From 78af904f5e3fe9d5caa36120f8015ae3c6cd8ef2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 18 Jan 2024 22:33:04 +0800 Subject: [PATCH 01/34] feat: + class view feat: +retry --- metagpt/actions/rebuild_class_view.py | 71 +++++----- metagpt/actions/rebuild_sequence_view.py | 136 ++++++++++++++++++-- metagpt/actions/rebuild_sequence_view_an.py | 16 --- metagpt/utils/common.py | 7 +- metagpt/utils/di_graph_repository.py | 14 +- metagpt/utils/graph_repository.py | 7 +- 6 files changed, 178 insertions(+), 73 deletions(-) delete mode 100644 metagpt/actions/rebuild_sequence_view_an.py diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index 2140ad874..2e27d37fc 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -8,6 +8,7 @@ """ import re from pathlib import Path +from typing import Optional import aiofiles @@ -29,25 +30,27 @@ class RebuildClassView(Action): + graph_db: Optional[GraphRepository] = None + async def run(self, with_messages=None, format=config.prompt_schema): graph_repo_pathname = self.context.git_repo.workdir / GRAPH_REPO_FILE_REPO / self.context.git_repo.workdir.name - graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json"))) + 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.i_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) + 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) # use ast 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): + async def _create_mermaid_class_views(self): path = Path(self.context.git_repo.workdir) / DATA_API_DESIGN_FILE_REPO path.mkdir(parents=True, exist_ok=True) pathname = path / self.context.git_repo.workdir.name @@ -56,47 +59,52 @@ async def _create_mermaid_class_views(self, graph_db): 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) - - @staticmethod - async def _create_mermaid_class(ns_class_name, graph_db, file_writer, distinct): + content, distinct = await self._create_mermaid_relationship(r.subject) + if content: + logger.debug(content) + await writer.write(content) + relationship_distinct += distinct + logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_distinct)}") + + async def _create_mermaid_class(self, ns_class_name) -> str: 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) + rows = await self.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) + var_type = await self._parse_variable_type(r.object_) 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) + await self._parse_function_args(method, r.object_) class_view.methods.append(method) # update graph db - await graph_db.insert(ns_class_name, GraphKeyword.HAS_CLASS_VIEW, class_view.model_dump_json()) + await self.graph_db.insert(ns_class_name, GraphKeyword.HAS_CLASS_VIEW, class_view.model_dump_json()) 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): s_fields = split_namespace(ns_class_name) if len(s_fields) > 2: # Ignore sub-class @@ -109,8 +117,9 @@ async def _create_mermaid_relationship(ns_class_name, graph_db, file_writer, dis 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: @@ -121,13 +130,11 @@ async def _create_mermaid_relationship(ns_class_name, graph_db, file_writer, dis distinct.add(link) content += f"\t{link}\n" - if content: - logger.debug(content) - await file_writer.write(content) + return content, distinct @staticmethod def _parse_name(name: str, language="python"): - pattern = re.compile(r"(.*?)<\/I>") + pattern = re.compile(r"(.*?)") result = re.search(pattern, name) abstraction = "" @@ -142,9 +149,8 @@ def _parse_name(name: str, language="python"): 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) + async def _parse_variable_type(self, ns_name) -> str: + rows = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_TYPE_DESC) if not rows: return "" vals = rows[0].object_.replace("'", "").split(":") @@ -153,9 +159,8 @@ async def _parse_variable_type(ns_name, graph_db) -> str: 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) + async def _parse_function_args(self, method: ClassMethod, ns_name: str): + rows = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_ARGS_DESC) if not rows: return info = rows[0].object_.replace("'", "") diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 777dde8ce..c0afd239f 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -8,30 +8,36 @@ """ from __future__ import annotations +import re from pathlib import Path -from typing import List +from typing import List, Optional + +from pydantic import BaseModel +from tenacity import retry, stop_after_attempt, wait_random_exponential from metagpt.actions import Action 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.schema import ClassView +from metagpt.utils.common import aread, general_after_log, list_files, 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 RebuildSequenceView(Action): + graph_db: Optional[GraphRepository] = None + async def run(self, with_messages=None, format=config.prompt_schema): graph_repo_pathname = self.context.git_repo.workdir / GRAPH_REPO_FILE_REPO / self.context.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) + self.graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json"))) + entries = await self._search_main_entry() for entry in entries: - await self._rebuild_sequence_view(entry, graph_db) - await graph_db.save() + await self._rebuild_sequence_view(entry) + await self.graph_db.save() - @staticmethod - async def _search_main_entry(graph_db) -> List: - rows = await graph_db.select(predicate=GraphKeyword.HAS_PAGE_INFO) + async def _search_main_entry(self) -> List: + rows = await self.graph_db.select(predicate=GraphKeyword.HAS_PAGE_INFO) tag = "__name__:__main__" entries = [] for r in rows: @@ -39,18 +45,97 @@ async def _search_main_entry(graph_db) -> List: entries.append(r) return entries - async def _rebuild_sequence_view(self, entry, graph_db): + async def _rebuild_sequence_view(self, entry): filename = entry.subject.split(":", 1)[0] src_filename = RebuildSequenceView._get_full_filename(root=self.i_context, pathname=filename) if not src_filename: return 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( + sequence_view = await self.llm.aask( msg=content, system_msgs=["You are a python code to Mermaid Sequence Diagram translator in function detail"] ) - await graph_db.insert(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=data) - logger.info(data) + await self.graph_db.insert(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view) + logger.info(sequence_view) + + merged_class_views = set() + while True: + participants = RebuildSequenceView.parse_participant(sequence_view) + class_views = await self._get_class_views(participants) + diff = set() + for cv in class_views: + if cv.subject in merged_class_views: + continue + class_functionality, class_view = await self._parse_class_functionality(cv) + sequence_view = await self._merge_sequence_view(sequence_view, class_view, class_functionality) + diff.add(cv.subject) + merged_class_views.add(cv.subject) + + await self.graph_db.delete(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW) + await self.graph_db.insert( + subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view + ) + logger.info(sequence_view) + if diff: + continue + break + + @retry( + wait=wait_random_exponential(min=1, max=20), + stop=stop_after_attempt(6), + after=general_after_log(logger), + ) + async def _parse_class_functionality(self, spo): + class_view = ClassView.model_validate_json(spo.object_) + class_view_content = f"```mermaid\n{class_view.get_mermaid(align=0)}\n```" + rsp = await self.llm.aask( + msg=f"## Class View\n{class_view_content}", + system_msgs=[ + "You are a tool capable of translating class views into a textual description of their functionalities and goals.", + 'Please return a Markdown JSON format with a "description" key containing a concise textual description of the class functionalities, a "goal" key containing a concise textual description of the problem the class aims to solve, and a "reason" key explaining why.', + ], + ) + + class _JsonCodeBlock(BaseModel): + description: str + goal: str + reason: Optional[str] = None + + code_block = rsp.removeprefix("```json\n").removesuffix("```") + data = _JsonCodeBlock.model_validate_json(code_block) + data.reason = None + functionality = data.model_dump_json(exclude_none=True) + await self.graph_db.insert(subject=spo.subject, predicate=GraphKeyword.HAS_CLASS_DESC, object_=functionality) + return functionality, class_view_content + + @retry( + wait=wait_random_exponential(min=1, max=20), + stop=stop_after_attempt(6), + after=general_after_log(logger), + ) + async def _merge_sequence_view(self, sequence_view, class_view, class_functionality) -> str: + contents = [ + f"## Mermaid Class View\n{class_view}", + f"## Class Description\n{class_functionality}", + f"## Mermaid Sequence View\n{sequence_view}", + ] + msg = "\n---\n".join(contents) + rsp = await self.llm.aask( + msg=msg, + system_msgs=[ + "You are a tool to merge Mermaid class view information into the Mermaid sequence view.", + 'Append as much information as possible from the "Mermaid Class View" and "Class Description" to the sequence diagram.', + 'Return a markdown JSON format with a "sequence_diagram" key containing the merged Mermaid sequence view, a "reason" key explaining what information have been merged and why.', + ], + ) + + class _JsonCodeBlock(BaseModel): + sequence_diagram: str + reason: str + + code_block = rsp.removeprefix("```json\n").removesuffix("```") + data = _JsonCodeBlock.model_validate_json(code_block) + return data.sequence_diagram @staticmethod def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: @@ -60,3 +145,26 @@ def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: if str(i).endswith(postfix): return i return None + + @staticmethod + def parse_participant(mermaid_sequence_diagram: str) -> List[str]: + pattern = r"participant (\w+)" + matches = re.findall(pattern, mermaid_sequence_diagram) + return matches + + async def _get_class_views(self, class_names) -> List[SPO]: + rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) + + ns_class_names = {} + for r in rows: + ns, class_name = split_namespace(r.subject) + if class_name in class_names: + ns_class_names[r.subject] = class_name + + class_views = [] + for ns_name in ns_class_names.keys(): + views = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_CLASS_VIEW) + if not views: + continue + class_views += views + return class_views 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/utils/common.py b/metagpt/utils/common.py index e09d49d84..879fe2637 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -408,7 +408,7 @@ def concat_namespace(*args) -> str: def split_namespace(ns_class_name: str) -> List[str]: - return ns_class_name.split(":") + return ns_class_name.split(":", maxsplit=1) def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> typing.Callable[["RetryCallState"], None]: @@ -567,3 +567,8 @@ 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] diff --git a/metagpt/utils/di_graph_repository.py b/metagpt/utils/di_graph_repository.py index 8bb5f9bb3..b73946cd2 100644 --- a/metagpt/utils/di_graph_repository.py +++ b/metagpt/utils/di_graph_repository.py @@ -26,12 +26,6 @@ def __init__(self, name: str, **kwargs): async def insert(self, subject: str, predicate: str, object_: str): 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]: result = [] for s, o, p in self._repo.edges(data="predicate"): @@ -44,6 +38,14 @@ async def select(self, subject: str = None, predicate: str = None, object_: str 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: + 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: m = networkx.node_link_data(self._repo) data = json.dumps(m) diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index 1a6f29a6b..16264cad2 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -33,6 +33,7 @@ class GraphKeyword: HAS_CLASS_FUNCTION = "has_class_function" HAS_CLASS_PROPERTY = "has_class_property" HAS_CLASS = "has_class" + HAS_CLASS_DESC = "has_class_desc" HAS_PAGE_INFO = "has_page_info" HAS_CLASS_VIEW = "has_class_view" HAS_SEQUENCE_VIEW = "has_sequence_view" @@ -56,15 +57,15 @@ async def insert(self, subject: str, predicate: str, object_: str): pass @abstractmethod - async def upsert(self, subject: str, predicate: str, object_: str): + async def select(self, subject: str = None, predicate: str = None, object_: str = None) -> List[SPO]: pass @abstractmethod - async def update(self, subject: str, predicate: str, object_: str): + async def delete(self, subject: str = None, predicate: str = None, object_: str = None) -> int: pass @abstractmethod - async def select(self, subject: str = None, predicate: str = None, object_: str = None) -> List[SPO]: + async def save(self): pass @property From 7be58b07b74586ea43a1e5479523af0bbd8c1c51 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 19 Jan 2024 15:54:14 +0800 Subject: [PATCH 02/34] feat: