From 3d3c4d56d759673a65a0273b310473c50e4e6ca9 Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Tue, 21 Nov 2023 14:38:19 +0800 Subject: [PATCH] add increment development function --- metagpt/actions/__init__.py | 1 + metagpt/actions/refine.py | 10 + metagpt/actions/refine_design_api.py | 231 ++++++++++++++++ metagpt/actions/refine_prd.py | 260 +++++++++++++++++++ metagpt/actions/refine_project_management.py | 208 +++++++++++++++ 5 files changed, 710 insertions(+) create mode 100644 metagpt/actions/refine.py create mode 100644 metagpt/actions/refine_design_api.py create mode 100644 metagpt/actions/refine_prd.py create mode 100644 metagpt/actions/refine_project_management.py diff --git a/metagpt/actions/__init__.py b/metagpt/actions/__init__.py index c34c72ed2..99a4175f6 100644 --- a/metagpt/actions/__init__.py +++ b/metagpt/actions/__init__.py @@ -14,6 +14,7 @@ from metagpt.actions.debug_error import DebugError from metagpt.actions.design_api import WriteDesign from metagpt.actions.design_api_review import DesignReview from metagpt.actions.project_management import AssignTasks, WriteTasks +from metagpt.actions.refine import Refine from metagpt.actions.research import CollectLinks, WebBrowseAndSummarize, ConductResearch from metagpt.actions.run_code import RunCode from metagpt.actions.search_and_summarize import SearchAndSummarize diff --git a/metagpt/actions/refine.py b/metagpt/actions/refine.py new file mode 100644 index 000000000..beea40fc8 --- /dev/null +++ b/metagpt/actions/refine.py @@ -0,0 +1,10 @@ +from metagpt.actions import Action + + +# 增量开发动作的基类 +class Refine(Action): + def __init__(self, name="Refine", context=None, llm=None): + super().__init__(name, context, llm) + + def run(self, *args, **kwargs): + raise NotImplementedError diff --git a/metagpt/actions/refine_design_api.py b/metagpt/actions/refine_design_api.py new file mode 100644 index 000000000..591db175a --- /dev/null +++ b/metagpt/actions/refine_design_api.py @@ -0,0 +1,231 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +import shutil +from pathlib import Path +from typing import List + +from metagpt.actions import Action, ActionOutput +from metagpt.config import CONFIG +from metagpt.const import WORKSPACE_ROOT +from metagpt.logs import logger +from metagpt.utils.common import CodeParser +from metagpt.utils.get_template import get_template +from metagpt.utils.json_to_markdown import json_to_markdown +from metagpt.utils.mermaid import mermaid_to_file + +templates = { + "json": { + "PROMPT_TEMPLATE": """ +# Context +{context} + +## Legacy Design +{legacy} + +## Format example +{format_example} +----- +Role: You are an architect; the goal is to design a SOTA PEP8-compliant python system; make the best use of good open source tools +Requirement: Fill in the following missing information based on the context, each section name is a key in json +Max Output: 8192 chars or 2048 tokens. Try to use them up. + +## Difference Description: Provided as Python list[str], the list of differences between the new design and the legacy design + +## Implementation approach: Provide as Plain text. Analyze the difficult points of the requirements, select the appropriate open-source framework. + +## Python package name: Provide as Python str with python triple quoto, concise and clear, characters only use a combination of all lowercase and underscores + +## File list: Provided as Python list[str], the list of ONLY REQUIRED files needed to write the program(LESS IS MORE!). Only need relative paths, comply with PEP8 standards. ALWAYS write a main.py or app.py here + +## Data structures and interface definitions: Use mermaid classDiagram code syntax, including classes (INCLUDING __init__ method) 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. + +## 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. + +## Anything UNCLEAR: Provide as Plain text. Make clear here. + +output a properly formatted JSON, wrapped inside [CONTENT][/CONTENT] like format example, +and only output the json inside this tag, nothing else +""", + "FORMAT_EXAMPLE": """ +[CONTENT] +{ + "Difference Description": ["The ..."], + "Implementation approach": "We will ...", + "Python package name": "snake_game", + "File list": ["main.py"], + "Data structures and interface definitions": ' + classDiagram + class Game{ + +int score + } + ... + Game "1" -- "1" Food: has + ', + "Program call flow": ' + sequenceDiagram + participant M as Main + ... + G->>M: