print("Welcome to the Number Guessing Game!")
+ print(f"Guess the number between {game.min_range} and {game.max_range}.")
+
+ def is_valid_guess(self, guess):
+ return guess.isdigit()
+
+ def display_message(self, message: str):
+ print(message)
+
+ def get_user_input(self, prompt: str) -> str:
+ return input(prompt)
+
+ def show_attempts(self, attempts: int):
+ print(f"Number of attempts: {attempts}")
+
+ def show_history(self, history: list):
+ print("Guess history:")
+ for guess in history:
+ print(guess)
+
+ def select_difficulty(self) -> str:
+ while True:
+ difficulty = input("Select difficulty (easy, medium, hard): ").lower()
+ if difficulty in ['easy', 'medium', 'hard']:
+ return difficulty
+ else:
+ self.display_message("Invalid difficulty. Please choose 'easy', 'medium', or 'hard'.")```
+
+--- main.py
+```## main.py
+
+from ui import UI
+
+class Main:
+ def main(self):
+ user_interface = UI()
+ user_interface.start()
+
+if __name__ == "__main__":
+ main_instance = Main()
+ main_instance.main()```
+"""
+
+REFINED_PRD_JSON = {
+ "Language": "en_us",
+ "Programming Language": "Python",
+ "Refined Requirements": "Adding graphical interface functionality to enhance the user experience in the number-guessing game.",
+ "Project Name": "number_guessing_game",
+ "Refined Product Goals": [
+ "Ensure a user-friendly interface for the game with the new graphical interface",
+ "Provide a challenging yet enjoyable game experience with visual enhancements",
+ "Design the game to be easily extendable for future features, including graphical elements",
+ ],
+ "Refined User Stories": [
+ "As a player, I want to interact with a graphical interface to guess numbers and receive visual feedback on my guesses",
+ "As a player, I want to easily select the difficulty level through the graphical interface",
+ "As a player, I want to visually track my previous guesses and the number of attempts in the graphical interface",
+ "As a player, I want to be congratulated with a visually appealing message when I guess the number correctly",
+ ],
+ "Competitive Analysis": [
+ "Guess The Number Game A: Basic text interface, no difficulty levels",
+ "Number Master B: Has difficulty levels, but cluttered interface",
+ "Quick Guess C: Sleek design, but lacks performance tracking",
+ "NumGuess D: Good performance tracking, but not mobile-friendly",
+ "GuessIt E: Mobile-friendly, but too many ads",
+ "Perfect Guess F: Offers hints, but the hints are not very helpful",
+ "SmartGuesser G: Has a learning mode, but lacks a competitive edge",
+ "Graphical Guess H: Graphical interface, but poor user experience due to complex design",
+ ],
+ "Competitive Quadrant Chart": 'quadrantChart\n title "User Engagement and Game Complexity with Graphical Interface"\n x-axis "Low Complexity" --> "High Complexity"\n y-axis "Low Engagement" --> "High Engagement"\n quadrant-1 "Too Simple"\n quadrant-2 "Niche Appeal"\n quadrant-3 "Complex & Unengaging"\n quadrant-4 "Sweet Spot"\n "Guess The Number Game A": [0.2, 0.4]\n "Number Master B": [0.5, 0.3]\n "Quick Guess C": [0.6, 0.7]\n "NumGuess D": [0.4, 0.6]\n "GuessIt E": [0.7, 0.5]\n "Perfect Guess F": [0.6, 0.4]\n "SmartGuesser G": [0.8, 0.6]\n "Graphical Guess H": [0.7, 0.3]\n "Our Target Product": [0.5, 0.9]',
+ "Refined Requirement Analysis": [
+ "The game should maintain its simplicity while integrating a graphical interface for enhanced engagement.",
+ "Immediate visual feedback is crucial for user satisfaction in the graphical interface.",
+ "The interface must be intuitive, allowing for easy navigation and selection of game options.",
+ "The graphical design should be clean and not detract from the game's core guessing mechanic.",
+ ],
+ "Refined Requirement Pool": [
+ ["P0", "Implement a graphical user interface (GUI) to replace the command-line interaction"],
+ [
+ "P0",
+ "Design a user interface that displays the game status, results, and feedback clearly with graphical elements",
+ ],
+ ["P1", "Incorporate interactive elements for selecting difficulty levels"],
+ ["P1", "Visualize the history of the player's guesses and the number of attempts within the game session"],
+ ["P2", "Create animations for correct or incorrect guesses to enhance user feedback"],
+ ["P2", "Ensure the GUI is responsive and compatible with various screen sizes"],
+ ["P2", "Store and show the history of the player's guesses during a game session"],
+ ],
+ "UI Design draft": "The UI will feature a modern and minimalist design with a graphical number input field, a submit button with animations, and a dedicated area for visual feedback. It will include interactive elements to select the difficulty level and a visual display for the number of attempts and history of past guesses.",
+ "Anything UNCLEAR": "",
+}
+
+REFINED_DESIGN_JSON = {
+ "Refined Implementation Approach": "To accommodate the new graphical user interface (GUI) requirements, we will leverage the Tkinter library, which is included with Python and supports the creation of a user-friendly GUI. The game logic will remain in Python, with Tkinter handling the rendering of the interface. We will ensure that the GUI is responsive and provides immediate visual feedback. The main game loop will be event-driven, responding to user inputs such as button clicks and difficulty selection.",
+ "Refined File list": ["main.py", "game.py", "ui.py", "gui.py"],
+ "Refined Data structures and interfaces": "\nclassDiagram\n class Game {\n -int secret_number\n -int min_range\n -int max_range\n -list attempts\n +__init__(difficulty: str)\n +start_game()\n +check_guess(guess: int) str\n +get_attempts() int\n +get_history() list\n }\n class UI {\n +start()\n +display_message(message: str)\n +get_user_input(prompt: str) str\n +show_attempts(attempts: int)\n +show_history(history: list)\n +select_difficulty() str\n }\n class GUI {\n +__init__()\n +setup_window()\n +bind_events()\n +update_feedback(message: str)\n +update_attempts(attempts: int)\n +update_history(history: list)\n +show_difficulty_selector()\n +animate_guess_result(correct: bool)\n }\n class Main {\n +main()\n }\n Main --> UI\n UI --> Game\n UI --> GUI\n GUI --> Game\n",
+ "Refined Program call flow": '\nsequenceDiagram\n participant M as Main\n participant UI as UI\n participant G as Game\n participant GU as GUI\n M->>UI: start()\n UI->>GU: setup_window()\n GU->>GU: bind_events()\n GU->>UI: select_difficulty()\n UI-->>G: __init__(difficulty)\n G->>G: start_game()\n loop Game Loop\n GU->>GU: show_difficulty_selector()\n GU->>UI: get_user_input("Enter your guess:")\n UI-->>G: check_guess(guess)\n G->>GU: update_feedback(feedback)\n G->>GU: update_attempts(attempts)\n G->>GU: update_history(history)\n GU->>GU: animate_guess_result(correct)\n end\n G->>GU: update_feedback("Correct! Game over.")\n GU->>M: main() # Game session ends\n',
+ "Anything UNCLEAR": "",
+}
+
+REFINED_TASK_JSON = {
+ "Required Python packages": ["random==2.2.1", "Tkinter==8.6"],
+ "Required Other language third-party packages": ["No third-party dependencies required"],
+ "Refined Logic Analysis": [
+ [
+ "game.py",
+ "Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number",
+ ],
+ [
+ "ui.py",
+ "Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class",
+ ],
+ [
+ "gui.py",
+ "Contains GUI class with methods __init__, setup_window, bind_events, update_feedback, update_attempts, update_history, show_difficulty_selector, animate_guess_result and interacts with Game class for GUI rendering",
+ ],
+ [
+ "main.py",
+ "Contains Main class with method main that initializes UI class and starts the event-driven game loop",
+ ],
+ ],
+ "Refined Task list": ["game.py", "ui.py", "gui.py", "main.py"],
+ "Full API spec": "",
+ "Refined Shared Knowledge": "`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game. `gui.py` is introduced to handle the graphical user interface using Tkinter, which will interact with both `game.py` and `ui.py` for a responsive and user-friendly experience.",
+ "Anything UNCLEAR": "",
+}
+
+CODE_PLAN_AND_CHANGE_SAMPLE = {
+ "Development Plan": [
+ "Develop the GUI using Tkinter to replace the command-line interface. Start by setting up the main window and event handling. Then, add widgets for displaying the game status, results, and feedback. Implement interactive elements for difficulty selection and visualize the guess history. Finally, create animations for guess feedback and ensure responsiveness across different screen sizes.",
+ "Modify the main.py to initialize the GUI and start the event-driven game loop. Ensure that the GUI is the primary interface for user interaction.",
+ ],
+ "Incremental Change": [
+ """```diff\nclass GUI:\n- pass\n+ def __init__(self):\n+ self.setup_window()\n+\n+ def setup_window(self):\n+ # Initialize the main window using Tkinter\n+ pass\n+\n+ def bind_events(self):\n+ # Bind button clicks and other events\n+ pass\n+\n+ def update_feedback(self, message: str):\n+ # Update the feedback label with the given message\n+ pass\n+\n+ def update_attempts(self, attempts: int):\n+ # Update the attempts label with the number of attempts\n+ pass\n+\n+ def update_history(self, history: list):\n+ # Update the history view with the list of past guesses\n+ pass\n+\n+ def show_difficulty_selector(self):\n+ # Show buttons or a dropdown for difficulty selection\n+ pass\n+\n+ def animate_guess_result(self, correct: bool):\n+ # Trigger an animation for correct or incorrect guesses\n+ pass\n```""",
+ """```diff\nclass Main:\n def main(self):\n- user_interface = UI()\n- user_interface.start()\n+ graphical_user_interface = GUI()\n+ graphical_user_interface.setup_window()\n+ graphical_user_interface.bind_events()\n+ # Start the Tkinter main loop\n+ pass\n\n if __name__ == "__main__":\n main_instance = Main()\n main_instance.main()\n```\n\n3. Plan for ui.py: Refactor ui.py to work with the new GUI class. Remove command-line interactions and delegate display and input tasks to the GUI.\n```python\nclass UI:\n- def display_message(self, message: str):\n- print(message)\n+\n+ def display_message(self, message: str):\n+ # This method will now pass the message to the GUI to display\n+ pass\n\n- def get_user_input(self, prompt: str) -> str:\n- return input(prompt)\n+\n+ def get_user_input(self, prompt: str) -> str:\n+ # This method will now trigger the GUI to get user input\n+ pass\n\n- def show_attempts(self, attempts: int):\n- print(f"Number of attempts: {attempts}")\n+\n+ def show_attempts(self, attempts: int):\n+ # This method will now update the GUI with the number of attempts\n+ pass\n\n- def show_history(self, history: list):\n- print("Guess history:")\n- for guess in history:\n- print(guess)\n+\n+ def show_history(self, history: list):\n+ # This method will now update the GUI with the guess history\n+ pass\n```\n\n4. Plan for game.py: Ensure game.py remains mostly unchanged as it contains the core game logic. However, make minor adjustments if necessary to integrate with the new GUI.\n```python\nclass Game:\n # No changes required for now\n```\n""",
+ ],
+}
+
+REFINED_CODE_INPUT_SAMPLE = """
+-----Now, game.py to be rewritten
+```## game.py
+
+import random
+
+class Game:
+ def __init__(self, difficulty: str = 'medium'):
+ self.min_range, self.max_range = self._set_difficulty(difficulty)
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ self.attempts = []
+
+ def _set_difficulty(self, difficulty: str):
+ difficulties = {
+ 'easy': (1, 10),
+ 'medium': (1, 100),
+ 'hard': (1, 1000)
+ }
+ return difficulties.get(difficulty, (1, 100))
+
+ def start_game(self):
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ self.attempts = []
+
+ def check_guess(self, guess: int) -> str:
+ self.attempts.append(guess)
+ if guess < self.secret_number:
+ return "It's higher."