refactor class description --- metagpt/actions/rebuild_sequence_view.py | 96 ++++++++++++++++++++---- 1 file changed, 81 insertions(+), 15 deletions(-) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index c0afd239f..8cb656c09 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -8,6 +8,7 @@ """ from __future__ import annotations +import json import re from pathlib import Path from typing import List, Optional @@ -17,7 +18,7 @@ from metagpt.actions import Action from metagpt.config2 import config -from metagpt.const import GRAPH_REPO_FILE_REPO +from metagpt.const import GENERALIZATION, GRAPH_REPO_FILE_REPO from metagpt.logs import logger from metagpt.schema import ClassView from metagpt.utils.common import aread, general_after_log, list_files, split_namespace @@ -66,8 +67,8 @@ async def _rebuild_sequence_view(self, entry): for cv in class_views: if cv.subject in merged_class_views: continue - class_functionality, class_view = await self._parse_class_functionality(cv) - sequence_view = await self._merge_sequence_view(sequence_view, class_view, class_functionality) + await self._parse_class_description(cv.subject) + sequence_view = await self._merge_sequence_view(sequence_view, cv.subject) diff.add(cv.subject) merged_class_views.add(cv.subject) @@ -85,14 +86,63 @@ async def _rebuild_sequence_view(self, entry): stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _parse_class_functionality(self, spo): - class_view = ClassView.model_validate_json(spo.object_) - class_view_content = f"```mermaid\n{class_view.get_mermaid(align=0)}\n```" + async def _parse_class_description(self, ns_class_name: str): + rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) + if rows: + return + me_class_views = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) + if not me_class_views: + # Loss of necessary information to create the description. + await self.graph_db.insert(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW, object_="") + return + + # prepare base-class description + rows = await self.graph_db.select( + subject=ns_class_name, predicate=GraphKeyword.IS + GENERALIZATION + GraphKeyword.OF + ) + ns_base_class_names = [r.object_ for r in rows] + ns_base_class_views = {} + ns_base_class_descs = {} + for name in ns_base_class_names: + class_views = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_VIEW) + if rows: + ns_base_class_views[name] = class_views + descs = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_DESC) + if not descs: + # Haven't been parsed before. + await self._parse_class_description(ns_class_name=name) + descs = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_DESC) + ns_base_class_descs[name] = descs + + # parse class description + prompt = "```mermaid\nclassDiagram\n" + # - add base-class description + for ns_name in ns_base_class_names: + descs = ns_base_class_descs.get(ns_name, []) + for r in descs: + notes = self._desc_to_note(r.object_) + ns, name = split_namespace(r.subject) + for n in notes: + prompt += f'\n\tnote for {name} "{n}"' + views = ns_base_class_views.get(ns_name, []) + for r in views: + cv = ClassView.model_validate_json(r.object_) + prompt += "\n" + cv.get_mermaid(align=1) + # - add relationship + _, me = split_namespace(ns_class_name) + for ns_name in ns_base_class_names: + ns, base = split_namespace(ns_name) + prompt += f"\n\t{base} <|-- {me}" + # - add me + cv = ClassView.model_validate_json(me_class_views[0].object_) + prompt += "\n" + cv.get_mermaid(align=1) + prompt += "\n```" + rsp = await self.llm.aask( - msg=f"## Class View\n{class_view_content}", + msg=prompt, system_msgs=[ "You are a tool capable of translating class views into a textual description of their functionalities and goals.", - 'Please return a Markdown JSON format with a "description" key containing a concise textual description of the class functionalities, a "goal" key containing a concise textual description of the problem the class aims to solve, and a "reason" key explaining why.', + f'Please return a Markdown JSON format with a "description" key containing a concise textual description of the `{me}` class functionalities, a "goal" key containing a concise textual description of the problem the `{me}` class aims to solve, and a "reason" key explaining why.', ], ) @@ -105,23 +155,32 @@ class _JsonCodeBlock(BaseModel): data = _JsonCodeBlock.model_validate_json(code_block) data.reason = None functionality = data.model_dump_json(exclude_none=True) - await self.graph_db.insert(subject=spo.subject, predicate=GraphKeyword.HAS_CLASS_DESC, object_=functionality) - return functionality, class_view_content + await self.graph_db.insert(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC, object_=functionality) @retry( wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _merge_sequence_view(self, sequence_view, class_view, class_functionality) -> str: + async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: + class_view_part = "```mermaid\n" + class_view_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) + class_view_part += ( + ClassView.model_validate_json(class_view_rows[0].object_).get_mermaid() if class_view_rows else "" + ) + _, name = split_namespace(class_view_rows[0].subject) + class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) + for r in self._desc_to_note(class_desc_rows[0].object_): + class_view_part += f'\n\tnote for {name} "{r}"' + class_view_part += "\n```" + contents = [ - f"## Mermaid Class View\n{class_view}", - f"## Class Description\n{class_functionality}", + f"## Mermaid Class View\n{class_view_part}\n", f"## Mermaid Sequence View\n{sequence_view}", ] - msg = "\n---\n".join(contents) + prompt = "\n---\n".join(contents) rsp = await self.llm.aask( - msg=msg, + msg=prompt, system_msgs=[ "You are a tool to merge Mermaid class view information into the Mermaid sequence view.", 'Append as much information as possible from the "Mermaid Class View" and "Class Description" to the sequence diagram.', @@ -168,3 +227,10 @@ async def _get_class_views(self, class_names) -> List[SPO]: continue class_views += views return class_views + + @staticmethod + def _desc_to_note(json_str) -> List[str]: + if not json_str: + return [] + m = json.loads(json_str) + return [s.replace('"', '\\"').replace("\n", "\\n") for s in m.values()] From 831ddb1736ecee40106b1503ae4cd2e8da2349ab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 19 Jan 2024 17:24:05 +0800 Subject: [PATCH 03/34] feat: + composition, aggregation relationship --- metagpt/actions/rebuild_sequence_view.py | 45 +++++++++++++++++++----- 1 file changed, 36 insertions(+), 9 deletions(-) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 8cb656c09..d4cba63ca 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -18,7 +18,7 @@ from metagpt.actions import Action from metagpt.config2 import config -from metagpt.const import GENERALIZATION, GRAPH_REPO_FILE_REPO +from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION, GRAPH_REPO_FILE_REPO from metagpt.logs import logger from metagpt.schema import ClassView from metagpt.utils.common import aread, general_after_log, list_files, split_namespace @@ -164,14 +164,28 @@ class _JsonCodeBlock(BaseModel): ) async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: class_view_part = "```mermaid\n" - class_view_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) - class_view_part += ( - ClassView.model_validate_json(class_view_rows[0].object_).get_mermaid() if class_view_rows else "" + # add class + class_view_part += await self._class_view_to_mermaid(ns_class_name) + # add aggregation relationship + _, me = split_namespace(ns_class_name) + rows = await self.graph_db.select( + subject=ns_class_name, predicate=GraphKeyword.IS + AGGREGATION + GraphKeyword.OF ) - _, name = split_namespace(class_view_rows[0].subject) - class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) - for r in self._desc_to_note(class_desc_rows[0].object_): - class_view_part += f'\n\tnote for {name} "{r}"' + aggregation = [r.object_ for r in rows] + for ns_aggr_name in aggregation: + _, name = split_namespace(ns_aggr_name) + class_view_part += f"\n\t{me} *-- {name}" + class_view_part += await self._class_view_to_mermaid(ns_aggr_name) + # add composition relationship + rows = await self.graph_db.select( + subject=ns_class_name, predicate=GraphKeyword.IS + COMPOSITION + GraphKeyword.OF + ) + compositions = [r.object_ for r in rows] + for ns_comp_name in compositions: + _, name = split_namespace(ns_comp_name) + class_view_part += f"\n\t{me} *-- {name}" + class_view_part += await self._class_view_to_mermaid(ns_comp_name) + class_view_part += "\n```" contents = [ @@ -183,7 +197,7 @@ async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: msg=prompt, system_msgs=[ "You are a tool to merge Mermaid class view information into the Mermaid sequence view.", - 'Append as much information as possible from the "Mermaid Class View" and "Class Description" to the sequence diagram.', + 'Append as much information as possible from the "Mermaid Class View" to the sequence diagram.', 'Return a markdown JSON format with a "sequence_diagram" key containing the merged Mermaid sequence view, a "reason" key explaining what information have been merged and why.', ], ) @@ -234,3 +248,16 @@ def _desc_to_note(json_str) -> List[str]: return [] m = json.loads(json_str) return [s.replace('"', '\\"').replace("\n", "\\n") for s in m.values()] + + async def _class_view_to_mermaid(self, ns_class_name): + class_view_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) + result = ClassView.model_validate_json(class_view_rows[0].object_).get_mermaid() if class_view_rows else "" + _, name = split_namespace(ns_class_name) + class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) + if not class_desc_rows: + # Haven't been parsed before. + await self._parse_class_description(ns_class_name=ns_class_name) + class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) + for r in self._desc_to_note(class_desc_rows[0].object_): + result += f'\n\tnote for {name} "{r}"' + return result From af501f7f7a99c52d958f80cc09e316ea870fb8ce Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 19 Jan 2024 19:44:56 +0800 Subject: [PATCH 04/34] feat: mock main entries --- metagpt/actions/rebuild_class_view.py | 2 +- .../metagpt/actions/test_rebuild_sequence_view.py | 14 +++++++++++++- 2 files changed, 14 insertions(+), 2 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index 2e27d37fc..df3a1d7fb 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -72,7 +72,7 @@ async def _create_mermaid_class_views(self): if content: logger.debug(content) await writer.write(content) - relationship_distinct += distinct + relationship_distinct.update(distinct) logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_distinct)}") async def _create_mermaid_class(self, ns_class_name) -> str: diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index 49d444f2f..b64dfff90 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -14,16 +14,28 @@ from metagpt.llm import LLM from metagpt.utils.common import aread from metagpt.utils.git_repository import ChangeType +from metagpt.utils.graph_repository import SPO @pytest.mark.asyncio -async def test_rebuild(context): +async def test_rebuild(context, mocker): # Mock data = await aread(filename=Path(__file__).parent / "../../data/graph_db/networkx.json") graph_db_filename = Path(context.repo.workdir.name).with_suffix(".json") await context.repo.docs.graph_repo.save(filename=str(graph_db_filename), content=data) context.git_repo.add_change({f"{GRAPH_REPO_FILE_REPO}/{graph_db_filename}": ChangeType.UNTRACTED}) context.git_repo.commit("commit1") + # mock_spo = SPO( + # subject="metagpt/startup.py:__name__:__main__", + # predicate="has_page_info", + # object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + # ) + mock_spo = SPO( + subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + predicate="has_page_info", + object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + ) + mocker.patch.object(RebuildSequenceView, "_search_main_entry", return_value=[mock_spo]) action = RebuildSequenceView( name="RedBean", From 633c7725292441498db7dfc63ce53d081fb74425 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Mon, 22 Jan 2024 22:49:46 +0800 Subject: [PATCH 05/34] fixbug: class view fixbug: method type, feat: add compotition&aggregation --- metagpt/actions/rebuild_class_view.py | 131 ++++-------- metagpt/actions/rebuild_sequence_view.py | 41 ++-- metagpt/repo_parser.py | 245 +++++++++++++++++++++-- metagpt/schema.py | 44 ++-- metagpt/utils/graph_repository.py | 69 +++++-- tests/data/graph_db/networkx.json | 2 +- tests/metagpt/test_repo_parser.py | 141 ++++++++++++- 7 files changed, 511 insertions(+), 162 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index df3a1d7fb..b459cf869 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -6,7 +6,7 @@ @File : rebuild_class_view.py @Desc : Rebuild class view info """ -import re + from pathlib import Path from typing import Optional @@ -22,9 +22,9 @@ 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 UMLClassAttribute, UMLClassMethod, 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 @@ -40,6 +40,7 @@ async def run(self, with_messages=None, format=config.prompt_schema): 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.i_context).resolve(), package_root=package_root) symbols = repo_parser.generate_symbols() @@ -81,24 +82,40 @@ async def _create_mermaid_class(self, ns_class_name) -> str: # Ignore sub-class return "" - class_view = ClassView(name=fields[1]) - rows = await self.