end game + ', + "Anything UNCLEAR": "The requirement is clear to me." +} +[/CONTENT] +""", + }, + "markdown": { + "PROMPT_TEMPLATE": """ +# Context +{context} + +## Legacy Design +{legacy} + +## Format example +{format_example} +----- +Role: You are an architect; the goal is to design a SOTA PEP8-compliant python system; make the best use of good open source tools +Requirement: Fill in the following missing information based on the context, note that all sections are response with code form separately +Max Output: 8192 chars or 2048 tokens. Try to use them up. +Attention: Use '##' to split sections, not '#', and '## ' SHOULD WRITE BEFORE the code and triple quote. + +## Difference Description: Provided as Python list[str], the list of differences between the new design and the legacy design + +## Implementation approach: Provide as Plain text. Analyze the difficult points of the requirements, select the appropriate open-source framework. + +## Python package name: Provide as Python str with python triple quoto, concise and clear, characters only use a combination of all lowercase and underscores + +## File list: Provided as Python list[str], the list of ONLY REQUIRED files needed to write the program(LESS IS MORE!). Only need relative paths, comply with PEP8 standards. ALWAYS write a main.py or app.py here + +## Data structures and interface definitions: Use mermaid classDiagram code syntax, including classes (INCLUDING __init__ method) 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. + +## 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. + +## Anything UNCLEAR: Provide as Plain text. Make clear here. + +""", + "FORMAT_EXAMPLE": """ +--- +## Difference Description +```python +[ + "The ...", +] +``` + +## Implementation approach +We will ... + +## Python package name +```python +"snake_game" +``` + +## File list +```python +[ + "main.py", +] +``` + +## Data structures and interface definitions +```mermaid +classDiagram + class Game{ + +int score + } + ... + Game "1" -- "1" Food: has +``` + +## Program call flow +```mermaid +sequenceDiagram + participant M as Main + ... + G->>M: end game +``` + +## Anything UNCLEAR +The requirement is clear to me. +--- +""", + }, +} + +OUTPUT_MAPPING = { + "Difference Description": (List[str], ...), + "Implementation approach": (str, ...), + "Python package name": (str, ...), + "File list": (List[str], ...), + "Data structures and interface definitions": (str, ...), + "Program call flow": (str, ...), + "Anything UNCLEAR": (str, ...), +} + + +class RefineDesign(Action): + def __init__(self, name, context=None, llm=None): + super().__init__(name, context, llm) + self.desc = ( + "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." + ) + + def recreate_workspace(self, workspace: Path): + try: + shutil.rmtree(workspace) + except FileNotFoundError: + pass # Folder does not exist, but we don't care + workspace.mkdir(parents=True, exist_ok=True) + + async def _save_prd(self, docs_path, resources_path, context): + prd_file = docs_path / "prd.md" + if context[-1].instruct_content and context[-1].instruct_content.dict()["Competitive Quadrant Chart"]: + quadrant_chart = context[-1].instruct_content.dict()["Competitive Quadrant Chart"] + await mermaid_to_file(quadrant_chart, resources_path / "competitive_analysis") + + if context[-1].instruct_content: + logger.info(f"Saving PRD to {prd_file}") + prd_file.write_text(json_to_markdown(context[-1].instruct_content.dict())) + + async def _save_system_design(self, docs_path, resources_path, system_design): + data_api_design = system_design.instruct_content.dict()[ + "Data structures and interface definitions" + ] # CodeParser.parse_code(block="Data structures and interface definitions", text=content) + seq_flow = system_design.instruct_content.dict()[ + "Program call flow" + ] # CodeParser.parse_code(block="Program call flow", text=content) + await mermaid_to_file(data_api_design, resources_path / "data_api_design") + await mermaid_to_file(seq_flow, resources_path / "seq_flow") + system_design_file = docs_path / "system_design.md" + logger.info(f"Saving System Designs to {system_design_file}") + system_design_file.write_text((json_to_markdown(system_design.instruct_content.dict()))) + + async def _save(self, context, system_design): + if isinstance(system_design, ActionOutput): + ws_name = system_design.instruct_content.dict()["Python package name"] + else: + ws_name = CodeParser.parse_str(block="Python