+ elif guess > self.secret_number:
+ return "It's lower."
+ else:
+ return "Correct! Game over."
+
+ def get_attempts(self) -> int:
+ return len(self.attempts)
+
+ def get_history(self) -> list:
+ return self.attempts```
+"""
+
+REFINED_CODE_SAMPLE = """
+## game.py
+
+import random
+
+class Game:
+ def __init__(self, difficulty: str = 'medium'):
+ # Set the difficulty level with default value 'medium'
+ self.min_range, self.max_range = self._set_difficulty(difficulty)
+ # Initialize the secret number based on the difficulty
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ # Initialize the list to keep track of attempts
+ self.attempts = []
+
+ def _set_difficulty(self, difficulty: str):
+ # Define the range of numbers for each difficulty level
+ difficulties = {
+ 'easy': (1, 10),
+ 'medium': (1, 100),
+ 'hard': (1, 1000)
+ }
+ # Return the corresponding range for the selected difficulty, default to 'medium' if not found
+ return difficulties.get(difficulty, (1, 100))
+
+ def start_game(self):
+ # Reset the secret number and attempts list for a new game
+ self.secret_number = random.randint(self.min_range, self.max_range)
+ self.attempts.clear()
+
+ def check_guess(self, guess: int) -> str:
+ # Add the guess to the attempts list
+ self.attempts.append(guess)
+ # Provide feedback based on the guess
+ if guess < self.secret_number:
+ return "It's higher."
+ elif guess > self.secret_number:
+ return "It's lower."
+ else:
+ return "Correct! Game over."
+
+ def get_attempts(self) -> int:
+ # Return the number of attempts made
+ return len(self.attempts)
+
+ def get_history(self) -> list:
+ # Return the list of attempts made
+ return self.attempts
+"""
diff --git a/tests/data/incremental_dev_project/number_guessing_game.zip b/tests/data/incremental_dev_project/number_guessing_game.zip
new file mode 100644
index 000000000..f5d983d6c
Binary files /dev/null and b/tests/data/incremental_dev_project/number_guessing_game.zip differ
diff --git a/tests/data/incremental_dev_project/pygame_2048.zip b/tests/data/incremental_dev_project/pygame_2048.zip
new file mode 100644
index 000000000..35cd74259
Binary files /dev/null and b/tests/data/incremental_dev_project/pygame_2048.zip differ
diff --git a/tests/data/incremental_dev_project/readme.md b/tests/data/incremental_dev_project/readme.md
new file mode 100644
index 000000000..231589028
--- /dev/null
+++ b/tests/data/incremental_dev_project/readme.md
@@ -0,0 +1,3 @@
+# Code archive
+
+This folder contains a compressed package for the test_incremental_dev.py file, which is used to demonstrate the process of incremental development.
diff --git a/tests/data/incremental_dev_project/simple_add_calculator.zip b/tests/data/incremental_dev_project/simple_add_calculator.zip
new file mode 100644
index 000000000..57975c8f3
Binary files /dev/null and b/tests/data/incremental_dev_project/simple_add_calculator.zip differ
diff --git a/tests/data/incremental_dev_project/snake_game.zip b/tests/data/incremental_dev_project/snake_game.zip
new file mode 100644
index 000000000..2c7b01b7c
Binary files /dev/null and b/tests/data/incremental_dev_project/snake_game.zip differ
diff --git a/tests/data/incremental_dev_project/word_cloud.zip b/tests/data/incremental_dev_project/word_cloud.zip
new file mode 100644
index 000000000..a929fdeaf
Binary files /dev/null and b/tests/data/incremental_dev_project/word_cloud.zip differ
diff --git a/tests/data/mermaid_rsp_cache.json b/tests/data/mermaid_rsp_cache.json
new file mode 100644
index 000000000..14c717e65
--- /dev/null
+++ b/tests/data/mermaid_rsp_cache.json
@@ -0,0 +1,4 @@
+{
+ "aiohttp-get-https://mermaid.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-{}": "b'
Main
-SearchEngine search_engine
+main() : str
SearchEngine
-Index index
-Ranking ranking
-Summary summary
+search(query: str) : str
Index
-KnowledgeBase knowledge_base
+create_index(data: dict)
+query_index(query: str) : list
Ranking
+rank_results(results: list) : list
Summary
+summarize_results(results: list) : str
KnowledgeBase
+update(data: dict)
+fetch_data(query: str) : dict
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+}
\ No newline at end of file
diff --git a/tests/data/openai/embedding.json b/tests/data/openai/embedding.json
new file mode 100644
index 000000000..249c78ecf
--- /dev/null
+++ b/tests/data/openai/embedding.json
@@ -0,0 +1 @@
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0.005840597, 0.012555516, -0.00025313543, -0.023696689, 0.019633666, 0.013359121, 0.018990781, -0.026769673, 0.003452285, 0.012465512, 0.0035326453, -0.0028511886, 0.025329614, -0.016496394, 0.009861834, -0.010999738, -0.008537494, -0.008736788, -0.01236908, 0.018707912, -0.006512411, -0.00576988, -0.02700111, 0.002184197, 0.0014633638, 0.024095276, 0.01717785, 0.011546189, -0.018309325, -0.009598252, -0.016316386, -0.0052427156, 0.018759344, 0.00472198, -0.018849347, -0.014053435, -0.0061266804, 0.0035326453, -0.0066152723, 0.0032176324, 0.0042494605, 6.438881e-05, -0.018322183, -0.07154009, 0.021960903, -0.0071488656, -0.026923966, 0.015660644, -0.0101125585, 0.008813934, -0.026641095, 0.012876959, -0.011790485, -0.006885283, 0.016136378, -0.0010792408, 0.012221217, -0.004378037, -0.00635169, 0.035307165, -0.0033815678, 0.00850535, 0.010549719, 0.0059788176, 0.0037705123, 0.020289406, -0.014812038, 0.019312223, -0.0035776473, -0.012439798, 0.019800814, -0.033275656, 0.0011571904, 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-0.00074895937, -0.0056798765, 0.0045580445, -0.008325342, -0.008858936, -0.0070717195, -0.020276548, 0.03600148, -0.0047123367, -0.016599255, 0.01573779, -0.028595462]}], "model": "text-embedding-ada-002-v2", "usage": {"prompt_tokens": 3, "total_tokens": 3}}
\ No newline at end of file
diff --git a/tests/data/rsp_cache.json b/tests/data/rsp_cache.json
index db452f676..565241779 100644
--- a/tests/data/rsp_cache.json
+++ b/tests/data/rsp_cache.json
@@ -141,5 +141,291 @@
"\nRole: You are a senior development and qa engineer, your role is summarize the code running result.\nIf the running result does not include an error, you should explicitly approve the result.\nOn the other hand, if the running result indicates some error, you should point out which part, the development code or the test code, produces the error,\nand give specific instructions on fixing the errors. Here is the code info:\n\n## Development Code File Name\na.txt\n## Development Code\n```python\nprint('Hello, World')\n```\n## Test File Name\n\n## Test Code\n```python\nNone\n```\n## Running Command\n\n## Running Output\nstandard output: \n```text\n\n```\nstandard errors: \n```text\n\n```\n\nNow you should begin your analysis\n---\n## instruction:\nPlease summarize the cause of the errors and give correction instruction\n## File To Rewrite:\nDetermine the ONE file to rewrite in order to fix the error, for example, xyz.py, or test_xyz.py\n## Status:\nDetermine if all of the code works fine, if so write PASS, else FAIL,\nWRITE ONLY ONE WORD, PASS OR FAIL, IN THIS SECTION\n## Send To:\nPlease write Engineer if the errors are due to problematic development codes, and QaEngineer to problematic test codes, and NoOne if there are no errors,\nWRITE ONLY ONE WORD, Engineer OR QaEngineer OR NoOne, IN THIS SECTION.\n---\nYou should fill in necessary instruction, status, send to, and finally return all content between the --- segment line.\n": "---\ninstruction: There are no errors in the provided code.\n\nFile To Rewrite: N/A\n\nStatus: PASS\n\nSend To: NoOne\n---",
"\nRole: You are a senior development and qa engineer, your role is summarize the code running result.\nIf the running result does not include an error, you should explicitly approve the result.\nOn the other hand, if the running result indicates some error, you should point out which part, the development code or the test code, produces the error,\nand give specific instructions on fixing the errors. Here is the code info:\n\n## Development Code File Name\na.sh\n## Development Code\n```python\necho 'Hello World'\n```\n## Test File Name\n\n## Test Code\n```python\nNone\n```\n## Running Command\necho Hello World\n## Running Output\nstandard output: \n```text\nHello World\n\n```\nstandard errors: \n```text\n\n```\n\nNow you should begin your analysis\n---\n## instruction:\nPlease summarize the cause of the errors and give correction instruction\n## File To Rewrite:\nDetermine the ONE file to rewrite in order to fix the error, for example, xyz.py, or test_xyz.py\n## Status:\nDetermine if all of the code works fine, if so write PASS, else FAIL,\nWRITE ONLY ONE WORD, PASS OR FAIL, IN THIS SECTION\n## Send To:\nPlease write Engineer if the errors are due to problematic development codes, and QaEngineer to problematic test codes, and NoOne if there are no errors,\nWRITE ONLY ONE WORD, Engineer OR QaEngineer OR NoOne, IN THIS SECTION.\n---\nYou should fill in necessary instruction, status, send to, and finally return all content between the --- segment line.\n": "The running result indicates no error. The code works fine.\n\n## File To Rewrite:\nNo file needs to be rewritten.\n\n## Status:\nPASS\n\n## Send To:\nNoOne\n\n---",