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 self._parse_variable_type(r.object_) - 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 self._parse_function_args(method, r.object_) - class_view.methods.append(method) - - # update graph db + 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_) + visibility = UMLClassView.name_to_visibility(dot_class_info.name) + class_view = UMLClassView(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) + + # 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) @@ -132,78 +149,6 @@ async def _create_mermaid_relationship(self, ns_class_name): return content, distinct - @staticmethod - def _parse_name(name: str, language="python"): - pattern = re.compile(r"(.*?)") - 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 - - async def _parse_variable_type(self, ns_name) -> str: - rows = await self.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 + " " - - async def _parse_function_args(self, method: ClassMethod, ns_name: str): - rows = await self.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())) - @staticmethod def _diff_path(path_root: Path, package_root: Path) -> (str, str): if len(str(path_root)) > len(str(package_root)): diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index d4cba63ca..d17af462a 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -11,14 +11,14 @@ import json import re from pathlib import Path -from typing import List, Optional +from typing import Dict, List, Optional from pydantic import BaseModel from tenacity import retry, stop_after_attempt, wait_random_exponential from metagpt.actions import Action from metagpt.config2 import config -from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION, GRAPH_REPO_FILE_REPO +from metagpt.const import AGGREGATION, GENERALIZATION, GRAPH_REPO_FILE_REPO from metagpt.logs import logger from metagpt.schema import ClassView from metagpt.utils.common import aread, general_after_log, list_files, split_namespace @@ -62,13 +62,21 @@ async def _rebuild_sequence_view(self, entry): merged_class_views = set() while True: participants = RebuildSequenceView.parse_participant(sequence_view) - class_views = await self._get_class_views(participants) + class_views, class_compositions = await self._get_class_views(participants) + for compositions in class_compositions.values(): + for c in compositions: + ns, _ = split_namespace(c.object_) + if ns == "?": + continue + await self._parse_class_description(c.object_) diff = set() for cv in class_views: if cv.subject in merged_class_views: continue await self._parse_class_description(cv.subject) - sequence_view = await self._merge_sequence_view(sequence_view, cv.subject) + sequence_view = await self._merge_sequence_view( + sequence_view, cv.subject, class_compositions.get(cv.subject, []) + ) diff.add(cv.subject) merged_class_views.add(cv.subject) @@ -162,7 +170,7 @@ class _JsonCodeBlock(BaseModel): stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: + async def _merge_sequence_view(self, sequence_view, ns_class_name, compositions) -> str: class_view_part = "```mermaid\n" # add class class_view_part += await self._class_view_to_mermaid(ns_class_name) @@ -177,14 +185,10 @@ async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: class_view_part += f"\n\t{me} *-- {name}" class_view_part += await self._class_view_to_mermaid(ns_aggr_name) # add composition relationship - rows = await self.graph_db.select( - subject=ns_class_name, predicate=GraphKeyword.IS + COMPOSITION + GraphKeyword.OF - ) - compositions = [r.object_ for r in rows] - for ns_comp_name in compositions: - _, name = split_namespace(ns_comp_name) + for c in compositions: + _, name = split_namespace(c.object_) class_view_part += f"\n\t{me} *-- {name}" - class_view_part += await self._class_view_to_mermaid(ns_comp_name) + class_view_part += await self._class_view_to_mermaid(c.object_) class_view_part += "\n```" @@ -198,7 +202,7 @@ async def _merge_sequence_view(self, sequence_view, ns_class_name) -> str: system_msgs=[ "You are a tool to merge Mermaid class view information into the Mermaid sequence view.", 'Append as much information as possible from the "Mermaid Class View" to the sequence diagram.', - 'Return a markdown JSON format with a "sequence_diagram" key containing the merged Mermaid sequence view, a "reason" key explaining what information have been merged and why.', + 'Return a markdown JSON format with a "sequence_diagram" key containing the merged Mermaid sequence view, a "reason" key explaining in detail what information have been merged and why.', ], ) @@ -225,7 +229,7 @@ def parse_participant(mermaid_sequence_diagram: str) -> List[str]: matches = re.findall(pattern, mermaid_sequence_diagram) return matches - async def _get_class_views(self, class_names) -> List[SPO]: + async def _get_class_views(self, class_names) -> (List[SPO], Dict[str, List[SPO]]): rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) ns_class_names = {} @@ -235,12 +239,15 @@ async def _get_class_views(self, class_names) -> List[SPO]: ns_class_names[r.subject] = class_name class_views = [] + class_compositions = {} for ns_name in ns_class_names.keys(): views = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_CLASS_VIEW) if not views: continue class_views += views - return class_views + compositions = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.IS_COMPOSITE_OF) + class_compositions[ns_name] = compositions + return class_views, class_compositions @staticmethod def _desc_to_note(json_str) -> List[str]: @@ -249,8 +256,10 @@ def _desc_to_note(json_str) -> List[str]: m = json.loads(json_str) return [s.replace('"', '\\"').replace("\n", "\\n") for s in m.values()] - async def _class_view_to_mermaid(self, ns_class_name): + async def _class_view_to_mermaid(self, ns_class_name) -> str: class_view_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) + if not class_view_rows: + return "" result = ClassView.model_validate_json(class_view_rows[0].object_).get_mermaid() if class_view_rows else "" _, name = split_namespace(ns_class_name) class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index e91ebd215..e27b4bb70 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -15,7 +15,7 @@ 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 @@ -39,20 +39,231 @@ class CodeBlockInfo(BaseModel): properties: Dict = Field(default_factory=dict) -class ClassInfo(BaseModel): +class DotClassAttribute(BaseModel): + name: str = "" + type_: str = "" + default_: str = "" + description: str + compositions: List[str] = Field(default_factory=list) + + @classmethod + def parse(cls, v: str) -> "DotClassAttribute": + 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_ = cls.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 remove_white_spaces(v: str): + return re.sub(r"(? List[str]: + 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 = t.strip() + if t and t not in filters: + result.add(t) + return list(result) + + @staticmethod + def _split_literal(v): + 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: + lst.sort() + return lst + + +class DotClassInfo(BaseModel): 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: + lst.sort() + return lst -class ClassRelationship(BaseModel): +class DotClassRelationship(BaseModel): src: str = "" dest: str = "" relationship: str = "" label: Optional[str] = None +class DotReturn(BaseModel): + type_: str = "" + description: str + compositions: List[str] = Field(default_factory=list) + + @classmethod + def parse(cls, v: str) -> "DotReturn" | None: + if not v: + return DotReturn(description=v) + type_ = DotClassAttribute.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: + 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": + 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: + tags = [">", " List[DotClassAttribute]: + 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): base_directory: Path = Field(default=None) @@ -258,22 +469,28 @@ async def _parse_classes(self, class_view_pathname): if not package_name: continue class_name, members, functions = re.split(r"(? List[ClassRelationship]: + async def _parse_class_relationships(self, class_view_pathname) -> List[DotClassRelationship]: relationship_views = [] if not class_view_pathname.exists(): return relationship_views @@ -312,7 +529,7 @@ def _split_relationship_line(line): 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(" ") @@ -363,8 +580,8 @@ def _create_path_mapping(path: str | Path) -> Dict[str, str]: @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): if not class_views: return [], [], "" c = class_views[0] diff --git a/metagpt/schema.py b/metagpt/schema.py index 22bb359b6..7abad2ba4 100644 --- a/metagpt/schema.py +++ b/metagpt/schema.py @@ -471,44 +471,54 @@ class BugFixContext(BaseContext): # 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 + content += " " + self.return_type.replace(" ", "") if self.abstraction: content += "*" if self.static: @@ -516,9 +526,9 @@ def get_mermaid(self, align=1) -> str: 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" diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index 16264cad2..c0a240c0d 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -8,14 +8,14 @@ """ 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: @@ -28,17 +28,17 @@ 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_CLASS_DESC = "has_class_desc" + 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" + IS_COMPOSITE_OF = "is_composite_of" + IS_AGGREGATE_OF = "is_aggregate_of" class SPO(BaseModel): @@ -96,13 +96,13 @@ async def update_graph_db_with_file_info(graph_db: "GraphRepository", file_info: 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 @@ -134,7 +134,7 @@ async def update_graph_db_with_file_info(graph_db: "GraphRepository", file_info: ) @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]): for c in class_views: filename, _ = c.package.split(":", 1) await graph_db.insert(subject=filename, predicate=GraphKeyword.IS, object_=GraphKeyword.SOURCE_CODE) @@ -147,6 +147,7 @@ async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_vi 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( @@ -161,32 +162,40 @@ async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_vi 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] ): for r in relationship_views: await graph_db.insert( @@ -199,3 +208,23 @@ async def update_graph_db_with_class_relationship_views( predicate=GraphKeyword.IS + r.relationship + GraphKeyword.ON, object_=concat_namespace(r.dest, r.label), ) + + @staticmethod + async def rebuild_composition_relationship(graph_db: "GraphRepository"): + classes = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) + mapping = defaultdict(list) + for c in classes: + _, name = split_namespace(c.subject) + 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/tests/data/graph_db/networkx.json b/tests/data/graph_db/networkx.json index 9e8c38a8f..2896554a6 100644 --- a/tests/data/graph_db/networkx.json +++ b/tests/data/graph_db/networkx.json @@ -1 +1 @@ -{"directed": true, "multigraph": false, "graph": {}, "nodes": [{"id": "metagpt/schema.py"}, {"id": "source_code"}, {"id": "python"}, {"id": "metagpt/schema.py:AIMessage"}, {"id": "class"}, {"id": "metagpt/provider/general_api_base.py"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_key"}, {"id": "class_property"}, {"id": "api_key : NoneType"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_type"}, {"id": "api_type : AZURE_AD, OPEN_AI"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_version"}, {"id": "api_version"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:base_url"}, {"id": "base_url : NoneType"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:organization"}, {"id": "organization : NoneType"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:arequest"}, {"id": "class_function"}, {"id": "arequest(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:arequest_raw"}, {"id": "arequest_raw(method, url, session): aiohttp.ClientResponse"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:request"}, {"id": "request(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[Iterator[OpenAIResponse], bool, str]"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:request_headers"}, {"id": "request_headers(method: str, extra, request_id: Optional[str]): Dict[str, str]"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:request_raw"}, {"id": "request_raw(method, url): requests.Response"}, {"id": "metagpt/actions/action.py"}, {"id": "metagpt/actions/action.py:Action"}, {"id": "metagpt/actions/action.py:Action:context"}, {"id": "context : Union[dict, CodingContext, CodeSummarizeContext, TestingContext, RunCodeContext, str, None]"}, {"id": "metagpt/actions/action.py:Action:desc"}, {"id": "desc : str"}, {"id": "metagpt/actions/action.py:Action:llm"}, {"id": "llm"}, {"id": "metagpt/actions/action.py:Action:model_config"}, {"id": "model_config"}, {"id": "metagpt/actions/action.py:Action:name"}, {"id": "name : str"}, {"id": "metagpt/actions/action.py:Action:node"}, {"id": "node"}, {"id": "metagpt/actions/action.py:Action:prefix"}, {"id": "prefix : str"}, {"id": "metagpt/actions/action.py:Action:run"}, {"id": "run()"}, {"id": "metagpt/actions/action.py:Action:set_name_if_empty"}, {"id": "set_name_if_empty(values)"}, {"id": "metagpt/actions/action.py:Action:set_prefix"}, {"id": "set_prefix(prefix)"}, {"id": "metagpt/actions/action_node.py"}, {"id": "metagpt/actions/action_node.py:ActionNode"}, {"id": "metagpt/actions/action_node.py:ActionNode:children"}, {"id": "children : dict[str, 'ActionNode']"}, {"id": "metagpt/actions/action_node.py:ActionNode:content"}, {"id": "content : str"}, {"id": "metagpt/actions/action_node.py:ActionNode:context"}, {"id": "context : str"}, {"id": "metagpt/actions/action_node.py:ActionNode:example"}, {"id": "example"}, {"id": "metagpt/actions/action_node.py:ActionNode:expected_type"}, {"id": "expected_type : Type"}, {"id": "metagpt/actions/action_node.py:ActionNode:instruct_content"}, {"id": "instruct_content : BaseModel"}, {"id": "metagpt/actions/action_node.py:ActionNode:instruction"}, {"id": "instruction : str"}, {"id": "metagpt/actions/action_node.py:ActionNode:key"}, {"id": "key : str"}, {"id": "metagpt/actions/action_node.py:ActionNode:llm"}, {"id": "metagpt/actions/action_node.py:ActionNode:schema"}, {"id": "schema : str"}, {"id": "metagpt/actions/action_node.py:ActionNode:add_child"}, {"id": "add_child(node: 'ActionNode')"}, {"id": "metagpt/actions/action_node.py:ActionNode:add_children"}, {"id": "add_children(nodes: List['ActionNode'])"}, {"id": "metagpt/actions/action_node.py:ActionNode:compile"}, {"id": "compile(context, schema, mode, template, exclude): str"}, {"id": "metagpt/actions/action_node.py:ActionNode:compile_example"}, {"id": "compile_example(schema, mode, tag, exclude): str"}, {"id": "metagpt/actions/action_node.py:ActionNode:compile_instruction"}, {"id": "compile_instruction(schema, mode, tag, exclude): str"}, {"id": "metagpt/actions/action_node.py:ActionNode:compile_to"}, {"id": "compile_to(i: Dict, schema, kv_sep): str"}, {"id": "metagpt/actions/action_node.py:ActionNode:create_children_class"}, {"id": "create_children_class(exclude)"}, {"id": "metagpt/actions/action_node.py:ActionNode:create_model_class"}, {"id": "create_model_class(class_name: str, mapping: Dict[str, Tuple[Type, Any]])"}, {"id": "metagpt/actions/action_node.py:ActionNode:fill"}, {"id": "fill(context, llm, schema, mode, strgy, timeout, exclude)"}, {"id": "metagpt/actions/action_node.py:ActionNode:from_children"}, {"id": "from_children(key, nodes: List['ActionNode'])"}, {"id": "metagpt/actions/action_node.py:ActionNode:get"}, {"id": "get(key)"}, {"id": "metagpt/actions/action_node.py:ActionNode:get_children_mapping"}, {"id": "get_children_mapping(exclude): Dict[str, Tuple[Type, Any]]"}, {"id": "metagpt/actions/action_node.py:ActionNode:get_mapping"}, {"id": "get_mapping(mode, exclude): Dict[str, Tuple[Type, Any]]"}, {"id": "metagpt/actions/action_node.py:ActionNode:get_self_mapping"}, {"id": "get_self_mapping(): Dict[str, Tuple[Type, Any]]"}, {"id": "metagpt/actions/action_node.py:ActionNode:set_context"}, {"id": "set_context(context)"}, {"id": "metagpt/actions/action_node.py:ActionNode:set_llm"}, {"id": "set_llm(llm)"}, {"id": "metagpt/actions/action_node.py:ActionNode:set_recursive"}, {"id": "set_recursive(name, value)"}, {"id": "metagpt/actions/action_node.py:ActionNode:simple_fill"}, {"id": "simple_fill(schema, mode, timeout, exclude)"}, {"id": "metagpt/actions/action_node.py:ActionNode:tagging"}, {"id": "tagging(text, schema, tag): str"}, {"id": "metagpt/actions/action_node.py:ActionNode:to_dict"}, {"id": "to_dict(format_func, mode, exclude): Dict"}, {"id": "metagpt/actions/action_output.py"}, {"id": "metagpt/actions/action_output.py:ActionOutput"}, {"id": "metagpt/actions/action_output.py:ActionOutput:content"}, {"id": "metagpt/actions/action_output.py:ActionOutput:instruct_content"}, {"id": "metagpt/actions"}, {"id": ""}, {"id": "metagpt/actions:ActionType"}, {"id": "metagpt/actions:ActionType:name"}, {"id": "name"}, {"id": "metagpt/provider/general_api_base.py:ApiType"}, {"id": "metagpt/provider/general_api_base.py:ApiType:name"}, {"id": "metagpt/provider/general_api_base.py:ApiType:from_str"}, 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"act(): ActionOutput"}, {"id": "metagpt/roles/role.py:Role:check_subscription"}, {"id": "check_subscription()"}, {"id": "metagpt/roles/role.py:Role:deserialize"}, {"id": "deserialize(stg_path: Path): 'Role'"}, {"id": "metagpt/roles/role.py:Role:get_memories"}, {"id": "get_memories(k): list[Message]"}, {"id": "metagpt/roles/role.py:Role:init_actions"}, {"id": "init_actions(actions)"}, {"id": "metagpt/roles/role.py:Role:is_watch"}, {"id": "is_watch(caused_by: str)"}, {"id": "metagpt/roles/role.py:Role:publish_message"}, {"id": "publish_message(msg)"}, {"id": "metagpt/roles/role.py:Role:put_message"}, {"id": "put_message(message)"}, {"id": "metagpt/roles/role.py:Role:react"}, {"id": "metagpt/roles/role.py:Role:refresh_system_message"}, {"id": "refresh_system_message()"}, {"id": "metagpt/roles/role.py:Role:run"}, {"id": "run(with_message): Message \\| None"}, {"id": "metagpt/roles/role.py:Role:serialize"}, {"id": "metagpt/roles/role.py:Role:set_env"}, {"id": "set_env(env: 'Environment')"}, 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"metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:browser_type"}, {"id": "browser_type : Literal['chrome', 'firefox', 'edge', 'ie'] \\| None"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:executable_path"}, {"id": "executable_path"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:executor"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:launch_args"}, {"id": "launch_args"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:loop"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:run"}, {"id": "metagpt/schema.py:SerializationMixin"}, {"id": "metagpt/tools/search_engine_serpapi.py"}, {"id": "metagpt/tools/search_engine_serpapi.py:SerpAPIWrapper"}, {"id": "metagpt/tools/search_engine_serpapi.py:SerpAPIWrapper:aiosession"}, {"id": "aiosession : Optional[aiohttp.ClientSession]"}, {"id": 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"metagpt/roles/sk_agent.py:SkAgent:plan"}, {"id": "plan : Plan"}, {"id": "metagpt/roles/sk_agent.py:SkAgent:planner"}, {"id": "planner : Optional[Union[BasicPlanner, SequentialPlanner, ActionPlanner]]"}, {"id": "metagpt/roles/sk_agent.py:SkAgent:planner_cls"}, {"id": "planner_cls : Optional[Any]"}, {"id": "metagpt/roles/sk_agent.py:SkAgent:profile"}, {"id": "metagpt/tools/search_engine.py:SkSearchEngine"}, {"id": "metagpt/tools/search_engine.py:SkSearchEngine:search_engine"}, {"id": "metagpt/tools/search_engine.py:SkSearchEngine:run"}, {"id": "run(query: str): str"}, {"id": "metagpt/learn/skill_loader.py:Skill"}, {"id": "metagpt/learn/skill_loader.py:Skill:arguments"}, {"id": "arguments"}, {"id": "metagpt/learn/skill_loader.py:Skill:description"}, {"id": "metagpt/learn/skill_loader.py:Skill:examples"}, {"id": "examples : List[Example]"}, {"id": "metagpt/learn/skill_loader.py:Skill:id"}, {"id": "id : Optional[str]"}, {"id": "metagpt/learn/skill_loader.py:Skill:name"}, {"id": "metagpt/learn/skill_loader.py:Skill:parameters"}, {"id": "parameters : Optional[Dict[str, Parameter]]"}, {"id": "metagpt/learn/skill_loader.py:Skill:returns"}, {"id": "returns"}, {"id": "metagpt/learn/skill_loader.py:Skill:x_prerequisite"}, {"id": "x_prerequisite : Dict"}, {"id": "metagpt/actions/skill_action.py:SkillAction"}, {"id": "metagpt/actions/skill_action.py:SkillAction:args"}, {"id": "args : Dict"}, {"id": "metagpt/actions/skill_action.py:SkillAction:rsp"}, {"id": "metagpt/actions/skill_action.py:SkillAction:skill"}, {"id": "metagpt/actions/skill_action.py:SkillAction:find_and_call_function"}, {"id": "find_and_call_function(function_name, args): str"}, {"id": "metagpt/actions/skill_action.py:SkillAction:run"}, {"id": "metagpt/management/skill_manager.py"}, {"id": "metagpt/management/skill_manager.py:SkillManager"}, {"id": "metagpt/management/skill_manager.py:SkillManager:add_skill"}, {"id": "add_skill(skill: Skill)"}, {"id": 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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"}, {"id": "{\"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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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": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Literal\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['Literal']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:playwright.async_api"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"playwright.async_api\",\"names\":[\"async_playwright\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['async_playwright']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:metagpt.config"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config\",\"names\":[\"CONFIG\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['CONFIG']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:metagpt.logs"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['logger']"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:module:metagpt.utils.parse_html"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.parse_html\",\"names\":[\"WebPage\"]}}"}, {"id": "metagpt/tools/web_browser_engine_playwright.py:names:['WebPage']"}, {"id": "{\"lineno\":20,\"end_lineno\":99,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"PlaywrightWrapper\"],\"properties\":{}}"}, {"id": "{\"lineno\":102,\"end_lineno\":106,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"_get_install_lock\"],\"properties\":{}}"}, {"id": "{\"lineno\":109,\"end_lineno\":132,\"type_name\":\"ast.AsyncFunctionDef\",\"tokens\":[\"_install_browsers\"],\"properties\":{}}"}, {"id": "{\"lineno\":135,\"end_lineno\":140,\"type_name\":\"ast.AsyncFunctionDef\",\"tokens\":[\"_log_stream\"],\"properties\":{}}"}, {"id": "{\"lineno\":143,\"end_lineno\":143,\"type_name\":\"ast.AnnAssign\",\"tokens\":[\"_install_lock\"],\"properties\":{}}"}, {"id": "{\"lineno\":144,\"end_lineno\":144,\"type_name\":\"ast.Assign\",\"tokens\":[\"_install_cache\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine.py:SkSearchEngine:__init__"}, {"id": "metagpt/tools/search_engine.py:SearchEngine:__init__"}, {"id": "metagpt/tools/search_engine.py:ast.Constant:\n@Time : 2023/5/6 20:15\n@Author : alexanderwu\n@File : search_engine.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/6 20:15\\n@Author : alexanderwu\\n@File : search_engine.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine.py:importlib"}, {"id": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.Import\",\"tokens\":[\"importlib\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Callable\",\"Coroutine\",\"Literal\",\"Optional\",\"Union\",\"overload\"]}}"}, {"id": "metagpt/tools/search_engine.py:names:['Callable', 'Coroutine', 'Literal', 'Optional', 'Union', 'overload']"}, {"id": "metagpt/tools/search_engine.py:module:semantic_kernel.skill_definition"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"semantic_kernel.skill_definition\",\"names\":[\"sk_function\"]}}"}, {"id": "metagpt/tools/search_engine.py:names:['sk_function']"}, {"id": "metagpt/tools/search_engine.py:module:metagpt.config"}, {"id": "metagpt/tools/search_engine.py:names:['CONFIG']"}, {"id": "metagpt/tools/search_engine.py:module:metagpt.tools"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/tools/search_engine.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":17,\"end_lineno\":29,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SkSearchEngine\"],\"properties\":{}}"}, {"id": "{\"lineno\":32,\"end_lineno\":98,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SearchEngine\"],\"properties\":{}}"}, {"id": "metagpt/tools/web_browser_engine.py:WebBrowserEngine:__init__"}, {"id": "metagpt/tools/web_browser_engine.py:ast.Constant:\n@Modified By: mashenquan, 2023/8/20. 