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Merge pull request #1 from Stitch-z/feature-tutorial-assistant
Feature/tutorial assistant
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commit
02bdf4b9e2
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20
examples/write_tutorial.py
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20
examples/write_tutorial.py
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#!/usr/bin/env python3
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# _*_ coding: utf-8 _*_
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"""
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@Time : 2023/9/4 21:40:57
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@Author : Stitch-z
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@File : tutorial_assistant.py
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"""
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import asyncio
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from metagpt.roles.tutorial_assistant import TutorialAssistant
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async def main():
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topic = "Write a tutorial about MySQL"
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role = TutorialAssistant(language="Chinese")
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await role.run(topic)
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if __name__ == '__main__':
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asyncio.run(main())
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102
metagpt/actions/write_tutorial.py
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102
metagpt/actions/write_tutorial.py
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#!/usr/bin/env python3
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# _*_ coding: utf-8 _*_
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"""
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@Time : 2023/9/4 15:40:40
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@Author : Stitch-z
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@File : tutorial_assistant.py
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@Describe : Actions of the tutorial assistant, including writing directories and document content.
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"""
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import json
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from datetime import datetime
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from typing import Dict
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import aiofiles
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from metagpt.actions import Action
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from metagpt.const import TUTORIAL_PATH
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from metagpt.logs import logger
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from metagpt.prompts.tutorial_assistant import DIRECTORY_PROMPT, CONTENT_PROMPT
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class WriteDirectory(Action):
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"""Action class for writing tutorial directories.
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Args:
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name: The name of the action.
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language: The language to output, default is "Chinese".
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"""
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def __init__(self, name: str = "", language: str = "Chinese", *args, **kwargs):
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super().__init__(name, *args, **kwargs)
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self.language = language
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async def run(self, topic: str, *args, **kwargs) -> Dict:
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"""Execute the action to generate a tutorial directory according to the topic.
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Args:
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topic: The tutorial topic.
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Returns:
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the tutorial directory information, such as {"title": "xxx", "directory": [{"dir 1": ["sub dir 1", "sub dir 2"]}]}
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"""
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prompt = DIRECTORY_PROMPT.format(topic=topic, language=self.language)
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directory = await self._aask(prompt=prompt)
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return json.loads(directory)
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class WriteContent(Action):
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"""Action class for writing tutorial content.
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Args:
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name: The name of the action.
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directory: The content to write.
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language: The language to output, default is "Chinese".
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"""
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def __init__(self, name: str = "", directory: str = "", language: str = "Chinese", *args, **kwargs):
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super().__init__(name, *args, **kwargs)
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self.language = language
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self.directory = directory
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async def run(self, topic: str, *args, **kwargs) -> str:
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"""Execute the action to write document content according to the directory and topic.
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Args:
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topic: The tutorial topic.
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Returns:
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The written tutorial content.
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"""
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prompt = CONTENT_PROMPT.format(topic=topic, language=self.language, directory=self.directory)
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return await self._aask(prompt=prompt)
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class SaveDocx(Action):
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"""Action class for saving tutorial docx.
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Args:
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name: The name of the action.
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"""
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def __init__(self, name: str = "", *args, **kwargs):
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super().__init__(name, *args, **kwargs)
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async def run(self, title: str, content: str, *args, **kwargs) -> str:
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"""Execute the action to save the generated tutorial document to a Markdown file.
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Args:
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title: The title of tutorial.
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content: The total content of tutorial.
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Returns:
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The full filename of tutorial content.
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"""
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current_time = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
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pathname = TUTORIAL_PATH / current_time
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pathname.mkdir(parents=True, exist_ok=True)
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filename = f"{pathname}/{title}.md"
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async with aiofiles.open(filename, mode="w", encoding="utf-8") as writer:
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await writer.write(content)
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logger.info(f"Successfully write docx: {filename}")
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return filename
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@ -33,5 +33,6 @@ API_QUESTIONS_PATH = UT_PATH / "files/question/"
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YAPI_URL = "http://yapi.deepwisdomai.com/"
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TMP = PROJECT_ROOT / 'tmp'
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RESEARCH_PATH = DATA_PATH / "research"
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TUTORIAL_PATH = DATA_PATH / "tutorial_docx"
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MEM_TTL = 24 * 30 * 3600
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39
metagpt/prompts/tutorial_assistant.py
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39
metagpt/prompts/tutorial_assistant.py
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#!/usr/bin/env python3
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# _*_ coding: utf-8 _*_
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"""
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@Time : 2023/9/4 15:40:40
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@Author : Stitch-z
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@File : tutorial_assistant.py
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@Describe : Tutorial Assistant's prompt templates.
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"""
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DIRECTORY_PROMPT = """
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You are now a seasoned technical professional in the field of the internet.