"\nRole: You are a senior development and qa engineer, your role is summarize the code running result.\nIf the running result does not include an error, you should explicitly approve the result.\nOn the other hand, if the running result indicates some error, you should point out which part, the development code or the test code, produces the error,\nand give specific instructions on fixing the errors. Here is the code info:\n\n## Development Code File Name\na.py\n## Development Code\n```python\npython -c \"print(1/0)\"\n```\n## Test File Name\n\n## Test Code\n```python\nNone\n```\n## Running Command\npython -c print(1/0)\n## Running Output\nstandard output: \n```text\n\n```\nstandard errors: \n```text\nTraceback (most recent call last):\n File \"\", line 1, in \nZeroDivisionError: division by zero\n\n```\n\nNow you should begin your analysis\n---\n## instruction:\nPlease summarize the cause of the errors and give correction instruction\n## File To Rewrite:\nDetermine the ONE file to rewrite in order to fix the error, for example, xyz.py, or test_xyz.py\n## Status:\nDetermine if all of the code works fine, if so write PASS, else FAIL,\nWRITE ONLY ONE WORD, PASS OR FAIL, IN THIS SECTION\n## Send To:\nPlease write Engineer if the errors are due to problematic development codes, and QaEngineer to problematic test codes, and NoOne if there are no errors,\nWRITE ONLY ONE WORD, Engineer OR QaEngineer OR NoOne, IN THIS SECTION.\n---\nYou should fill in necessary instruction, status, send to, and finally return all content between the --- segment line.\n": "---\nThe error is caused by the development code in file a.py, which attempts to divide by zero. To fix the error, the development code in a.py should be modified to handle the ZeroDivisionError, for example by using a try-except block.\n\nFile To Rewrite:\na.py\n\nStatus:\nFAIL\n\nSend To:\nEngineer\n---",
- "\nNOTICE\n1. Role: You are a Development Engineer or QA engineer;\n2. Task: You received this message from another Development Engineer or QA engineer who ran or tested your code. \nBased on the message, first, figure out your own role, i.e. Engineer or QaEngineer,\nthen rewrite the development code or the test code based on your role, the error, and the summary, such that all bugs are fixed and the code performs well.\nAttention: Use '##' to split sections, not '#', and '## ' SHOULD WRITE BEFORE the test case or script and triple quotes.\nThe message is as follows:\n# Legacy Code\n```python\n\nfrom typing import List\nfrom deck import Deck\nfrom card import Card\n\nclass Player:\n \"\"\"\n A class representing a player in the Black Jack game.\n \"\"\"\n\n def __init__(self, name: str):\n \"\"\"\n Initialize a Player object.\n \n Args:\n name (str): The name of the player.\n \"\"\"\n self.name = name\n self.hand: List[Card] = []\n self.score = 0\n\n def draw(self, deck: Deck):\n \"\"\"\n Draw a card from the deck and add it to the player's hand.\n \n Args:\n deck (Deck): The deck of cards.\n \"\"\"\n card = deck.draw_card()\n self.hand.append(card)\n self.calculate_score()\n\n def calculate_score(self) -> int:\n \"\"\"\n Calculate the score of the player's hand.\n \n Returns:\n int: The score of the player's hand.\n \"\"\"\n self.score = sum(card.value for card in self.hand)\n # Handle the case where Ace is counted as 11 and causes the score to exceed 21\n if self.score > 21 and any(card.rank == 'A' for card in self.hand):\n self.score -= 10\n return self.score\n\n```\n---\n# Unit Test Code\n```python\n\nimport unittest\nfrom blackjack_game.player import Player\nfrom blackjack_game.deck import Deck\nfrom blackjack_game.card import Card\n\nclass TestPlayer(unittest.TestCase):\n ## Test the Player's initialization\n def test_player_initialization(self):\n player = Player(\"Test Player\")\n self.assertEqual(player.name, \"Test Player\")\n self.assertEqual(player.hand, [])\n self.assertEqual(player.score, 0)\n\n ## Test the Player's draw method\n def test_player_draw(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n self.assertEqual(len(player.hand), 1)\n self.assertEqual(player.score, player.hand[0].value)\n\n ## Test the Player's calculate_score method\n def test_player_calculate_score(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n player.draw(deck)\n self.assertEqual(player.score, sum(card.value for card in player.hand))\n\n ## Test the Player's calculate_score method with Ace card\n def test_player_calculate_score_with_ace(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('K', 'Hearts', 10))\n player.calculate_score()\n self.assertEqual(player.score, 21)\n\n ## Test the Player's calculate_score method with multiple Aces\n def test_player_calculate_score_with_multiple_aces(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('A', 'Diamonds', 11))\n player.calculate_score()\n self.assertEqual(player.score, 12)\n\nif __name__ == '__main__':\n unittest.main()\n\n\n```\n---\n# Console logs\n```text\n\n```\n---\nNow you should start rewriting the code:\n## file name of the code to rewrite: Write code with triple quote. Do your best to implement THIS IN ONLY ONE FILE.\n": "```python\n## Development Engineer\n\nfrom typing import List\nfrom deck import Deck\nfrom card import Card\n\nclass Player:\n \"\"\"\n A class representing a player in the Black Jack game.\n \"\"\"\n\n def __init__(self, name: str):\n \"\"\"\n Initialize a Player object.\n \n Args:\n name (str): The name of the player.\n \"\"\"\n self.name = name\n self.hand: List[Card] = []\n self.score = 0\n\n def draw(self, deck: Deck):\n \"\"\"\n Draw a card from the deck and add it to the player's hand.\n \n Args:\n deck (Deck): The deck of cards.\n \"\"\"\n card = deck.draw_card()\n self.hand.append(card)\n self.calculate_score()\n\n def calculate_score(self) -> int:\n \"\"\"\n Calculate the score of the player's hand.\n \n Returns:\n int: The score of the player's hand.\n \"\"\"\n self.score = sum(card.value for card in self.hand)\n # Handle the case where Ace is counted as 11 and causes the score to exceed 21\n ace_count = sum(1 for card in self.hand if card.rank == 'A')\n while self.score > 21 and ace_count > 0:\n self.score -= 10\n ace_count -= 1\n return self.score\n```\n\n```python\n## QaEngineer\n\nimport unittest\nfrom player import Player\nfrom deck import Deck\nfrom card import Card\n\nclass TestPlayer(unittest.TestCase):\n ## Test the Player's initialization\n def test_player_initialization(self):\n player = Player(\"Test Player\")\n self.assertEqual(player.name, \"Test Player\")\n self.assertEqual(player.hand, [])\n self.assertEqual(player.score, 0)\n\n ## Test the Player's draw method\n def test_player_draw(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n self.assertEqual(len(player.hand), 1)\n self.assertEqual(player.score, player.hand[0].value)\n\n ## Test the Player's calculate_score method\n def test_player_calculate_score(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n player.draw(deck)\n self.assertEqual(player.score, sum(card.value for card in player.hand))\n\n ## Test the Player's calculate_score method with Ace card\n def test_player_calculate_score_with_ace(self):\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('K', 'Hearts', 10))\n player.calculate_score()\n self.assertEqual(player.score, 21)\n\n ## Test the Player's calculate_score method with multiple Aces\n def test_player_calculate_score_with_multiple_aces(self):\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('A', 'Diamonds', 11))\n player.calculate_score()\n self.assertEqual(player.score, 12)\n\nif __name__ == '__main__':\n unittest.main()\n```"
+ "\nNOTICE\n1. Role: You are a Development Engineer or QA engineer;\n2. Task: You received this message from another Development Engineer or QA engineer who ran or tested your code. \nBased on the message, first, figure out your own role, i.e. Engineer or QaEngineer,\nthen rewrite the development code or the test code based on your role, the error, and the summary, such that all bugs are fixed and the code performs well.\nAttention: Use '##' to split sections, not '#', and '## ' SHOULD WRITE BEFORE the test case or script and triple quotes.\nThe message is as follows:\n# Legacy Code\n```python\n\nfrom typing import List\nfrom deck import Deck\nfrom card import Card\n\nclass Player:\n \"\"\"\n A class representing a player in the Black Jack game.\n \"\"\"\n\n def __init__(self, name: str):\n \"\"\"\n Initialize a Player object.\n \n Args:\n name (str): The name of the player.\n \"\"\"\n self.name = name\n self.hand: List[Card] = []\n self.score = 0\n\n def draw(self, deck: Deck):\n \"\"\"\n Draw a card from the deck and add it to the player's hand.\n \n Args:\n deck (Deck): The deck of cards.\n \"\"\"\n card = deck.draw_card()\n self.hand.append(card)\n self.calculate_score()\n\n def calculate_score(self) -> int:\n \"\"\"\n Calculate the score of the player's hand.\n \n Returns:\n int: The score of the player's hand.\n \"\"\"\n self.score = sum(card.value for card in self.hand)\n # Handle the case where Ace is counted as 11 and causes the score to exceed 21\n if self.score > 21 and any(card.rank == 'A' for card in self.hand):\n self.score -= 10\n return self.score\n\n```\n---\n# Unit Test Code\n```python\n\nimport unittest\nfrom blackjack_game.player import Player\nfrom blackjack_game.deck import Deck\nfrom blackjack_game.card import Card\n\nclass TestPlayer(unittest.TestCase):\n ## Test the Player's initialization\n def test_player_initialization(self):\n player = Player(\"Test Player\")\n self.assertEqual(player.name, \"Test Player\")\n self.assertEqual(player.hand, [])\n self.assertEqual(player.score, 0)\n\n ## Test the Player's draw method\n def test_player_draw(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n self.assertEqual(len(player.hand), 1)\n self.assertEqual(player.score, player.hand[0].value)\n\n ## Test the Player's calculate_score method\n def test_player_calculate_score(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n player.draw(deck)\n self.assertEqual(player.score, sum(card.value for card in player.hand))\n\n ## Test the Player's calculate_score method with Ace card\n def test_player_calculate_score_with_ace(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('K', 'Hearts', 10))\n player.calculate_score()\n self.assertEqual(player.score, 21)\n\n ## Test the Player's calculate_score method with multiple Aces\n def test_player_calculate_score_with_multiple_aces(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('A', 'Diamonds', 11))\n player.calculate_score()\n self.assertEqual(player.score, 12)\n\nif __name__ == '__main__':\n unittest.main()\n\n\n```\n---\n# Console logs\n```text\n\n```\n---\nNow you should start rewriting the code:\n## file name of the code to rewrite: Write code with triple quote. Do your best to implement THIS IN ONLY ONE FILE.