package name", text=system_design) + workspace = WORKSPACE_ROOT / ws_name + self.recreate_workspace(workspace) + docs_path = workspace / "docs" + resources_path = workspace / "resources" + docs_path.mkdir(parents=True, exist_ok=True) + resources_path.mkdir(parents=True, exist_ok=True) + await self._save_prd(docs_path, resources_path, context) + await self._save_system_design(docs_path, resources_path, system_design) + + async def run(self, context, legacy, format=CONFIG.prompt_format): + prompt_template, format_example = get_template(templates, format) + prompt = prompt_template.format(context=context, legacy=legacy, format_example=format_example) + # system_design = await self._aask(prompt) + system_design = await self._aask_v1(prompt, "system_design", OUTPUT_MAPPING, format=format) + # fix Python package name, we can't system_design.instruct_content.python_package_name = "xxx" since "Python package name" contain space, have to use setattr + setattr( + system_design.instruct_content, + "Python package name", + system_design.instruct_content.dict()["Python package name"].strip().strip("'").strip('"'), + ) + await self._save(context, system_design) + return system_design diff --git a/metagpt/actions/refine_prd.py b/metagpt/actions/refine_prd.py new file mode 100644 index 000000000..1e2709c6b --- /dev/null +++ b/metagpt/actions/refine_prd.py @@ -0,0 +1,260 @@ +from typing import List + +from metagpt.actions import Refine, ActionOutput, SearchAndSummarize +from metagpt.config import CONFIG +from metagpt.logs import logger +from metagpt.utils.get_template import get_template + +increment_template = { + "json": { + "PROMPT_TEMPLATE": """ +# Context +## User's New Requirements +{new_requirements} + +## Difference Description +{difference_description} + +## Legacy PRD +{legacy} + +## Search Information +{search_information} + +## mermaid quadrantChart code syntax example. DONT USE QUOTO IN CODE DUE TO INVALID SYNTAX. Replace the with REAL COMPETITOR NAME +```mermaid +quadrantChart + title Reach and engagement of campaigns + x-axis Low Reach --> High Reach + y-axis Low Engagement --> High Engagement + quadrant-1 We should expand + quadrant-2 Need to promote + quadrant-3 Re-evaluate + quadrant-4 May be improved + "Campaign: A": [0.3, 0.6] + "Campaign B": [0.45, 0.23] + "Campaign C": [0.57, 0.69] + "Campaign D": [0.78, 0.34] + "Campaign E": [0.40, 0.34] + "Campaign F": [0.35, 0.78] + "Our Target Product": [0.5, 0.6] +``` + +## Format example +{format_example} +----- +Role: You are a professional product manager; the goal is to design a concise, usable, efficient product based on the new requirements, the difference description and Legacy PRD. +Requirements: According to the context, fill in the following missing information, each section name is a key in json ,If the requirements are unclear, ensure minimum viability and avoid excessive design + +## New Requirements: Provide as Plain text and place the new requirements here + +## Difference Description: Provide as Python list[str], up to 5 clear, difference descriptions. If the requirement itself is simple, the difference description should also be simple + +## Product Goals: Provided as Python list[str], up to 3 clear, orthogonal product goals. If the requirement itself is simple, the goal should also be simple + +## User Stories: Provided as Python list[str], up to 5 scenario-based user stories, If the requirement itself is simple, the user stories should also be less + +## Competitive Analysis: Provided as Python list[str], up to 7 competitive product analyses, consider as similar competitors as possible + +## Competitive Quadrant Chart: Use mermaid quadrantChart code syntax. up to 14 competitive products. Translation: Distribute these competitor scores evenly between 0 and 1, trying to conform to a normal distribution centered around 0.5 as much as possible. + +## Requirement Analysis: Provide as Plain text. Be simple. LESS IS MORE. Make your requirements less dumb. Delete the parts unnessasery. + +## Requirement Pool: Provided as Python list[list[str], the parameters are requirement description, priority(P0/P1/P2), respectively, comply with PEP standards; no more than 5 requirements and consider to make its difficulty lower + +## UI Design draft: Provide as Plain text. Be simple. Describe the elements and functions, also provide a simple style description and layout description. +## Anything UNCLEAR: Provide