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": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"WebBrowserEngineType\"]}}"}, {"id": "metagpt/tools/web_browser_engine.py:names:['WebBrowserEngineType']"}, {"id": "metagpt/tools/web_browser_engine.py:module:metagpt.utils.parse_html"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.parse_html\",\"names\":[\"WebPage\"]}}"}, {"id": "metagpt/tools/web_browser_engine.py:names:['WebPage']"}, {"id": "{\"lineno\":16,\"end_lineno\":48,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WebBrowserEngine\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_serper.py:SerperWrapper:_process_response"}, {"id": "metagpt/tools/search_engine_serper.py:ast.Constant:\n@Time : 2023/5/23 18:27\n@Author : alexanderwu\n@File : search_engine_serpapi.py\n"}, {"id": "metagpt/tools/search_engine_serper.py:json"}, {"id": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_serper.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Dict\",\"Optional\",\"Tuple\"]}}"}, {"id": "metagpt/tools/search_engine_serper.py:names:['Any', 'Dict', 'Optional', 'Tuple']"}, {"id": "metagpt/tools/search_engine_serper.py:aiohttp"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.Import\",\"tokens\":[\"aiohttp\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_serper.py:module:pydantic"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"field_validator\"]}}"}, {"id": "metagpt/tools/search_engine_serper.py:names:['BaseModel', 'ConfigDict', 'Field', 'field_validator']"}, {"id": "metagpt/tools/search_engine_serper.py:module:metagpt.config"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config\",\"names\":[\"CONFIG\"]}}"}, {"id": "metagpt/tools/search_engine_serper.py:names:['CONFIG']"}, {"id": "{\"lineno\":17,\"end_lineno\":112,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SerperWrapper\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_serper.py:__name__:__main__"}, {"id": "{\"lineno\":115,\"end_lineno\":118,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/tools/moderation.py:Moderation:__init__"}, {"id": "metagpt/tools/moderation.py:ast.Constant:\n@Time : 2023/9/26 14:27\n@Author : zhanglei\n@File : moderation.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/26 14:27\\n@Author : zhanglei\\n@File : moderation.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/tools/moderation.py:module:typing"}, {"id": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Union\"]}}"}, {"id": "metagpt/tools/moderation.py:names:['Union']"}, {"id": "metagpt/tools/moderation.py:module:metagpt.llm"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.llm\",\"names\":[\"LLM\"]}}"}, {"id": "metagpt/tools/moderation.py:names:['LLM']"}, {"id": "{\"lineno\":13,\"end_lineno\":40,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Moderation\"],\"properties\":{}}"}, {"id": "metagpt/tools/__init__.py"}, {"id": "metagpt/tools/__init__.py:SearchEngineType"}, {"id": "metagpt/tools/__init__.py:WebBrowserEngineType"}, {"id": "metagpt/tools/__init__.py:WebBrowserEngineType:__missing__"}, {"id": "metagpt/tools/__init__.py:ast.Constant:\n@Time : 2023/4/29 15:35\n@Author : alexanderwu\n@File : __init__.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/4/29 15:35\\n@Author : alexanderwu\\n@File : __init__.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/tools/__init__.py:module:enum"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/tools/__init__.py:names:['Enum']"}, {"id": "{\"lineno\":13,\"end_lineno\":18,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SearchEngineType\"],\"properties\":{}}"}, {"id": "{\"lineno\":21,\"end_lineno\":29,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WebBrowserEngineType\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:safe_google_results"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:__future__"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['annotations']"}, {"id": "metagpt/tools/search_engine_googleapi.py:asyncio"}, {"id": "metagpt/tools/search_engine_googleapi.py:json"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:concurrent"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['futures']"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:typing"}, {"id": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['Optional']"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:urllib.parse"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"urllib.parse\",\"names\":[\"urlparse\"]}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['urlparse']"}, {"id": "metagpt/tools/search_engine_googleapi.py:httplib2"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.Import\",\"tokens\":[\"httplib2\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:pydantic"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['BaseModel', 'ConfigDict', 'Field', 'field_validator']"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:metagpt.config"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['CONFIG']"}, {"id": "metagpt/tools/search_engine_googleapi.py:module:metagpt.logs"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:names:['logger']"}, {"id": "{\"lineno\":27,\"end_lineno\":117,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"GoogleAPIWrapper\"],\"properties\":{}}"}, {"id": "{\"lineno\":120,\"end_lineno\":133,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"safe_google_results\"],\"properties\":{}}"}, {"id": "metagpt/tools/search_engine_googleapi.py:__name__:__main__"}, {"id": "{\"lineno\":136,\"end_lineno\":139,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:__init__"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:_run_precheck"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:SeleniumWrapper:_scrape_website"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:_gen_get_driver_func"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:_webdriver_manager_types"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:ast.Constant:\n@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.\n"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:__future__"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['annotations']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:asyncio"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:importlib"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.Import\",\"tokens\":[\"importlib\"],\"properties\":{}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:concurrent"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"concurrent\",\"names\":[\"futures\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['futures']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:copy"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"copy\",\"names\":[\"deepcopy\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['deepcopy']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:typing"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Literal\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['Literal']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:selenium.webdriver.common.by"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"selenium.webdriver.common.by\",\"names\":[\"By\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['By']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:selenium.webdriver.support"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"selenium.webdriver.support\",\"names\":[\"expected_conditions as EC\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['expected_conditions as EC']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:selenium.webdriver.support.wait"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"selenium.webdriver.support.wait\",\"names\":[\"WebDriverWait\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['WebDriverWait']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:webdriver_manager.core.download_manager"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"webdriver_manager.core.download_manager\",\"names\":[\"WDMDownloadManager\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['WDMDownloadManager']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:webdriver_manager.core.http"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"webdriver_manager.core.http\",\"names\":[\"WDMHttpClient\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['WDMHttpClient']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:metagpt.config"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['CONFIG']"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:module:metagpt.utils.parse_html"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.parse_html\",\"names\":[\"WebPage\"]}}"}, {"id": "metagpt/tools/web_browser_engine_selenium.py:names:['WebPage']"}, {"id": "{\"lineno\":24,\"end_lineno\":87,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"SeleniumWrapper\"],\"properties\":{}}"}, {"id": "{\"lineno\":90,\"end_lineno\":95,\"type_name\":\"ast.Assign\",\"tokens\":[\"_webdriver_manager_types\"],\"properties\":{}}"}, {"id": "{\"lineno\":98,\"end_lineno\":102,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WDMHttpProxyClient\"],\"properties\":{}}"}, {"id": "{\"lineno\":105,\"end_lineno\":129,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"_gen_get_driver_func\"],\"properties\":{}}"}, {"id": "metagpt/tools/openapi_v3_hello.py"}, {"id": "metagpt/tools/openapi_v3_hello.py:post_greeting"}, {"id": "metagpt/tools/openapi_v3_hello.py:ast.Constant:\n@Time : 2023/5/2 16:03\n@Author : mashenquan\n@File : openapi_v3_hello.py\n@Desc : Implement the OpenAPI Specification 3.0 demo and use the following command to test the HTTP service:\n\n curl -X 'POST' 'http://localhost:8082/openapi/greeting/dave' -H 'accept: text/plain' -H 'Content-Type: application/json' -d '{}'\n"}, {"id": "{\"lineno\":3,\"end_lineno\":14,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/2 16:03\\n@Author : mashenquan\\n@File : openapi_v3_hello.py\\n@Desc : Implement the OpenAPI Specification 3.0 demo and use the following command to test the HTTP service:\\n\\n curl -X 'POST' 'http://localhost:8082/openapi/greeting/dave' -H 'accept: text/plain' -H 'Content-Type: application/json' -d '{}'\\n\"],\"properties\":{}}"}, {"id": "metagpt/tools/openapi_v3_hello.py:module:pathlib"}, {"id": "metagpt/tools/openapi_v3_hello.py:names:['Path']"}, {"id": "metagpt/tools/openapi_v3_hello.py:connexion"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.Import\",\"tokens\":[\"connexion\"],\"properties\":{}}"}, {"id": "{\"lineno\":21,\"end_lineno\":22,\"type_name\":\"ast.AsyncFunctionDef\",\"tokens\":[\"post_greeting\"],\"properties\":{}}"}, {"id": "metagpt/tools/openapi_v3_hello.py:__name__:__main__"}, {"id": "{\"lineno\":25,\"end_lineno\":29,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/tools/azure_tts.py:AzureTTS:__init__"}, {"id": "metagpt/tools/azure_tts.py:oas3_azsure_tts"}, {"id": "metagpt/tools/azure_tts.py:ast.Constant:\n@Time : 2023/6/9 22:22\n@Author : Leo Xiao\n@File : azure_tts.py\n@Modified by: mashenquan, 2023/8/17. 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20:58\n@Author : alexanderwu\n@File : __init__.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/4/30 20:58\\n@Author : alexanderwu\\n@File : __init__.