\n": "```python\n## Development Engineer\n\nfrom typing import List\nfrom deck import Deck\nfrom card import Card\n\nclass Player:\n \"\"\"\n A class representing a player in the Black Jack game.\n \"\"\"\n\n def __init__(self, name: str):\n \"\"\"\n Initialize a Player object.\n \n Args:\n name (str): The name of the player.\n \"\"\"\n self.name = name\n self.hand: List[Card] = []\n self.score = 0\n\n def draw(self, deck: Deck):\n \"\"\"\n Draw a card from the deck and add it to the player's hand.\n \n Args:\n deck (Deck): The deck of cards.\n \"\"\"\n card = deck.draw_card()\n self.hand.append(card)\n self.calculate_score()\n\n def calculate_score(self) -> int:\n \"\"\"\n Calculate the score of the player's hand.\n \n Returns:\n int: The score of the player's hand.\n \"\"\"\n self.score = sum(card.value for card in self.hand)\n # Handle the case where Ace is counted as 11 and causes the score to exceed 21\n ace_count = sum(1 for card in self.hand if card.rank == 'A')\n while self.score > 21 and ace_count > 0:\n self.score -= 10\n ace_count -= 1\n return self.score\n```\n\n```python\n## QaEngineer\n\nimport unittest\nfrom player import Player\nfrom deck import Deck\nfrom card import Card\n\nclass TestPlayer(unittest.TestCase):\n ## Test the Player's initialization\n def test_player_initialization(self):\n player = Player(\"Test Player\")\n self.assertEqual(player.name, \"Test Player\")\n self.assertEqual(player.hand, [])\n self.assertEqual(player.score, 0)\n\n ## Test the Player's draw method\n def test_player_draw(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n self.assertEqual(len(player.hand), 1)\n self.assertEqual(player.score, player.hand[0].value)\n\n ## Test the Player's calculate_score method\n def test_player_calculate_score(self):\n deck = Deck()\n player = Player(\"Test Player\")\n player.draw(deck)\n player.draw(deck)\n self.assertEqual(player.score, sum(card.value for card in player.hand))\n\n ## Test the Player's calculate_score method with Ace card\n def test_player_calculate_score_with_ace(self):\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('K', 'Hearts', 10))\n player.calculate_score()\n self.assertEqual(player.score, 21)\n\n ## Test the Player's calculate_score method with multiple Aces\n def test_player_calculate_score_with_multiple_aces(self):\n player = Player(\"Test Player\")\n player.hand.append(Card('A', 'Hearts', 11))\n player.hand.append(Card('A', 'Diamonds', 11))\n player.calculate_score()\n self.assertEqual(player.score, 12)\n\nif __name__ == '__main__':\n unittest.main()\n```",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Hours\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Hours\"!!\n\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Teaching Hours\n\n本教学单元共包括 4 课时，每课时 45 分钟。\n\n### 课时安排\n\n- 第一课时：1a 和 1b 部分\n- 第二课时：1c 和 2a 部分\n- 第三课时：2b 和 3a 部分\n- 第四课时：3b 和 3c 部分\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Objectives\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Objectives\"!!\n\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Teaching Objectives\n\n1. Students will be able to listen and understand the names of different people in English.\n2. Students will be able to introduce themselves using the correct structure \"I'm [name]\".\n3. Students will be able to engage in simple conversational exchanges using greetings and introductions.\n4. Students will be able to recognize and match big and small letters in the English alphabet.\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Content\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Content\"!!\nStatement: \"Teaching Content\" must include vocabulary, analysis, and examples of various grammar structures that appear in the textbook, as well as the listening materials and key points.\nStatement: \"Teaching Content\" must include more examples.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## 教学内容\n\n### 词汇\n- 名字：Jane, Mari, Kangkang, Michael, Maria\n- 地点：China, the USA, the UK, Hong Kong, Beijing\n\n### 语法分析\n- 介绍自己的句式：I’m ...\n- 问候句式：Hello! / Good morning! / Hi! I’m ... Are you ... ?\n- 回答问候的句式：No, I’m not. I’m Jane. / Oh, nice to meet you, Jane. / Nice to meet you, too. / Hi, Maria! / Hi, Kangkang! / Welcome to China! / Thanks.\n\n### 例句\n- 例句1：Hello! Are you Maria? No, I’m not. I’m Jane.\n- 例句2：Hi, Maria! Hi, Kangkang! Welcome to China! Thanks.\n\n### 听力材料\n- 听力练习1a、1b、2a、3a\n\n### 关键点\n- 学生能够用英语介绍自己的名字和来自的地方\n- 学生能够用正确的问候方式和回答方式进行交流\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Methods and Strategies\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Methods and Strategies\"!!\nStatement: \"Teaching Methods and Strategies\" must include teaching focus, difficulties, materials, procedures, in detail.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Teaching Methods and Strategies\n\n### Teaching Focus\n- Introducing the topic \"Making New Friends\" and \"Welcome to China!\"\n- Engaging students in listening and speaking activities to practice conversation skills\n- Encouraging group work and interaction among students\n\n### Difficulties\n- Ensuring that students understand and remember the new vocabulary and sentence structures\n- Encouraging shy or hesitant students to actively participate in group activities\n\n### Materials\n- Audio recordings for listening exercises\n- Visual aids such as flashcards or images related to the topic\n- Worksheets for practice activities\n- Name tags for students to use during role-playing activities\n\n### Procedures\n1. **Introduction**\n - Begin the lesson by discussing the importance of making new friends and the cultural aspects of welcoming someone to a new place.\n - Use visual aids and real-life examples to engage students in the topic.\n\n2. **Listening and Speaking Activities**\n - Play the audio recordings for the listening exercises and have students participate in number and name matching activities.\n - Encourage students to practice the conversation structures in pairs or small groups, using their own names and the given structures.\n\n3. **Group Role-Playing**\n - Divide the class into groups and assign each group a scenario to role-play, incorporating the structures learned in the lesson.\n - Monitor and provide feedback to each group, encouraging active participation and fluency in spoken English.\n\n4. **Letter Recognition**\n - Introduce the letters and their corresponding sounds through interactive activities such as tracing, matching, and writing exercises.\n - Provide additional practice and reinforcement for students who may struggle with letter recognition.\n\n5. **Conclusion**\n - Summarize the key points of the lesson and encourage students to reflect on their learning experiences.\n - Assign homework or additional practice exercises related to the lesson content.\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Learning Activities\" part of teaching plan, WITHOUT ANY content unrelated to \"Learning Activities\"!!\n\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## 学习活动\n\n- 学生分组练习\n - 学生分组，使用\"I'm...\"自我介绍，然后练习1a，谈论自己的家乡或指定的地点。\n- 听力练习\n - 学生听力练习，听音标号姓名，然后分组练习自我介绍和谈论地点。\n- 对话练习\n - 学生分组练习对话，使用指定的结构进行对话练习。\n- 字母练习\n - 学生听力练习，听音标号字母，然后进行字母匹配和书写练习。\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Time Allocation\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Time Allocation\"!!\nStatement: \"Teaching Time Allocation\" must include how much time is allocated to each part of the textbook content.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Teaching Time Allocation\n\n- 1a Listen and number the following names: 10 minutes\n- 1b Listen and number the following names: 10 minutes\n- 1c Work in groups: 15 minutes\n- 2a Look, listen and understand: 10 minutes\n- 2b Work in groups: 15 minutes\n- 3a Listen, say and trace: 10 minutes\n- 3b Listen and number the following letters: 10 minutes\n- 3c Match the big letters with the small ones: 10 minutes\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Assessment and Feedback\" part of teaching plan, WITHOUT ANY content unrelated to \"Assessment and Feedback\"!!\n\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## 评估与反馈\n\n在教学过程中，我们需要对学生的学习情况进行评估和反馈，以便及时发现问题并加以解决。评估和反馈的方式可以包括以下几种：\n\n1. **口头评估**：通过课堂互动、小组讨论等方式，对学生的口语表达能力进行评估，并及时给予反馈和指导。\n\n2. **书面评估**：布置书面作业、小测验等形式，对学生的书面表达能力和语法运用进行评估，并在批改作业时给予详细的反馈。\n\n3. **个性化反馈**：针对学生个体差异，及时给予个性化的学习建议和反馈，帮助学生克服困难，提高学习效果。\n\n通过以上评估和反馈方式，可以更全面地了解学生的学习情况，帮助他们更好地掌握课程内容，提高语言表达能力。\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Teaching Summary and Improvement\" part of teaching plan, WITHOUT ANY content unrelated to \"Teaching Summary and Improvement\"!!\n\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Teaching Summary and Improvement\n\nIn this unit, the focus was on introducing oneself and making new friends. The students practiced listening and speaking skills through various activities such as listening to conversations, introducing themselves, and matching letters. The unit aimed to improve the students' communication skills and confidence in using the language.