as Plain text. Make clear here. + +output a properly formatted JSON, wrapped inside [CONTENT][/CONTENT] like format example, +and only output the json inside this tag, nothing else +""", + "FORMAT_EXAMPLE": """ +[CONTENT] +{ + "New Requirements": "", + "Difference Description": "", + "Search Information": "", + "Requirements": "", + "Product Goals": [], + "User Stories": [], + "Competitive Analysis": [], + "Competitive Quadrant Chart": "quadrantChart + title Reach and engagement of campaigns + x-axis Low Reach --> High Reach + y-axis Low Engagement --> High Engagement + quadrant-1 We should expand + quadrant-2 Need to promote + quadrant-3 Re-evaluate + quadrant-4 May be improved + Campaign A: [0.3, 0.6] + Campaign B: [0.45, 0.23] + Campaign C: [0.57, 0.69] + Campaign D: [0.78, 0.34] + Campaign E: [0.40, 0.34] + Campaign F: [0.35, 0.78]", + "Requirement Analysis": "", + "Requirement Pool": [["P0","P0 requirement"],["P1","P1 requirement"]], + "UI Design draft": "", + "Anything UNCLEAR": "", +} +[/CONTENT] +""", + }, + "markdown": { + "PROMPT_TEMPLATE": """ +# Context +You need to refine the requirements based on the new requirements and the existing requirements' output. +## User's New Requirements +{new_requirements} + +## Difference Description +{difference_description} + +## Legacy PRD +{legacy} + +## Search Information +{search_information} + +## mermaid quadrantChart code syntax example. DONT USE QUOTO IN CODE DUE TO INVALID SYNTAX. Replace the with REAL COMPETITOR NAME +```mermaid +quadrantChart + title Reach and engagement of campaigns + x-axis Low Reach --> High Reach + y-axis Low Engagement --> High Engagement + quadrant-1 We should expand + quadrant-2 Need to promote + quadrant-3 Re-evaluate + quadrant-4 May be improved + "Campaign: A": [0.3, 0.6] + "Campaign B": [0.45, 0.23] + "Campaign C": [0.57, 0.69] + "Campaign D": [0.78, 0.34] + "Campaign E": [0.40, 0.34] + "Campaign F": [0.35, 0.78] + "Our Target Product": [0.5, 0.6] +``` + +## Format example +{format_example} +----- +Role: You are a professional product manager; the goal is to design a concise, usable, efficient product +Requirements: According to the context, fill in the following missing information, note that each sections are returned in Python code triple quote form seperatedly. If the requirements are unclear, ensure minimum viability and avoid excessive design +ATTENTION: Use '##' to SPLIT SECTIONS, not '#'. AND '## ' SHOULD WRITE BEFORE the code and triple quote. Output carefully referenced "Format example" in format. + +## New Requirements: Provide as Plain text and place the new requirements here + +## Difference Description: Provide as Python list[str], up to 5 clear, difference descriptions. If the requirement itself is simple, the difference description should also be simple + +## Product Goals: Provided as Python list[str], up to 3 clear, orthogonal product goals. If the requirement itself is simple, the goal should also be simple + +## User Stories: Provided as Python list[str], up to 5 scenario-based user stories, If the requirement itself is simple, the user stories should also be less + +## Competitive Analysis: Provided as Python list[str], up to 7 competitive product analyses, consider as similar competitors as possible + +## Competitive Quadrant Chart: Use mermaid quadrantChart code syntax. up to 14 competitive products. Translation: Distribute these competitor scores evenly between 0 and 1, trying to conform to a normal distribution centered around 0.5 as much as possible. + +## Requirement Analysis: Provide as Plain text. Be simple. LESS IS MORE. Make your requirements less dumb. Delete the parts unnessasery. + +## Requirement Pool: Provided as Python list[list[str], the parameters are requirement description, priority(P0/P1/P2), respectively, comply with PEP standards; no more than 5 requirements and consider to make its difficulty lower + +## UI Design draft: Provide as Plain text. Be simple. Describe the elements and functions, also provide a simple style description and layout description. +## Anything UNCLEAR: Provide as Plain text. Make clear here. +""", + "FORMAT_EXAMPLE": """ +--- +## New Requirements +The boss ... + +## Difference Description +```python +[ + "...", +] + +## Product Goals +```python +[ + "Create a ...", +] +``` + +## User Stories +```python +[ + "As a user, ...", +] +``` + +## Competitive Analysis +```python +[ + "Python Snake Game: ...", +] +``` + +## Competitive