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We need you to write a technical tutorial with the topic "{topic}".
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Please provide the specific table of contents for this tutorial, strictly following the following requirements:
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1. The output must be strictly in the specified language, {language}.
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2. Answer in the dictionary format like {{"title": "xxx", "directory": [{{"dir 1": ["sub dir 1", "sub dir 2"]}}]}}.
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3. The directory should be as specific and sufficient as possible, with a primary and secondary directory.The secondary directory is in the array.
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4. Do not have extra spaces or line breaks.
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5. Each directory title has practical significance.
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"""
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CONTENT_PROMPT = """
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You are now a seasoned technical professional in the field of the internet.
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We need you to write a technical tutorial with the topic "{topic}".
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Now I will give you the module directory titles for the topic.
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Please output the detailed principle content of this title in detail.
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If there are code examples, please provide them according to standard code specifications.
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Without a code example, it is not necessary.
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The module directory titles for the topic is as follows:
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{directory}
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Strictly limit output according to the following requirements:
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1. Follow the Markdown syntax format for layout.
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2. If there are code examples, they must follow standard syntax specifications, have document annotations, and be displayed in code blocks.
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3. The output must be strictly in the specified language, {language}.
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4. Do not have redundant output, including concluding remarks.
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5. Don't return the topic "{topic}".
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"""
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113
metagpt/roles/tutorial_assistant.py
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113
metagpt/roles/tutorial_assistant.py
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#!/usr/bin/env python3
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# _*_ coding: utf-8 _*_
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"""
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@Time : 2023/9/4 15:40:40
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@Author : Stitch-z
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@File : tutorial_assistant.py
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"""
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from typing import Dict
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from metagpt.actions.write_tutorial import WriteDirectory, WriteContent, SaveDocx
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from metagpt.logs import logger
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from metagpt.roles import Role
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from metagpt.schema import Message
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class TutorialAssistant(Role):
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"""Tutorial assistant, input one sentence to generate a tutorial document in markup format.
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Args:
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name: The name of the role.
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profile: The role profile description.
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goal: The goal of the role.
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constraints: Constraints or requirements for the role.
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language: The language in which the tutorial documents will be generated.
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"""
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def __init__(
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self,
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name: str = "Stitch",
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profile: str = "Tutorial Assistant",
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goal: str = "Generate tutorial documents",
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constraints: str = "Strictly follow Markdown's syntax, with neat and standardized layout",
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language: str = "Chinese",
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):
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super().__init__(name, profile, goal, constraints)
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self._init_actions([WriteDirectory(language=language)])
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self.topic = ""
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self.main_title = ""
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self.total_content = ""
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self.language = language
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async def _think(self) -> None:
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"""Determine the next action to be taken by the role."""
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if self._rc.todo is None:
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self._set_state(0)
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return
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if self._rc.state + 1 < len(self._states):
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self._set_state(self._rc.state + 1)
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else:
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self._rc.todo = None
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async def _handle_directory(self, titles: Dict) -> Message:
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"""Handle the directories for the tutorial document.
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Args:
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titles: A dictionary containing the titles and directory structure,
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such as {"title": "xxx", "directory": [{"dir 1": ["sub dir 1", "sub dir 2"]}]}
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Returns:
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A message containing information about the directory.
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"""
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self.main_title = titles.get("title")
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directory = f"{self.main_title}\n"
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self.total_content += f"# {self.main_title}"
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actions = list()
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for first_dir in titles.get("directory"):
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actions.append(WriteContent(language=self.language, directory=first_dir))
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key = list(first_dir.keys())[0]
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directory += f"- {key}\n"
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for second_dir in first_dir[key]:
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directory += f" - {second_dir}\n"
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actions.append(SaveDocx())
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self._init_actions(actions)
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self._rc.todo = None
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return Message(content=directory)
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async def _act(self) -> Message:
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"""Perform an action as determined by the role.
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Returns:
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A message containing the result of the action.
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"""
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todo = self._rc.todo
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if type(todo) is WriteDirectory:
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msg = self._rc.memory.get(k=1)[0]
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self.topic = msg.content
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resp = await todo.run(topic=self.topic)
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logger.info(resp)
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return await self._handle_directory(resp)
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elif type(todo) is SaveDocx:
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filename = await todo.run(title=self.main_title, content=self.total_content)
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return Message(content=filename, role=self.profile)
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resp = await todo.run(topic=self.topic)
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logger.info(resp)
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if self.total_content != "":
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self.total_content += "\n\n\n"
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self.total_content += resp
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return Message(content=resp, role=self.profile)
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async def _react(self) -> Message:
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"""Execute the assistant's think and actions.
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Returns:
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A message containing the final result of the assistant's actions.
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"""
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while True:
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await self._think()
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if self._rc.todo is None:
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break
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msg = await self._act()
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return msg
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