\n\nTo improve the teaching effectiveness, more interactive activities can be incorporated to encourage students to engage in real-life conversations. Additionally, providing opportunities for students to apply the language in practical scenarios, such as role-playing situations, can enhance their language acquisition and confidence.\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Vocabulary Cloze\" part of teaching plan, WITHOUT ANY content unrelated to \"Vocabulary Cloze\"!!\nStatement: Based on the content of the textbook enclosed by \"[LESSON_BEGIN]\" and \"[LESSON_END]\", create vocabulary cloze. The cloze should include 10 {language} questions with {teaching_language} answers, and it should also include 10 {teaching_language} questions with {language} answers. The key-related vocabulary and phrases in the textbook content must all be included in the exercises.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## 词汇填空\n\n### 语言填空\n1. 你好! 你是玛丽亚吗？\n - 不，我不是。我是简。\n - 哦，很高兴认识你，简。\n - 我也很高兴认识你。\n\n2. 你好! / 早上好! / 嗨! 我是... 你是...吗？\n - ...\n\n3. Aa Bb Cc Dd Ee Ff Gg\n\n4. 匹配大写字母和小写字母。然后在线上写出它们。\n\n5. ...\n\n### {language}填空\n1. 1a 听录音，给以下名字编号。\n - 简 玛丽 康康 迈克尔\n\n2. 1b 听录音，给以下名字编号。\n - 简 迈克尔 玛丽亚 康康\n\n3. 1c 分组活动。使用“我是...”介绍自己。然后用你自己的家乡或以下地方练习1a。\n - 中国 美国 英国 香港 北京\n\n4. 2a 看，听，理解。然后练习对话。\n - 你好!\n - 你好!\n - 你好!\n - 你好! 你是玛丽亚吗？\n - 不，我不是。我是简。\n - 哦，很高兴认识你，简。\n - 我也很高兴认识你。\n - 你好，玛丽亚!\n - 你好，康康!\n - 欢迎来到中国!\n - 谢谢。\n\n5. 2b 分组活动。编写一个包含你自己名字和以下结构的对话。\n - A: 你好! / 早上好! / 嗨! 我是... 你是...吗？\n - B: ...\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Choice Questions\" part of teaching plan, WITHOUT ANY content unrelated to \"Choice Questions\"!!\nStatement: Based on the content of the textbook enclosed by \"[LESSON_BEGIN]\" and \"[LESSON_END]\", create choice questions. 10 questions.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## 选择题\n\n1. 在1a部分，听到的名字按顺序应该是？\n - A. Jane B. Mari C. Kangkang D. Michael\n\n2. 在1b部分，听到的名字按顺序应该是？\n - A. Jane B. Michael C. Maria D. Kangkang\n\n3. 在2a部分，对话中提到了哪些地方？\n - A. 中国 B. 美国 C. 英国 D. 香港\n\n4. 在3b部分，与Bb发音相同的字母是？\n - A. Aa B. Cc C. Dd D. Gg\n\n5. 在3c部分，大写字母和小写字母的正确匹配是？\n - A. Aa - a B. Bb - b C. Cc - c D. Dd - d\n\n6. 在1a部分，听到的名字按顺序应该是？\n - A. Jane B. Mari C. Kangkang D. Michael\n\n7. 在1b部分，听到的名字按顺序应该是？\n - A. Jane B. Michael C. Maria D. Kangkang\n\n8. 在2a部分，对话中提到了哪些地方？\n - A. 中国 B. 美国 C. 英国 D. 香港\n\n9. 在3b部分，与Bb发音相同的字母是？\n - A. Aa B. Cc C. Dd D. Gg\n\n10. 在3c部分，大写字母和小写字母的正确匹配是？\n - A. Aa - a B. Bb - b C. Cc - c D. Dd - d\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Grammar Questions\" part of teaching plan, WITHOUT ANY content unrelated to \"Grammar Questions\"!!\nStatement: Based on the content of the textbook enclosed by \"[LESSON_BEGIN]\" and \"[LESSON_END]\", create grammar questions. 10 questions.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Grammar Questions\n\n1. 请问在1a中，学生需要做什么？\n2. 请问在1b中，学生需要做什么？\n3. 请问在2a中，学生需要做什么？\n4. 请问在2b中，学生需要做什么？\n5. 请问在3a中，学生需要做什么？\n6. 请问在3b中，学生需要做什么？\n7. 请问在3c中，学生需要做什么？\n8. 请问在1a中，学生需要听什么？\n9. 请问在2a中，学生需要看什么？\n10. 请问在3a中，学生需要说什么？\n\n[TEACHING_PLAN_END]",
+ "Do not refer to the context of the previous conversation records, start the conversation anew.\n\nFormation: \"Capacity and role\" defines the role you are currently playing;\n\t\"[LESSON_BEGIN]\" and \"[LESSON_END]\" tags enclose the content of textbook;\n\t\"Statement\" defines the work detail you need to complete at this stage;\n\t\"Answer options\" defines the format requirements for your responses;\n\t\"Constraint\" defines the conditions that your responses must comply with.\n\nCapacity and role: You are a {teaching_language} Teacher, named Lily, your goal is writing a {language} teaching plan part by part. the constraint is writing in {language}. \nStatement: Write the \"Translation Questions\" part of teaching plan, WITHOUT ANY content unrelated to \"Translation Questions\"!!\nStatement: Based on the content of the textbook enclosed by \"[LESSON_BEGIN]\" and \"[LESSON_END]\", create translation questions. The translation should include 10 {language} questions with {teaching_language} answers, and it should also include 10 {teaching_language} questions with {language} answers.\nAnswer options: Enclose the teaching plan content with \"[TEACHING_PLAN_BEGIN]\" and \"[TEACHING_PLAN_END]\" tags.\nAnswer options: Using proper markdown format from second-level header format.\nConstraint: Writing in Chinese.\n[LESSON_BEGIN]\n\n UNIT 1 Making New Friends\n TOPIC 1 Welcome to China!\n Section A\n\n 1a Listen and number the following names.\n Jane Mari Kangkang Michael\n Look, listen and understand. Then practice the conversation.\n Work in groups. Introduce yourself using\n I ’m ... Then practice 1a\n with your own hometown or the following places.\n\n 1b Listen and number the following names\n Jane Michael Maria Kangkang\n 1c Work in groups. Introduce yourself using I ’m ... Then practice 1a with your own hometown or the following places.\n China the USA the UK Hong Kong Beijing\n\n 2a Look, listen and understand. Then practice the conversation\n Hello! \n Hello! \n Hello! \n Hello! Are you Maria? \n No, I’m not. I’m Jane.\n Oh, nice to meet you, Jane\n Nice to meet you, too.\n Hi, Maria!\n Hi, Kangkang!\n Welcome to China!\n Thanks.\n\n 2b Work in groups. Make up a conversation with your own name and the\n following structures.\n A: Hello! / Good morning! / Hi! I’m ... Are you ... ?\n B: ...\n\n 3a Listen, say and trace\n Aa Bb Cc Dd Ee Ff Gg\n\n 3b Listen and number the following letters. Then circle the letters with the same sound as Bb.\n Aa Bb Cc Dd Ee Ff Gg\n\n 3c Match the big letters with the small ones. Then write them on the lines.\n \n[LESSON_END]": "[TEACHING_PLAN_BEGIN]\n\n## Translation Questions\n\n### {language} Questions with {teaching_language} Answers\n1. 你能听懂这些名字吗？ (Can you understand these names?)\n - 能，我能听懂。 (Yes, I can understand.)\n2. 请用“我是...”介绍一下你自己。 (Please introduce yourself using \"I am...\")\n - 我是... (I am...)\n3. 你能用这些结构编一个对话吗？ (Can you make up a conversation with these structures?)\n - 能，我能编一个对话。 (Yes, I can make up a conversation.)\n4. 你能说出这些字母的名字吗？ (Can you say the names of these letters?)\n - 能，我能说出来。 (Yes, I can say them.)\n5. 你能把大写字母和小写字母配对吗？ (Can you match the uppercase letters with the lowercase letters?)\n - 能，我能配对。 (Yes, I can match them.)\n\n### {teaching_language} Questions with {language} Answers\n1. Can you understand these names?\n - Yes, I can understand.\n2. Please introduce yourself using \"I am...\"\n - I am...\n3. Can you make up a conversation with these structures?\n - Yes, I can make up a conversation.\n4. Can you say the names of these letters?\n - Yes, I can say them.\n5. Can you match the uppercase letters with the lowercase letters?\n - Yes, I can match them.\n\n[TEACHING_PLAN_END]",
+ "The given text repeatedly describes Lily as a girl. It emphasizes that Lily is a girl multiple times. The content consistently refers to Lily as a girl.\nTranslate the above summary into a English title of less than 5 words.": "\"Emphasizing Lily's Gender\"",
+ "\n## context\n\n### Project Name\n20240110212347\n\n### Original Requirements\n['需要一个基于LLM做总结的搜索引擎']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"LLM\",\n \"Original Requirements\": \"需要一个基于LLM做总结的搜索引擎\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240101\n\n### Original Requirements\n['Make a cli snake game']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Make a cli snake game\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"Please provide more details on the product goals and user stories.\"\n}\n[/CONTENT]",
+ "\n## context\n{\"Language\":\"en_us\",\"Programming Language\":\"Python\",\"Original Requirements\":\"Make a cli snake game\",\"Product Goals\":[],\"User Stories\":[],\"Competitive Analysis\":[],\"Competitive Quadrant Chart\":\"\",\"Requirement Analysis\":\"\",\"Requirement Pool\":[],\"UI Design draft\":\"\",\"Anything UNCLEAR\":\"Please provide more details on the product goals and user stories.\"}\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Implementation approach\": \"We will ...\",\n \"File list\": [\n \"main.py\",\n \"game.py\"\n ],\n \"Data structures and interfaces\": \"\\nclassDiagram\\n class Main {\\n -SearchEngine search_engine\\n +main() str\\n }\\n class SearchEngine {\\n -Index index\\n -Ranking ranking\\n -Summary summary\\n +search(query: str) str\\n }\\n class Index {\\n -KnowledgeBase knowledge_base\\n +create_index(data: dict)\\n +query_index(query: str) list\\n }\\n class Ranking {\\n +rank_results(results: list) list\\n }\\n class Summary {\\n +summarize_results(results: list) str\\n }\\n class KnowledgeBase {\\n +update(data: dict)\\n +fetch_data(query: str) dict\\n }\\n Main --> SearchEngine\\n SearchEngine --> Index\\n SearchEngine --> Ranking\\n SearchEngine --> Summary\\n Index --> KnowledgeBase\\n\",\n \"Program call flow\": \"\\nsequenceDiagram\\n participant M as Main\\n participant SE as SearchEngine\\n participant I as Index\\n participant R as Ranking\\n participant S as Summary\\n participant KB as KnowledgeBase\\n M->>SE: search(query)\\n SE->>I: query_index(query)\\n I->>KB: fetch_data(query)\\n KB-->>I: return data\\n I-->>SE: return results\\n SE->>R: rank_results(results)\\n R-->>SE: return ranked_results\\n SE->>S: summarize_results(ranked_results)\\n S-->>SE: return summary\\n SE-->>M: return summary\\n\",\n \"Anything UNCLEAR\": \"Clarification needed on third-party API integration, ...