Quadrant Chart +```mermaid +quadrantChart + title Reach and engagement of campaigns + ... + "Our Target Product": [0.6, 0.7] +``` + +## Requirement Analysis +The product should be a ... + +## Requirement Pool +```python +[ + ["End game ...", "P0"] +] +``` + +## UI Design draft +Give a basic function description, and a draft + +## Anything UNCLEAR +There are no unclear points. +--- +""", + }, +} + +INCREMENT_OUTPUT_MAPPING = { + "New Requirements": (str, ...), + # "Major Enhancements": (List[str], ...), + "Difference Description": (List[str], ...), + "Product Goals": (List[str], ...), + "User Stories": (List[str], ...), + "Competitive Analysis": (List[str], ...), + "Competitive Quadrant Chart": (str, ...), + "Requirement Analysis": (str, ...), + "Requirement Pool": (List[List[str]], ...), + "UI Design draft": (str, ...), + "Anything UNCLEAR": (str, ...), +} + + +# 对于产品经理，增量开发的动作是：RefinePDR，输出是结合新需求和已有需求输出的新的PDR +class RefinePRD(Refine): + + def __init__(self, name="RefinePRD", context=None, llm=None): + super().__init__(name, context, llm) + + async def run(self, new_requirements, difference_description, legacy, format=CONFIG.prompt_format, *args, **kwargs): + sas = SearchAndSummarize() + rsp = "" + info = f"### Search Results\n{sas.result}\n\n### Search Summary\n{rsp}" + if sas.result: + logger.info(sas.result) + logger.info(rsp) + + prompt_template, format_example = get_template(increment_template, format) + prompt = prompt_template.format( + new_requirements=new_requirements, difference_description=difference_description, legacy=legacy, search_information=info, + format_example=format_example + ) + logger.debug(prompt) + prd = await self._aask_v1(prompt, "prd", INCREMENT_OUTPUT_MAPPING, format=format) + return prd diff --git a/metagpt/actions/refine_project_management.py b/metagpt/actions/refine_project_management.py new file mode 100644 index 000000000..354996f3e --- /dev/null +++ b/metagpt/actions/refine_project_management.py @@ -0,0 +1,208 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +from typing import List + +from metagpt.actions.action import Action +from metagpt.config import CONFIG +from metagpt.const import WORKSPACE_ROOT +from metagpt.utils.common import CodeParser +from metagpt.utils.get_template import get_template +from metagpt.utils.json_to_markdown import json_to_markdown + +templates = { + "json": { + "PROMPT_TEMPLATE": """ +# Context +{context} + +## Legacy Design +{legacy} + +## Format example +{format_example} +----- +Role: You are a project manager; the goal is to break down tasks according to PRD/technical design, give a task list, and analyze task dependencies to start with the prerequisite modules +Requirements: Based on the context, fill in the following missing information, each section name is a key in json. Here the granularity of the task is a file, if there are any missing files, you can supplement them +Attention: Use '##' to split sections, not '#', and '## ' SHOULD WRITE BEFORE the code and triple quote. + +## Required Python third-party packages: Provided in requirements.txt format + +## Required Other language third-party packages: Provided in requirements.txt format + +## Full API spec: Use OpenAPI 3.0. Describe all APIs that may be used by both frontend and backend. + +## Logic Analysis: Provided as a Python list[list[str]. the first is filename, the second is class/method/function should be implemented in this file. Analyze the dependencies between the files, which work should be done first + +## Task list: Provided as Python list[str]. Each str is a filename, the more at the beginning, the more it is a prerequisite dependency, should be done first + +## Shared Knowledge: Anything that should be public like utils' functions, config's variables details that should make clear first. + +## Difference Description: Please provide a detailed description of the differences between this project and its predecessors or similar projects that can include changes in technology, architecture. + +## Anything UNCLEAR: Provide as Plain text. Make clear here. For example, don't forget a main entry. don't forget to init 3rd party libs. + +output a properly formatted JSON, wrapped inside [CONTENT][/CONTENT] like format example, +and only output the json inside this tag, nothing else +""", + "FORMAT_EXAMPLE": ''' +{ + "Required Python third-party packages": [ + "flask==1.1.2", + "bcrypt==3.2.0" + ], + "Required Other language third-party