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/management/skill_manager.py:SkillManager:__init__"}, {"id": "metagpt/management/skill_manager.py:Skill"}, {"id": "metagpt/management/skill_manager.py: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"}, {"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": "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:_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: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": 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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": 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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\":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": "{\"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.config"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.config\",\"names\":[\"CONFIG\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['CONFIG']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":33,\"end_lineno\":35,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":38,\"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": 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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"}, {"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": "{\"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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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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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": 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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": 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{"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": 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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:_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: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.summarize_code"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"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.const"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"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\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"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\":40,\"end_lineno\":40,\"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\":42,\"end_lineno\":49,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":52,\"end_lineno\":302,\"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": "{\"lineno\":22,\"end_lineno\":22,\"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\":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\":179,\"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.context"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"CONTEXT\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['CONTEXT']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":33,\"end_lineno\":35,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":38,\"end_lineno\":140,\"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": 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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"}, {"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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Following the think-act principle, solidify the task parameters when creating the\\n WriteTest object, rather than passing them in when calling the run function.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_test.py:module:typing"}, {"id": "metagpt/actions/write_test.py:names:['Optional']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/write_test.py:names:['Action']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.const"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"TEST_CODES_FILE_REPO\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['TEST_CODES_FILE_REPO']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.logs"}, {"id": "metagpt/actions/write_test.py:names:['logger']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.schema"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"TestingContext\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['Document', 'TestingContext']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['CodeParser']"}, {"id": "{\"lineno\":19,\"end_lineno\":37,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":40,\"end_lineno\":70,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTest\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/debug_error.py: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. 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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": "{\"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.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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{"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/actions/action.py:names:['BaseModel', 'ConfigDict', 'Field', 'model_validator']"}, {"id": "metagpt/actions/action.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/action.py:names:['ActionNode']"}, {"id": "metagpt/actions/action.py:module:metagpt.context_mixin"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context_mixin\",\"names\":[\"ContextMixin\"]}}"}, {"id": "metagpt/actions/action.py:names:['ContextMixin']"}, {"id": "metagpt/actions/action.py:module:metagpt.schema"}, {"id": 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"{\"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. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:__future__"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['annotations']"}, {"id": "metagpt/actions/write_prd.py:json"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:pathlib"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['Path']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.actions"}, {"id": 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"{\"lineno\":22,\"end_lineno\":27,\"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.const"}, {"id": "{\"lineno\":28,\"end_lineno\":32,\"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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{"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": 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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:TEMPLATE_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. 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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": "{\"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\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['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\":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. 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. 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\"],\"properties\":{}}"}, {"id": "metagpt/actions/action_node.py:json"}, {"id": "metagpt/actions/action_node.py:module:enum"}, {"id": "metagpt/actions/action_node.py:names:['Enum']"}, {"id": "metagpt/actions/action_node.py:module:typing"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Dict\",\"List\",\"Optional\",\"Tuple\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/actions/action_node.py:names:['Any', 'Dict', 'List', 'Optional', 'Tuple', 'Type', 'Union']"}, {"id": "metagpt/actions/action_node.py:module:pydantic"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"create_model\",\"model_validator\"]}}"}, {"id": 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: 2023/5/11 19:31\\n@Author : alexanderwu\\n@File : design_api_review.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api_review.py:module:typing"}, {"id": "metagpt/actions/design_api_review.py:names:['Optional']"}, {"id": "metagpt/actions/design_api_review.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/design_api_review.py:names:['Action']"}, {"id": "{\"lineno\":14,\"end_lineno\":26,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"DesignReview\"],\"properties\":{}}"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_check_file_type"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_unzip"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_ocr"}, {"id": "metagpt/actions/invoice_ocr.py:ast.Constant:\n@Time : 2023/9/21 18:10:20\n@Author : Stitch-z\n@File : invoice_ocr.py\n@Describe : Actions of the invoice ocr assistant.\n"}, {"id": "{\"lineno\":4,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/21 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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. 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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{"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:names:['ThoughtNode', 'ThoughtTree']", "target": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.strategy.base\",\"names\":[\"ThoughtNode\",\"ThoughtTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:module:metagpt.strategy.tot_schema", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.strategy.tot_schema\",\"names\":[\"MethodSelect\",\"Strategy\",\"ThoughtSolverConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:names:['MethodSelect', 'Strategy', 'ThoughtSolverConfig']", "target": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.strategy.tot_schema\",\"names\":[\"MethodSelect\",\"Strategy\",\"ThoughtSolverConfig\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:module:metagpt.utils.common", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:names:['CodeParser']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"predicate": "is", "source": "metagpt/strategy/__init__.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/strategy/__init__.py", "target": "python"}, {"predicate": "is", "source": "metagpt/strategy/base.py:BaseParser:__call__", "target": "class_method"}, {"predicate": "is", "source": "metagpt/strategy/base.py:BaseEvaluator:__call__", "target": "class_method"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:abc", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['ABC']", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:typing", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['List']", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:anytree", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['Node', 'RenderTree']", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:pydantic", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['BaseModel']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}]} \ No newline at end of file diff --git a/tests/metagpt/test_repo_parser.py b/tests/metagpt/test_repo_parser.py index e355733f3..c2ec4d819 100644 --- a/tests/metagpt/test_repo_parser.py +++ b/tests/metagpt/test_repo_parser.py @@ -1,9 +1,11 @@ from pathlib import Path from pprint import pformat +import pytest + from metagpt.const import METAGPT_ROOT from metagpt.logs import logger -from metagpt.repo_parser import RepoParser +from metagpt.repo_parser import DotClassAttribute, DotClassMethod, DotReturn, RepoParser def test_repo_parser(): @@ -23,3 +25,140 @@ def test_error(): """_parse_file should return empty list when file not existed""" rsp = RepoParser._parse_file(Path("test_not_existed_file.py")) assert rsp == [] + + +@pytest.mark.parametrize( + ("v", "name", "type_", "default_", "compositions"), + [ + ("children : dict[str, 'ActionNode']", "children", "dict[str,ActionNode]", "", ["ActionNode"]), + ("context : str", "context", "str", "", []), + ("example", "example", "", "", []), + ("expected_type : Type", "expected_type", "Type", "", ["Type"]), + ("args : Optional[Dict]", "args", "Optional[Dict]", "", []), + ("rsp : Optional[Message] = Message.Default", "rsp", "Optional[Message]", "Message.Default", ["Message"]), + ( + "browser : Literal['chrome', 'firefox', 'edge', 'ie']", + "browser", + "Literal['chrome','firefox','edge','ie']", + "", + [], + ), + ( + "browser : Dict[ Message, Literal['chrome', 'firefox', 'edge', 'ie'] ]", + "browser", + "Dict[Message,Literal['chrome','firefox','edge','ie']]", + "", + ["Message"], + ), + ("attributes : List[ClassAttribute]", "attributes", "List[ClassAttribute]", "", ["ClassAttribute"]), + ("attributes = []", "attributes", "", "[]", []), + ( + "request_timeout: Optional[Union[float, Tuple[float, float]]]", + "request_timeout", + "Optional[Union[float,Tuple[float,float]]]", + "", + [], + ), + ], +) +def test_parse_member(v, name, type_, default_, compositions): + attr = DotClassAttribute.parse(v) + assert name == attr.name + assert type_ == attr.type_ + assert default_ == attr.default_ + assert compositions == attr.compositions + assert v == attr.description + + json_data = attr.model_dump_json() + v = DotClassAttribute.model_validate_json(json_data) + assert v == attr + + +@pytest.mark.parametrize( + ("line", "package_name", "info"), + [ + ( + '"metagpt.roles.architect.Architect" [color="black", fontcolor="black", label=<{Architect|constraints : str
goal : str
name : str
profile : str
|}>, shape="record", style="solid"];', + "metagpt.roles.architect.Architect", + "Architect|constraints : str\ngoal : str\nname : str\nprofile : str\n|", + ), + ( + '"metagpt.actions.skill_action.ArgumentsParingAction" [color="black", fontcolor="black", label=<{ArgumentsParingAction|args : Optional[Dict]
ask : str
prompt
rsp : Optional[Message]
skill
|parse_arguments(skill_name, txt): dict
run(with_message): Message
}>, shape="record", style="solid"];', + "metagpt.actions.skill_action.ArgumentsParingAction", + "ArgumentsParingAction|args : Optional[Dict]\nask : str\nprompt\nrsp : Optional[Message]\nskill\n|parse_arguments(skill_name, txt): dict\nrun(with_message): Message\n", + ), + ( + '"metagpt.strategy.base.BaseEvaluator" [color="black", fontcolor="black", label=<{BaseEvaluator|
|status_verify()
}>, shape="record", style="solid"];', + "metagpt.strategy.base.BaseEvaluator", + "BaseEvaluator|\n|status_verify()\n", + ), + ( + '"metagpt.configs.browser_config.BrowserConfig" [color="black", fontcolor="black", label=<{BrowserConfig|browser : Literal[\'chrome\', \'firefox\', \'edge\', \'ie\']
driver : Literal[\'chromium\', \'firefox\', \'webkit\']
engine
path : str
|}>, shape="record", style="solid"];', + "metagpt.configs.browser_config.BrowserConfig", + "BrowserConfig|browser : Literal['chrome', 'firefox', 'edge', 'ie']\ndriver : Literal['chromium', 'firefox', 'webkit']\nengine\npath : str\n|", + ), + ( + '"metagpt.tools.search_engine_serpapi.SerpAPIWrapper" [color="black", fontcolor="black", label=<{SerpAPIWrapper|aiosession : Optional[aiohttp.ClientSession]