\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Implementation approach: # Analyze the difficult points of the requirements, select the appropriate open-source framework\n- File list: typing.List[str] # Only need relative paths. ALWAYS write a main.py or app.py here\n- Data structures and interfaces: # Use mermaid classDiagram code syntax, including classes, method(__init__ etc.) and functions with type annotations, CLEARLY MARK the RELATIONSHIPS between classes, and comply with PEP8 standards. The data structures SHOULD BE VERY DETAILED and the API should be comprehensive with a complete design.\n- Program call flow: # Use sequenceDiagram code syntax, COMPLETE and VERY DETAILED, using CLASSES AND API DEFINED ABOVE accurately, covering the CRUD AND INIT of each object, SYNTAX MUST BE CORRECT.\n- Anything UNCLEAR: # Mention unclear project aspects, then try to clarify it.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Product Goals\": [\n \"Create a command-line interface (CLI) snake game\",\n \"Implement game logic for movement, collision, and scoring\",\n \"Provide a user-friendly and interactive gaming experience\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to control the snake's movement using arrow keys\",\n \"As a player, I want the game to end when the snake collides with the walls or itself\",\n \"As a player, I want to see my score displayed on the screen during and after the game\"\n ],\n \"Anything UNCLEAR\": \"Please provide more details on the specific features and functionalities expected in the snake game.\"\n}\n[/CONTENT]",
+ "\n## context\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Required Python packages\": [\n \"flask==1.1.2\",\n \"bcrypt==3.2.0\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"openapi: 3.0.0 ...\",\n \"Shared Knowledge\": \"'game.py' contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"Clarification needed on how to start and initialize third-party libraries.\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Required Python packages: typing.List[str] # Provide required Python packages in requirements.txt format.\n- Required Other language third-party packages: typing.List[str] # List down the required packages for languages other than Python.\n- Logic Analysis: typing.List[typing.List[str]] # Provide a list of files with the classes/methods/functions to be implemented, including dependency analysis and imports.\n- Task list: typing.List[str] # Break down the tasks into a list of filenames, prioritized by dependency order.\n- Full API spec: # Describe all APIs using OpenAPI 3.0 spec that may be used by both frontend and backend. If front-end and back-end communication is not required, leave it blank.\n- Shared Knowledge: # Detail any shared knowledge, like common utility functions or configuration variables.\n- Anything UNCLEAR: # Mention any unclear aspects in the project management context and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Required Python packages\": [\n \"curses==2.2.0\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"\",\n \"Shared Knowledge\": \"'game.py' contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"Please provide more details on the game mechanics and user interactions.\"\n}\n[/CONTENT]",
+ "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: game.py\n```python\n## game.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: game.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## game.py\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n```",
+ "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: game.py\n```Code\n## game.py\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n```\n\n\n\n# Format example 1\n## Code Review: game.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: game.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: game.py\n1. Yes, the code is implemented as per the requirements. The Snake, Food, and Score classes are correctly implemented, and the Game class handles the game logic as specified.\n2. Yes, the code logic is correct. The movement, growth, collision detection, and scoring mechanisms are implemented accurately.\n3. Yes, the existing code follows the \"Data structures and interfaces\" as specified in the class diagram.\n4. Yes, all functions are implemented as required.\n5. No, the necessary pre-dependencies have not been imported. The `curses` package needs to be imported at the beginning of the file using `import curses`.\n6. Yes, methods from other files are being reused correctly.\n\n## Actions\n1. Import the necessary pre-dependency `curses` at the beginning of the file using `import curses`.\n\n## Code Review Result\nLBTM",
+ "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: game.py\n```Code\n## game.py\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n```\n\n## Code Review: game.py\n1. Yes, the code is implemented as per the requirements. The Snake, Food, and Score classes are correctly implemented, and the Game class handles the game logic as specified.\n2. Yes, the code logic is correct. The movement, growth, collision detection, and scoring mechanisms are implemented accurately.\n3. Yes, the existing code follows the \"Data structures and interfaces\" as specified in the class diagram.\n4. Yes, all functions are implemented as required.\n5. No, the necessary pre-dependencies have not been imported. The `curses` package needs to be imported at the beginning of the file using `import curses`.\n6. Yes, methods from other files are being reused correctly.\n\n## Actions\n1. Import the necessary pre-dependency `curses` at the beginning of the file using `import curses`.\n\n## Code Review Result\nLBTM\n\n# Instruction: rewrite code based on the Code Review and Actions\n## Rewrite Code: CodeBlock. If it still has some bugs, rewrite game.py with triple quotes. Do your utmost to optimize THIS SINGLE FILE. Return all completed codes and prohibit the return of unfinished codes.\n```Code\n## game.py\n...\n```\n": "```Code\n## game.py\n\nimport curses\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n```",
+ "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: game.py\n```Code\n## game.py\n\nimport curses\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n\n```\n\n\n\n# Format example 1\n## Code Review: game.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: game.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: game.py\n1. Yes, the code is implemented as per the requirements.\n2. Yes, the code logic is completely correct.\n3. Yes, the existing code follows the \"Data structures and interfaces\".\n4. Yes, all functions are implemented.\n5. Yes, all necessary pre-dependencies have been imported.\n6. Yes, methods from other files are being reused correctly.\n\n## Code Review Result\nLGTM",
+ "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Legacy Code\n```Code\n----- game.py\n## game.py\n\nimport curses\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: main.py\n```python\n## main.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: main.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## main.py\n\nfrom game import Game\n\ndef main():\n width = 20 # Set default width\n height = 20 # Set default height\n game = Game(width, height)\n game.start_game()\n\n while True:\n # Get user input for direction\n direction = input(\"Enter direction (up/down/left/right): \")\n if direction in ['up', 'down', 'left', 'right']:\n if not game.move_snake(direction):\n print(\"Game over!\")\n break\n else:\n print(\"Invalid direction!\")\n\nif __name__ == \"__main__\":\n main()\n```",
+ "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use Python and the curses library to create the snake game. The game logic will be implemented in a separate module, and the main.py file will handle the user interface and game loop.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -Snake snake\\n -Food food\\n -Score score\\n +__init__(width: int, height: int)\\n +start_game()\\n +move_snake(direction: str)\\n +generate_food()\\n +update_score(points: int)\\n }\\n class Snake {\\n -body list\\n -direction str\\n +__init__(x: int, y: int)\\n +move(direction: str)\\n +grow()\\n +collides_with_self() bool\\n }\\n class Food {\\n -position tuple\\n +__init__(x: int, y: int)\\n +get_position() tuple\\n }\\n class Score {\\n -points int\\n +__init__()\\n +increase(points: int)\\n }\\n Game --> Snake\\n Game --> Food\\n Game --> Score\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: move_snake(direction)\\n G->>G: generate_food()\\n G->>G: update_score(points)\\n\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Tasks\n{\"Required Python packages\":[\"curses==2.2.0\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"'game.py' contains functions shared across the project.\",\"Anything UNCLEAR\":\"Please provide more details on the game mechanics and user interactions.