packages": [ + "No third-party ..." + ], + "Full API spec": """ + openapi: 3.0.0 + ... + description: A JSON object ... + """, + "Logic Analysis": [ + ["game.py","Contains..."] + ], + "Task list": [ + "game.py" + ], + "Shared Knowledge": """ + 'game.py' contains ... + """, + "Difference Description": """ + The ... + """, + "Anything UNCLEAR": "We need ... how to start." +} +''', + }, + "markdown": { + "PROMPT_TEMPLATE": """ +# Context +{context} + +## Legacy Design +{legacy} + +## Format example +{format_example} +----- +Role: You are a project manager; the goal is to break down tasks according to PRD/technical design, give a task list, and analyze task dependencies to start with the prerequisite modules +Requirements: Based on the context, fill in the following missing information, note that all sections are returned in Python code triple quote form seperatedly. Here the granularity of the task is a file, if there are any missing files, you can supplement them +Attention: Use '##' to split sections, not '#', and '## ' SHOULD WRITE BEFORE the code and triple quote. + +## Required Python third-party packages: Provided in requirements.txt format + +## Required Other language third-party packages: Provided in requirements.txt format + +## Full API spec: Use OpenAPI 3.0. Describe all APIs that may be used by both frontend and backend. + +## Logic Analysis: Provided as a Python list[list[str]. the first is filename, the second is class/method/function should be implemented in this file. Analyze the dependencies between the files, which work should be done first + +## Task list: Provided as Python list[str]. Each str is a filename, the more at the beginning, the more it is a prerequisite dependency, should be done first + +## Shared Knowledge: Anything that should be public like utils' functions, config's variables details that should make clear first. + +## Difference Description: Please provide a detailed description of the differences between this project and its predecessors or similar projects that can include changes in technology, architecture. + +## Anything UNCLEAR: Provide as Plain text. Make clear here. For example, don't forget a main entry. don't forget to init 3rd party libs. + +""", + "FORMAT_EXAMPLE": ''' +--- +## Required Python third-party packages +```python +""" +flask==1.1.2 +bcrypt==3.2.0 +""" +``` + +## Required Other language third-party packages +```python +""" +No third-party ... +""" +``` + +## Full API spec +```python +""" +openapi: 3.0.0 +... +description: A JSON object ... +""" +``` + +## Logic Analysis +```python +[ + ["game.py", "Contains ..."], +] +``` + +## Task list +```python +[ + "game.py", +] +``` + +## Shared Knowledge +```python +""" +'game.py' contains ... +""" +``` + +## Difference Description +```python +""" +The ... +""" +``` + +## Anything UNCLEAR +We need ... how to start. +--- +''', + }, +} +OUTPUT_MAPPING = { + "Required Python third-party packages": (List[str], ...), + "Required Other language third-party packages": (List[str], ...), + "Full API spec": (str, ...), + "Logic Analysis": (List[List[str]], ...), + "Task list": (List[str], ...), + "Shared Knowledge": (str, ...), + "Difference Description": (str, ...), + "Anything UNCLEAR": (str, ...), +} + + +class RefineTasks(Action): + def __init__(self, name="CreateTasks", context=None, llm=None): + super().__init__(name, context, llm) + + def _save(self, context, rsp): + if context[-1].instruct_content: + ws_name = context[-1].instruct_content.dict()["Python package name"] + else: + ws_name = CodeParser.parse_str(block="Python package name", text=context[-1].content) + file_path = WORKSPACE_ROOT / ws_name / "docs/api_spec_and_tasks.md" + file_path.write_text(json_to_markdown(rsp.instruct_content.dict())) + + # Write requirements.txt + requirements_path = WORKSPACE_ROOT / ws_name / "requirements.txt" + requirements_path.write_text("\n".join(rsp.instruct_content.dict().get("Required Python third-party packages"))) + + async def run(self, context, legacy, format=CONFIG.prompt_format): + prompt_template, format_example = get_template(templates, format) + prompt = prompt_template.format(context=context, legacy=legacy, format_example=format_example) + rsp = await self._aask_v1(prompt, "task", OUTPUT_MAPPING, format=format) + self._save(context, rsp) + return rsp + + +class AssignTasks(Action): + async def run(self, *args, **kwargs): + # Here you should implement the actual action + pass