\"}\n\n## Code Files\n----- game.py\n## game.py\n\nimport curses\n\nclass Snake:\n def __init__(self, x: int, y: int):\n self.body = [(x, y)]\n self.direction = 'right'\n\n def move(self, direction: str):\n if direction == 'up' and self.direction != 'down':\n self.direction = 'up'\n elif direction == 'down' and self.direction != 'up':\n self.direction = 'down'\n elif direction == 'left' and self.direction != 'right':\n self.direction = 'left'\n elif direction == 'right' and self.direction != 'left':\n self.direction = 'right'\n\n head = self.body[0]\n x, y = head\n if self.direction == 'up':\n new_head = (x, y - 1)\n elif self.direction == 'down':\n new_head = (x, y + 1)\n elif self.direction == 'left':\n new_head = (x - 1, y)\n elif self.direction == 'right':\n new_head = (x + 1, y)\n self.body.insert(0, new_head)\n\n def grow(self):\n tail = self.body[-1]\n x, y = tail\n if self.direction == 'up':\n new_tail = (x, y + 1)\n elif self.direction == 'down':\n new_tail = (x, y - 1)\n elif self.direction == 'left':\n new_tail = (x + 1, y)\n elif self.direction == 'right':\n new_tail = (x - 1, y)\n self.body.append(new_tail)\n\n def collides_with_self(self) -> bool:\n return len(self.body) != len(set(self.body))\n\nclass Food:\n def __init__(self, x: int, y: int):\n self.position = (x, y)\n\n def get_position(self) -> tuple:\n return self.position\n\nclass Score:\n def __init__(self):\n self.points = 0\n\n def increase(self, points: int):\n self.points += points\n\nclass Game:\n def __init__(self, width: int, height: int):\n self.snake = Snake(width // 2, height // 2)\n self.food = None\n self.score = Score()\n self.width = width\n self.height = height\n\n def start_game(self):\n self.generate_food()\n\n def move_snake(self, direction: str):\n self.snake.move(direction)\n if self.check_collision():\n return False\n self.check_eat()\n return True\n\n def generate_food(self):\n import random\n x = random.randint(0, self.width - 1)\n y = random.randint(0, self.height - 1)\n self.food = Food(x, y)\n\n def update_score(self, points: int):\n self.score.increase(points)\n\n def check_collision(self) -> bool:\n head = self.snake.body[0]\n if head[0] < 0 or head[0] >= self.width or head[1] < 0 or head[1] >= self.height:\n return True\n if self.snake.collides_with_self():\n return True\n return False\n\n def check_eat(self):\n if self.snake.body[0] == self.food.get_position():\n self.snake.grow()\n self.generate_food()\n self.update_score(10)\n\n\n\n\n## Code to be Reviewed: main.py\n```Code\n## main.py\n\nfrom game import Game\n\ndef main():\n width = 20 # Set default width\n height = 20 # Set default height\n game = Game(width, height)\n game.start_game()\n\n while True:\n # Get user input for direction\n direction = input(\"Enter direction (up/down/left/right): \")\n if direction in ['up', 'down', 'left', 'right']:\n if not game.move_snake(direction):\n print(\"Game over!\")\n break\n else:\n print(\"Invalid direction!\")\n\nif __name__ == \"__main__\":\n main()\n\n```\n\n\n\n# Format example 1\n## Code Review: main.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: main.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: main.py\n1. The code is implemented as per the requirements. The main function initializes the game and handles user input for the snake's direction.\n2. The code logic is correct. It correctly handles user input and updates the game state based on the snake's movement.\n3. The existing code follows the \"Data structures and interfaces\" as defined in the class diagram.\n4. All necessary functions are implemented in the code.\n5. The necessary pre-dependencies have been imported. The required Python package \"curses==2.2.0\" has been imported.\n6. The methods from the \"game.py\" file are being reused correctly.\n\n## Actions\npass\n\n## Code Review Result\nLGTM",
+ "\n## context\n\n### Project Name\n20240110212717\n\n### Original Requirements\n['开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240110212717\n\n### Original Requirements\n['']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240110220803\n\n### Original Requirements\n['需要一个基于LLM做总结的搜索引擎']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"LLM\",\n \"Original Requirements\": \"需要一个基于LLM做总结的搜索引擎\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "You are a python code to Mermaid Sequence Diagram translator in function detail#SYSTEM_MSG_END#```python\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nimport asyncio\nimport shutil\nfrom pathlib import Path\n\nimport typer\n\nfrom metagpt.config2 import config\nfrom metagpt.const import METAGPT_ROOT\n\napp = typer.Typer(add_completion=False, pretty_exceptions_show_locals=False)\n\n\ndef generate_repo(\n idea,\n investment,\n n_round,\n code_review,\n run_tests,\n implement,\n project_name,\n inc,\n project_path,\n reqa_file,\n max_auto_summarize_code,\n recover_path,\n):\n \"\"\"Run the startup logic. Can be called from CLI or other Python scripts.\"\"\"\n from metagpt.roles import (\n Architect,\n Engineer,\n ProductManager,\n ProjectManager,\n QaEngineer,\n )\n from metagpt.team import Team\n\n config.update_via_cli(project_path, project_name, inc, reqa_file, max_auto_summarize_code)\n\n if not recover_path:\n company = Team()\n company.hire(\n [\n ProductManager(),\n Architect(),\n ProjectManager(),\n ]\n )\n\n if implement or code_review:\n company.hire([Engineer(n_borg=5, use_code_review=code_review)])\n\n if run_tests:\n company.hire([QaEngineer()])\n else:\n stg_path = Path(recover_path)\n if not stg_path.exists() or not str(stg_path).endswith(\"team\"):\n raise FileNotFoundError(f\"{recover_path} not exists or not endswith `team`\")\n\n company = Team.deserialize(stg_path=stg_path)\n idea = company.idea\n\n company.invest(investment)\n company.run_project(idea)\n asyncio.run(company.run(n_round=n_round))\n\n\n@app.command(\"\", help=\"Start a new project.\")\ndef startup(\n idea: str = typer.Argument(None, help=\"Your innovative idea, such as 'Create a 2048 game.'\"),\n investment: float = typer.Option(default=3.0, help=\"Dollar amount to invest in the AI company.\"),\n n_round: int = typer.Option(default=5, help=\"Number of rounds for the simulation.\"),\n code_review: bool = typer.Option(default=True, help=\"Whether to use code review.\"),\n run_tests: bool = typer.Option(default=False, help=\"Whether to enable QA for adding & running tests.\"),\n implement: bool = typer.Option(default=True, help=\"Enable or disable code implementation.\"),\n project_name: str = typer.Option(default=\"\", help=\"Unique project name, such as 'game_2048'.\"),\n inc: bool = typer.Option(default=False, help=\"Incremental mode. Use it to coop with existing repo.\"),\n project_path: str = typer.Option(\n default=\"\",\n help=\"Specify the directory path of the old version project to fulfill the incremental requirements.\",\n ),\n reqa_file: str = typer.Option(\n default=\"\", help=\"Specify the source file name for rewriting the quality assurance code.\"\n ),\n max_auto_summarize_code: int = typer.Option(\n default=0,\n help=\"The maximum number of times the 'SummarizeCode' action is automatically invoked, with -1 indicating \"\n \"unlimited. This parameter is used for debugging the workflow.\",\n ),\n recover_path: str = typer.Option(default=None, help=\"recover the project from existing serialized storage\"),\n init_config: bool = typer.Option(default=False, help=\"Initialize the configuration file for MetaGPT.\"),\n):\n \"\"\"Run a startup. Be a boss.\"\"\"\n if init_config:\n copy_config_to()\n return\n\n if idea is None:\n typer.echo(\"Missing argument 'IDEA'. Run 'metagpt --help' for more information.\")\n raise typer.Exit()\n\n return generate_repo(\n idea,\n investment,\n n_round,\n code_review,\n run_tests,\n implement,\n project_name,\n inc,\n project_path,\n reqa_file,\n max_auto_summarize_code,\n recover_path,\n )\n\n\ndef copy_config_to(config_path=METAGPT_ROOT / \"config\" / \"config2.yaml\"):\n \"\"\"Initialize the configuration file for MetaGPT.\"\"\"\n target_path = Path.home() / \".metagpt\" / \"config2.yaml\"\n\n # 创建目标目录（如果不存在）\n target_path.parent.mkdir(parents=True, exist_ok=True)\n\n # 如果目标文件已经存在，则重命名为 .bak\n if target_path.exists():\n backup_path = target_path.with_suffix(\".bak\")\n target_path.rename(backup_path)\n print(f\"Existing configuration file backed up at {backup_path}\")\n\n # 复制文件\n shutil.copy(str(config_path), target_path)\n print(f\"Configuration file initialized at {target_path}\")\n\n\nif __name__ == \"__main__\":\n app()\n\n```\n\n---\nTranslate the code above into Mermaid Sequence Diagram.": "```mermaid\nsequenceDiagram\n participant app as app\n participant typer as typer\n participant generate_repo as generate_repo\n participant Team as company\n participant ProductManager as ProductManager\n participant Architect as Architect\n participant ProjectManager as ProjectManager\n participant Engineer as Engineer\n participant QaEngineer as QaEngineer\n\n app -> typer: startup()\n typer -> generate_repo: generate_repo()\n generate_repo -> config: config.update_via_cli()\n generate_repo -> company: company.hire([ProductManager, Architect, ProjectManager])\n generate_repo -> company: company.hire([Engineer])\n generate_repo -> company: company.hire([QaEngineer])\n generate_repo -> company: company.invest()\n generate_repo -> company: company.run_project()\n generate_repo -> company: asyncio.run(company.run())\n\n Note right of generate_repo: If recover_path is provided, [--overwrite] [--style=]\n\nArguments:\n filename The path to the Python file for which you want to generate docstrings.\n\nOptions:\n --overwrite If specified, overwrite the original file with the code containing docstrings.\n --style= Specify the style of the generated docstrings.\n Valid values: 'google', 'numpy', or 'sphinx'.\n Default: 'google'\n\nExample:\n python3 -m metagpt.actions.write_docstring ./metagpt/startup.py --overwrite False --style=numpy\n\nThis script uses the 'fire' library to create a command-line interface. It generates docstrings for the given Python code using\nthe specified docstring style and adds them to the code.\n\"\"\"\nfrom __future__ import annotations\n\nimport ast\nfrom pathlib import Path\nfrom typing import Literal, Optional\n\nfrom metagpt.actions.action import Action\nfrom metagpt.utils.common import OutputParser, aread, awrite\nfrom metagpt.utils.pycst import merge_docstring\n\nPYTHON_DOCSTRING_SYSTEM = \"\"\"### Requirements\n1. Add docstrings to the given code following the {style} style.\n2. Replace the function body with an Ellipsis object(...) to reduce output.\n3. If the types are already annotated, there is no need to include them in the docstring.\n4. Extract only class, function or the docstrings for the module parts from the given Python code, avoiding any other text.\n\n### Input Example\n```python\ndef function_with_pep484_type_annotations(param1: int) -> bool:\n return isinstance(param1, int)\n\nclass ExampleError(Exception):\n def __init__(self, msg: str):\n self.msg = msg\n```\n\n### Output Example\n```python\n{example}\n```\n\"\"\"\n\n# https://www.sphinx-doc.org/en/master/usage/extensions/napoleon.html\n\nPYTHON_DOCSTRING_EXAMPLE_GOOGLE = '''\ndef function_with_pep484_type_annotations(param1: int) -> bool:\n \"\"\"Example function with PEP 484 type annotations.\n\n Extended description of function.\n\n Args:\n param1: The first parameter.\n\n Returns:\n The return value. True for success, False otherwise.\n \"\"\"\n ...\n\nclass ExampleError(Exception):\n \"\"\"Exceptions are documented in the same way as classes.\n\n The __init__ method was documented in the class level docstring.\n\n Args:\n msg: Human readable string describing the exception.\n\n Attributes:\n msg: Human readable string describing the exception.\n \"\"\"\n ...\n'''\n\nPYTHON_DOCSTRING_EXAMPLE_NUMPY = '''\ndef function_with_pep484_type_annotations(param1: int) -> bool:\n \"\"\"\n Example function with PEP 484 type annotations.\n\n Extended description of function.\n\n Parameters\n ----------\n param1\n The first parameter.\n\n Returns\n -------\n bool\n The return value. True for success, False otherwise.\n \"\"\"\n ...\n\nclass ExampleError(Exception):\n \"\"\"\n Exceptions are documented in the same way as classes.\n\n The __init__ method was documented in the class level docstring.\n\n Parameters\n ----------\n msg\n Human readable string describing the exception.\n\n Attributes\n ----------\n msg\n Human readable string describing the exception.\n \"\"\"\n ...\n'''\n\nPYTHON_DOCSTRING_EXAMPLE_SPHINX = '''\ndef function_with_pep484_type_annotations(param1: int) -> bool:\n \"\"\"Example function with PEP 484 type annotations.\n\n Extended description of function.\n\n :param param1: The first parameter.\n :type param1: int\n\n :return: The return value. True for success, False otherwise.\n :rtype: bool\n \"\"\"\n ...\n\nclass ExampleError(Exception):\n \"\"\"Exceptions are documented in the same way as classes.\n\n The __init__ method was documented in the class level docstring.\n\n :param msg: Human-readable string describing the exception.\n :type msg: str\n \"\"\"\n ...\n'''\n\n_python_docstring_style = {\n \"google\": PYTHON_DOCSTRING_EXAMPLE_GOOGLE.strip(),\n \"numpy\": PYTHON_DOCSTRING_EXAMPLE_NUMPY.strip(),\n \"sphinx\": PYTHON_DOCSTRING_EXAMPLE_SPHINX.strip(),\n}\n\n\nclass WriteDocstring(Action):\n \"\"\"This class is used to write docstrings for code.\n\n Attributes:\n desc: A string describing the action.\n \"\"\"\n\n desc: str = \"Write docstring for code.\"\n i_context: Optional[str] = None\n\n async def run(\n self,\n code: str,\n system_text: str = PYTHON_DOCSTRING_SYSTEM,\n style: Literal[\"google\", \"numpy\", \"sphinx\"] = \"google\",\n ) -> str:\n \"\"\"Writes docstrings for the given code and system text in the specified style.\n\n Args:\n code: A string of Python code.\n system_text: A string of system text.\n style: A string specifying the style of the docstring. Can be 'google', 'numpy', or 'sphinx'.\n\n Returns:\n The Python code with docstrings added.\n \"\"\"\n system_text = system_text.format(style=style, example=_python_docstring_style[style])\n simplified_code = _simplify_python_code(code)\n documented_code = await self._aask(f\"```python\\n{simplified_code}\\n```\", [system_text])\n documented_code = OutputParser.parse_python_code(documented_code)\n return merge_docstring(code, documented_code)\n\n @staticmethod\n async def write_docstring(\n filename: str | Path, overwrite: bool = False, style: Literal[\"google\", \"numpy\", \"sphinx\"] = \"google\"\n ) -> str:\n data = await aread(str(filename))\n code = await WriteDocstring().run(data, style=style)\n if overwrite:\n await awrite(filename, code)\n return code\n\n\ndef _simplify_python_code(code: str) -> None:\n \"\"\"Simplifies the given Python code by removing expressions and the last if statement.\n\n Args:\n code: A string of Python code.\n\n Returns:\n The simplified Python code.\n \"\"\"\n code_tree = ast.parse(code)\n code_tree.body = [i for i in code_tree.body if not isinstance(i, ast.Expr)]\n if isinstance(code_tree.body[-1], ast.If):\n code_tree.body.pop()\n return ast.unparse(code_tree)\n\n\nif __name__ == \"__main__\":\n import fire\n\n fire.Fire(WriteDocstring.write_docstring)\n\n```\n\n---\nTranslate the code above into Mermaid Sequence Diagram.": "```mermaid\nsequenceDiagram\n participant User\n participant \"WriteDocstring\" as WD\n participant \"OutputParser\" as OP\n participant \"aread\" as AR\n participant \"awrite\" as AW\n\n User ->> WD: write_docstring(filename, overwrite, style)\n WD ->> AR: aread(filename)\n AR -->> WD: data\n WD ->> WD: run(data, style)\n WD ->> OP: parse_python_code(documented_code)\n OP -->> WD: documented_code\n WD ->> WD: merge_docstring(code, documented_code)\n WD ->> AW: awrite(filename, code)\n AW -->> WD: code\n WD -->> User: code\n```",
+ "\n## context\n\n### Project Name\n20240110221009\n\n### Original Requirements\n['开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240110221525\n\n### Original Requirements\n['需要一个基于LLM做总结的搜索引擎']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"LLM\",\n \"Original Requirements\": \"需要一个基于LLM做总结的搜索引擎\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240110221737\n\n### Original Requirements\n['开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"zh_cn\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240110221737\n\n### Original Requirements\n['']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"\",\n \"Product Goals\": [],\n \"User Stories\": [],\n \"Competitive Analysis\": [],\n \"Competitive Quadrant Chart\": \"\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [],\n \"UI Design draft\": \"\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]",
+ "\n## context\n\n### Project Name\n20240111154514\n\n### Original Requirements\n['需要一个基于LLM做总结的搜索引擎']\n\n### Search Information\n-\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Original Requirements\": \"Create a 2048 game\",\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ],\n \"User Stories\": [\n \"As a player, I want to be able to choose difficulty levels\",\n \"As a player, I want to see my score after each game\",\n \"As a player, I want to get restart button when I lose\",\n \"As a player, I want to see beautiful UI that make me feel good\",\n \"As a player, I want to play game via mobile phone\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Requirement Analysis\": \"\",\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Original Requirements: # Place the original user's requirements here.\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n- User Stories: typing.List[str] # Provide up to 3 to 5 scenario-based user stories.\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Requirement Analysis: # Provide a detailed analysis of the requirements.\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\n- UI Design draft: 
-
+
+## News
+🚀 Mar. 14, 2024: Our Data Interpreter paper is on [arxiv](https://arxiv.org/abs/2402.18679). Check the [example](https://docs.deepwisdom.ai/main/en/DataInterpreter/) and [code](https://github.com/geekan/MetaGPT/tree/main/examples/di)!
+
+🚀 Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced [Data Interpreter](https://github.com/geekan/MetaGPT/blob/main/examples/di/README.md), a powerful agent capable of solving a wide range of real-world problems.
+
+🚀 Jan. 16, 2024: Our paper [MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
+](https://arxiv.org/abs/2308.00352) accepted for oral presentation **(top 1.2%)** at ICLR 2024, **ranking #1** in the LLM-based Agent category.
+
+🚀 Jan. 03, 2024: [v0.6.0](https://github.com/geekan/MetaGPT/releases/tag/v0.6.0) released, new features include serialization, upgraded OpenAI package and supported multiple LLM, provided [minimal example for debate](https://github.com/geekan/MetaGPT/blob/main/examples/debate_simple.py) etc.
+
+🚀 Dec. 15, 2023: [v0.5.0](https://github.com/geekan/MetaGPT/releases/tag/v0.5.0) released, introducing some experimental features such as **incremental development**, **multilingual**, **multiple programming languages**, etc.
+
+🔥 Nov. 08, 2023: MetaGPT is selected into [Open100: Top 100 Open Source achievements](https://www.benchcouncil.org/evaluation/opencs/annual.html).
+
+🔥 Sep. 01, 2023: MetaGPT tops GitHub Trending Monthly for the **17th time** in August 2023.
+
+🌟 Jun. 30, 2023: MetaGPT is now open source.
+
+🌟 Apr. 24, 2023: First line of MetaGPT code committed.
+
+## Software Company as Multi-Agent System
+
1. MetaGPT takes a **one line requirement** as input and outputs **user stories / competitive analysis / requirements / data structures / APIs / documents, etc.**
2. Internally, MetaGPT includes **product managers / architects / project managers / engineers.** It provides the entire process of a **software company along with carefully orchestrated SOPs.**
1. `Code = SOP(Team)` is the core philosophy. We materialize SOP and apply it to teams composed of LLMs.
-
+ 