model_config
params : dict
search_engine : Optional[Any]
serpapi_api_key : Optional[str]
|check_serpapi_api_key(val: str)
get_params(query: str): Dict[str, str]
results(query: str, max_results: int): dict
run(query, max_results: int, as_string: bool): str
}>, shape="record", style="solid"];', + "metagpt.tools.search_engine_serpapi.SerpAPIWrapper", + "SerpAPIWrapper|aiosession : Optional[aiohttp.ClientSession]\nmodel_config\nparams : dict\nsearch_engine : Optional[Any]\nserpapi_api_key : Optional[str]\n|check_serpapi_api_key(val: str)\nget_params(query: str): Dict[str, str]\nresults(query: str, max_results: int): dict\nrun(query, max_results: int, as_string: bool): str\n", + ), + ], +) +def test_split_class_line(line, package_name, info): + p, i = RepoParser._split_class_line(line) + assert p == package_name + assert i == info + + +@pytest.mark.parametrize( + ("v", "name", "args", "return_args"), + [ + ( + "arequest(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]", + "arequest", + [ + DotClassAttribute(name="method", description="method"), + DotClassAttribute(name="url", description="url"), + DotClassAttribute(name="params", description="params"), + DotClassAttribute(name="headers", description="headers"), + DotClassAttribute(name="files", description="files"), + DotClassAttribute(name="stream", type_="Literal[True]", description="stream: Literal[True]"), + DotClassAttribute(name="request_id", type_="Optional[str]", description="request_id: Optional[str]"), + DotClassAttribute( + name="request_timeout", + type_="Optional[Union[float,Tuple[float,float]]]", + description="request_timeout: Optional[Union[float, Tuple[float, float]]]", + ), + ], + DotReturn( + type_="Tuple[AsyncGenerator[OpenAIResponse,None],bool,str]", + compositions=["AsyncGenerator", "OpenAIResponse"], + description="Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]", + ), + ), + ( + "update(subject: str, predicate: str, object_: str)", + "update", + [ + DotClassAttribute(name="subject", type_="str", description="subject: str"), + DotClassAttribute(name="predicate", type_="str", description="predicate: str"), + DotClassAttribute(name="object_", type_="str", description="object_: str"), + ], + DotReturn(description=""), + ), + ], +) +def test_parse_method(v, name, args, return_args): + method = DotClassMethod.parse(v) + assert method.name == name + assert method.args == args + assert method.return_args == return_args + assert method.description == v + + json_data = method.model_dump_json() + v = DotClassMethod.model_validate_json(json_data) + assert v == method + + +if __name__ == "__main__": + pytest.main([__file__, "-s"]) From 67bf89996b3f4d455ae799f9a7007da1c34c511a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 26 Jan 2024 19:39:06 +0800 Subject: [PATCH 06/34] feat: +source -> use case -> sequence view --- metagpt/actions/rebuild_class_view.py | 15 +- metagpt/actions/rebuild_sequence_view.py | 421 ++++++++++++----------- metagpt/schema.py | 17 + metagpt/utils/graph_repository.py | 2 + tests/data/graph_db/networkx.json | 2 +- 5 files changed, 251 insertions(+), 206 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index b459cf869..4b10128fe 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -23,7 +23,7 @@ ) from metagpt.logs import logger from metagpt.repo_parser import DotClassInfo, RepoParser -from metagpt.schema import UMLClassAttribute, UMLClassMethod, UMLClassView +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 @@ -86,18 +86,7 @@ async def _create_mermaid_class(self, ns_class_name) -> str: if not rows: return "" dot_class_info = DotClassInfo.model_validate_json(rows[0].object_) - visibility = UMLClassView.name_to_visibility(dot_class_info.name) - class_view = UMLClassView(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) + class_view = UMLClassView.load_dot_class_info(dot_class_info) # update uml view await self.graph_db.insert(ns_class_name, GraphKeyword.HAS_CLASS_VIEW, class_view.model_dump_json()) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index d17af462a..978ce4a8a 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -8,24 +8,47 @@ """ from __future__ import annotations -import json import re from pathlib import Path -from typing import Dict, List, Optional +from typing import List, Optional from pydantic import BaseModel from tenacity import retry, stop_after_attempt, wait_random_exponential from metagpt.actions import Action from metagpt.config2 import config -from metagpt.const import AGGREGATION, GENERALIZATION, GRAPH_REPO_FILE_REPO +from metagpt.const import GRAPH_REPO_FILE_REPO from metagpt.logs import logger -from metagpt.schema import ClassView -from metagpt.utils.common import aread, general_after_log, list_files, split_namespace +from metagpt.repo_parser import CodeBlockInfo, DotClassInfo +from metagpt.schema import UMLClassView +from metagpt.utils.common import ( + aread, + 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 SPO, GraphKeyword, GraphRepository +class SQVUseCase(BaseModel): + description: str + inputs: List[str] + outputs: List[str] + actors: List[str] + steps: List[str] + reason: str + + +class SQVUseCaseDetails(BaseModel): + description: str + use_cases: List[SQVUseCase] + relationship: List[str] + + class RebuildSequenceView(Action): graph_db: Optional[GraphRepository] = None @@ -34,7 +57,9 @@ async def run(self, with_messages=None, format=config.prompt_schema): self.graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json"))) entries = await self._search_main_entry() for entry in entries: - await self._rebuild_sequence_view(entry) + await self._rebuild_main_sequence_view(entry) + while await self._merge_sequence_view(entry): + pass await self.graph_db.save() async def _search_main_entry(self) -> List: @@ -46,173 +71,163 @@ async def _search_main_entry(self) -> List: entries.append(r) return entries - async def _rebuild_sequence_view(self, entry): - filename = entry.subject.split(":", 1)[0] - src_filename = RebuildSequenceView._get_full_filename(root=self.i_context, pathname=filename) - if not src_filename: - return - 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." - sequence_view = await self.llm.aask( - msg=content, system_msgs=["You are a python code to Mermaid Sequence Diagram translator in function detail"] - ) - await self.graph_db.insert(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view) - logger.info(sequence_view) - - merged_class_views = set() - while True: - participants = RebuildSequenceView.parse_participant(sequence_view) - class_views, class_compositions = await self._get_class_views(participants) - for compositions in class_compositions.values(): - for c in compositions: - ns, _ = split_namespace(c.object_) - if ns == "?": - continue - await self._parse_class_description(c.object_) - diff = set() - for cv in class_views: - if cv.subject in merged_class_views: - continue - await self._parse_class_description(cv.subject) - sequence_view = await self._merge_sequence_view( - sequence_view, cv.subject, class_compositions.get(cv.subject, []) - ) - diff.add(cv.subject) - merged_class_views.add(cv.subject) - - await self.graph_db.delete(subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW) - await self.graph_db.insert( - subject=filename, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view - ) - logger.info(sequence_view) - if diff: - continue - break - - @retry( - wait=wait_random_exponential(min=1, max=20), - stop=stop_after_attempt(6), - after=general_after_log(logger), - ) - async def _parse_class_description(self, ns_class_name: str): - rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) + async def _rebuild_use_case(self, ns_class_name): + rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE) if rows: return - me_class_views = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) - if not me_class_views: - # Loss of necessary information to create the description. - await self.graph_db.insert(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW, object_="") + + 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) - # prepare base-class description - rows = await self.graph_db.select( - subject=ns_class_name, predicate=GraphKeyword.IS + GENERALIZATION + GraphKeyword.OF - ) - ns_base_class_names = [r.object_ for r in rows] - ns_base_class_views = {} - ns_base_class_descs = {} - for name in ns_base_class_names: - class_views = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_VIEW) - if rows: - ns_base_class_views[name] = class_views - descs = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_DESC) - if not descs: - # Haven't been parsed before. - await self._parse_class_description(ns_class_name=name) - descs = await self.graph_db.select(subject=name, predicate=GraphKeyword.HAS_CLASS_DESC) - ns_base_class_descs[name] = descs - - # parse class description - prompt = "```mermaid\nclassDiagram\n" - # - add base-class description - for ns_name in ns_base_class_names: - descs = ns_base_class_descs.get(ns_name, []) - for r in descs: - notes = self._desc_to_note(r.object_) - ns, name = split_namespace(r.subject) - for n in notes: - prompt += f'\n\tnote for {name} "{n}"' - views = ns_base_class_views.get(ns_name, []) - for r in views: - cv = ClassView.model_validate_json(r.object_) - prompt += "\n" + cv.get_mermaid(align=1) - # - add relationship - _, me = split_namespace(ns_class_name) - for ns_name in ns_base_class_names: - ns, base = split_namespace(ns_name) - prompt += f"\n\t{base} <|-- {me}" - # - add me - cv = ClassView.model_validate_json(me_class_views[0].object_) - prompt += "\n" + cv.get_mermaid(align=1) - prompt += "\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 tool capable of translating class views into a textual description of their functionalities and goals.", - f'Please return a Markdown JSON format with a "description" key containing a concise textual description of the `{me}` class functionalities, a "goal" key containing a concise textual description of the problem the `{me}` class aims to solve, and a "reason" key explaining why.', + "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".', + #'Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases.', + "Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases, steps that do not meet any one condition should be incorporated into other use cases.", + '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 the descriptions of relationship among these use cases.\n', ], ) - class _JsonCodeBlock(BaseModel): - description: str - goal: str - reason: Optional[str] = None + code_blocks = parse_json_code_block(rsp) + for block in code_blocks: + detail = SQVUseCaseDetails.model_validate_json(block) + await self.graph_db.insert( + subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE, object_=detail.model_dump_json() + ) + + async def _rebuild_main_sequence_view(self, entry): + 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 = set() + class_details = [] + class_views = [] + for c in classes: + detail = await self._get_class_detail(c.subject) + if not detail: + continue + class_details.append(detail) + participants.update(set(detail.compositions)) + participants.update(set(detail.aggregations)) + view = await self._get_uml_class_view(c.subject) + if view: + class_views.append(view) + + use_case_blocks = [] + for c in classes: + use_cases = await self._get_class_use_cases(c.subject) + use_case_blocks.extend(use_cases) + prompt_blocks = ["\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) + + sequence_view = await self.llm.aask( + msg=prompt, system_msgs=["You are a python code to Mermaid Sequence Diagram translator in function detail"] + ) + await self.graph_db.insert( + subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view + ) + for c in classes: + await self.graph_db.insert(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=c.subject) + return sequence_view + + async def _get_class_use_cases(self, ns_class_name) -> List[str]: + rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE) + use_cases = [] + for r in rows: + detail = SQVUseCaseDetails.model_validate_json(r.object_) + for i in detail.use_cases: + md = f"## Use Cases: {i.description}\n" + md += "### Inputs:\n" + "".join([f"- {i}\n" for i in i.inputs]) + md += "### Outputs:\n" + "".join([f"- {i}\n" for i in i.outputs]) + md += "### Actors:\n" + "".join([f"- {i}\n" for i in i.actors]) + md += "### Steps:\n" + "".join([f"- {i}\n" for i in i.steps]) + use_cases.append(md) + return use_cases + + async def _get_class_detail(self, ns_class_name) -> DotClassInfo | None: + 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 - code_block = rsp.removeprefix("```json\n").removesuffix("```") - data = _JsonCodeBlock.model_validate_json(code_block) - data.reason = None - functionality = data.model_dump_json(exclude_none=True) - await self.graph_db.insert(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC, object_=functionality) + async def _get_uml_class_view(self, ns_class_name) -> UMLClassView | None: + 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: + 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 + ) @retry( wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _merge_sequence_view(self, sequence_view, ns_class_name, compositions) -> str: - class_view_part = "```mermaid\n" - # add class - class_view_part += await self._class_view_to_mermaid(ns_class_name) - # add aggregation relationship - _, me = split_namespace(ns_class_name) - rows = await self.graph_db.select( - subject=ns_class_name, predicate=GraphKeyword.IS + AGGREGATION + GraphKeyword.OF - ) - aggregation = [r.object_ for r in rows] - for ns_aggr_name in aggregation: - _, name = split_namespace(ns_aggr_name) - class_view_part += f"\n\t{me} *-- {name}" - class_view_part += await self._class_view_to_mermaid(ns_aggr_name) - # add composition relationship - for c in compositions: - _, name = split_namespace(c.object_) - class_view_part += f"\n\t{me} *-- {name}" - class_view_part += await self._class_view_to_mermaid(c.object_) - - class_view_part += "\n```" - - contents = [ - f"## Mermaid Class View\n{class_view_part}\n", - f"## Mermaid Sequence View\n{sequence_view}", - ] - prompt = "\n---\n".join(contents) - rsp = await self.llm.aask( - msg=prompt, - system_msgs=[ - "You are a tool to merge Mermaid class view information into the Mermaid sequence view.", - 'Append as much information as possible from the "Mermaid Class View" to the sequence diagram.', - 'Return a markdown JSON format with a "sequence_diagram" key containing the merged Mermaid sequence view, a "reason" key explaining in detail what information have been merged and why.', - ], - ) - - class _JsonCodeBlock(BaseModel): - sequence_diagram: str - reason: str + async def _merge_sequence_view(self, entry) -> bool: + new_participant = await self._search_new_participant(entry) + if not new_participant: + return False - code_block = rsp.removeprefix("```json\n").removesuffix("```") - data = _JsonCodeBlock.model_validate_json(code_block) - return data.sequence_diagram + await self._merge_participant(entry, new_participant) + return True @staticmethod def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: @@ -225,48 +240,70 @@ def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: @staticmethod def parse_participant(mermaid_sequence_diagram: str) -> List[str]: - pattern = r"participant (\w+)" + pattern = r"participant ([a-zA-Z\.0-9_]+)" matches = re.findall(pattern, mermaid_sequence_diagram) return matches - async def _get_class_views(self, class_names) -> (List[SPO], Dict[str, List[SPO]]): - rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) + async def _search_new_participant(self, entry: SPO) -> str | None: + 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_) + merged_participants.append(name) + participants = self.parse_participant(sequence_view) + for p in participants: + if p in merged_participants: + continue + return p + return None - ns_class_names = {} + async def _merge_participant(self, entry: SPO, class_name: str): + rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) + participants = [] for r in rows: - ns, class_name = split_namespace(r.subject) - if class_name in class_names: - ns_class_names[r.subject] = class_name + _, name = split_namespace(r.subject) + if name == class_name: + participants.append(name) + if len(participants) == 0: + 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_=r.object_ + ) + return - class_views = [] - class_compositions = {} - for ns_name in ns_class_names.keys(): - views = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.HAS_CLASS_VIEW) - if not views: - continue - class_views += views - compositions = await self.graph_db.select(subject=ns_name, predicate=GraphKeyword.IS_COMPOSITE_OF) - class_compositions[ns_name] = compositions - return class_views, class_compositions + participant = participants[0] + await self._rebuild_use_case(participant.subject) - @staticmethod - def _desc_to_note(json_str) -> List[str]: - if not json_str: - return [] - m = json.loads(json_str) - return [s.replace('"', '\\"').replace("\n", "\\n") for s in m.values()] - - async def _class_view_to_mermaid(self, ns_class_name) -> str: - class_view_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_VIEW) - if not class_view_rows: - return "" - result = ClassView.model_validate_json(class_view_rows[0].object_).get_mermaid() if class_view_rows else "" - _, name = split_namespace(ns_class_name) - class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) - if not class_desc_rows: - # Haven't been parsed before. - await self._parse_class_description(ns_class_name=ns_class_name) - class_desc_rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_DESC) - for r in self._desc_to_note(class_desc_rows[0].object_): - result += f'\n\tnote for {name} "{r}"' - return result + participants = set() + detail = await self._get_class_detail(participant.subject) + if not detail: + return + participants.update(set(detail.compositions)) + participants.update(set(detail.aggregations)) + view = await self._get_uml_class_view(participant.subject) + use_cases = await self._get_class_use_cases(participant.subject) + prompt_blocks = ["\n".join(use_cases)] + block = "## Participants\n" + for p in participants: + block += f"- {p}\n" + prompt_blocks.append(block) + block = "## Mermaid Class Views\n```mermaid\n" + block += view.get_mermaid() + block += "\n```\n" + prompt_blocks.append(block) + block = "## Source Code\n```python\n" + block += await self._get_source_code(participant.subject) + block += "\n```\n" + prompt_blocks.append(block) + prompt = "\n---\n".join(prompt_blocks) + + self.llm.aask(prompt, system_msgs=["You are a tool to cooperator"]) diff --git a/metagpt/schema.py b/metagpt/schema.py index 7abad2ba4..05a76cc26 100644 --- a/metagpt/schema.py +++ b/metagpt/schema.py @@ -45,6 +45,7 @@ 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 ( @@ -538,3 +539,19 @@ def get_mermaid(self, align=1) -> str: 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) + return class_view diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index c0a240c0d..14bdd55a6 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -37,8 +37,10 @@ class GraphKeyword: HAS_PAGE_INFO = "has_page_info" HAS_CLASS_VIEW = "has_class_view" HAS_SEQUENCE_VIEW = "has_sequence_view" + 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): diff --git a/tests/data/graph_db/networkx.json b/tests/data/graph_db/networkx.json index 2896554a6..f572c3154 100644 --- a/tests/data/graph_db/networkx.json +++ b/tests/data/graph_db/networkx.json @@ -1 +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\",\"compositions\":[]},\"base_url\":{\"name\":\"base_url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"base_url : NoneType\",\"compositions\":[]},\"organization\":{\"name\":\"organization\",\"type_\":\"\",\"default_\":\"\",\"description\":\"organization : NoneType\",\"compositions\":[]}},\"methods\":{\"arequest\":{\"name\":\"arequest\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"params\",\"type_\":\"\",\"default_\":\"\",\"description\":\"params\",\"compositions\":[]},{\"name\":\"headers\",\"type_\":\"\",\"default_\":\"\",\"description\":\"headers\",\"compositions\":[]},{\"name\":\"files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"files\",\"compositions\":[]},{\"name\":\"stream\",\"type_\":\"Literal[True]\",\"default_\":\"\",\"description\":\"stream: Literal[True]\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: Optional[str]\",\"compositions\":[]},{\"name\":\"request_timeout\",\"type_\":\"Optional[Union[float,Tuple[float,float]]]\",\"default_\":\"\",\"description\":\"request_timeout: Optional[Union[float, Tuple[float, float]]]\",\"compositions\":[]}],\"return_args\":{\"type_\":\"Tuple[AsyncGenerator[OpenAIResponse,None],bool,str]\",\"description\":\"Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"compositions\":[\"AsyncGenerator\",\"OpenAIResponse\"]},\"description\":\"arequest(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"aggregations\":[\"OpenAIResponse\",\"AsyncGenerator\"]},\"arequest_raw\":{\"name\":\"arequest_raw\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"session\",\"type_\":\"\",\"default_\":\"\",\"description\":\"session\",\"compositions\":[]}],\"return_args\":{\"type_\":\"aiohttp.ClientResponse\",\"description\":\"aiohttp.ClientResponse\",\"compositions\":[\"aiohttp.ClientResponse\"]},\"description\":\"arequest_raw(method, url, session): aiohttp.ClientResponse\",\"aggregations\":[\"aiohttp.ClientResponse\"]},\"request\":{\"name\":\"request\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"params\",\"type_\":\"\",\"default_\":\"\",\"description\":\"params\",\"compositions\":[]},{\"name\":\"headers\",\"type_\":\"\",\"default_\":\"\",\"description\":\"headers\",\"compositions\":[]},{\"name\":\"files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"files\",\"compositions\":[]},{\"name\":\"stream\",\"type_\":\"Literal[True]\",\"default_\":\"\",\"description\":\"stream: Literal[True]\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: Optional[str]\",\"compositions\":[]},{\"name\":\"request_timeout\",\"type_\":\"Optional[Union[float,Tuple[float,float]]]\",\"default_\":\"\",\"description\":\"request_timeout: Optional[Union[float, Tuple[float, float]]]\",\"compositions\":[]}],\"return_args\":{\"type_\":\"Tuple[Iterator[OpenAIResponse],bool,str]\",\"description\":\"Tuple[Iterator[OpenAIResponse], bool, str]\",\"compositions\":[\"OpenAIResponse\"]},\"description\":\"request(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[Iterator[OpenAIResponse], bool, str]\",\"aggregations\":[\"OpenAIResponse\"]},\"request_headers\":{\"name\":\"request_headers\",\"args\":[{\"name\":\"method\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"method: str\",\"compositions\":[]},{\"name\":\"extra\",\"type_\":\"\",\"default_\":\"\",\"description\":\"extra\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: Optional[str]\",\"compositions\":[]}],\"return_args\":{\"type_\":\"Dict[str,str]\",\"description\":\"Dict[str, str]\",\"compositions\":[]},\"description\":\"request_headers(method: str, extra, request_id: Optional[str]): Dict[str, str]\",\"aggregations\":[]},\"request_raw\":{\"name\":\"request_raw\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]}],\"return_args\":{\"type_\":\"requests.Response\",\"description\":\"requests.Response\",\"compositions\":[\"requests.Response\"]},\"description\":\"request_raw(method, url): requests.Response\",\"aggregations\":[\"requests.Response\"]}},\"compositions\":[\"AZURE_AD\",\"OPEN_AI\"],\"aggregations\":[\"OpenAIResponse\",\"AsyncGenerator\",\"aiohttp.ClientResponse\",\"requests.Response\"]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_key"}, {"id": "class_property"}, {"id": "{\"name\":\"api_key\",\"type_\":\"\",\"default_\":\"\",\"description\":\"api_key : NoneType\",\"compositions\":[]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_type"}, {"id": "{\"name\":\"api_type\",\"type_\":\"AZURE_AD,OPEN_AI\",\"default_\":\"\",\"description\":\"api_type : AZURE_AD, OPEN_AI\",\"compositions\":[\"AZURE_AD\",\"OPEN_AI\"]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:api_version"}, {"id": "{\"name\":\"api_version\",\"type_\":\"\",\"default_\":\"\",\"description\":\"api_version\",\"compositions\":[]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:base_url"}, {"id": "{\"name\":\"base_url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"base_url : NoneType\",\"compositions\":[]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:organization"}, {"id": "{\"name\":\"organization\",\"type_\":\"\",\"default_\":\"\",\"description\":\"organization : NoneType\",\"compositions\":[]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:arequest"}, {"id": "class_method"}, {"id": "{\"name\":\"arequest\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"params\",\"type_\":\"\",\"default_\":\"\",\"description\":\"params\",\"compositions\":[]},{\"name\":\"headers\",\"type_\":\"\",\"default_\":\"\",\"description\":\"headers\",\"compositions\":[]},{\"name\":\"files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"files\",\"compositions\":[]},{\"name\":\"stream\",\"type_\":\"Literal[True]\",\"default_\":\"\",\"description\":\"stream: Literal[True]\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: Optional[str]\",\"compositions\":[]},{\"name\":\"request_timeout\",\"type_\":\"Optional[Union[float,Tuple[float,float]]]\",\"default_\":\"\",\"description\":\"request_timeout: Optional[Union[float, Tuple[float, float]]]\",\"compositions\":[]}],\"return_args\":{\"type_\":\"Tuple[AsyncGenerator[OpenAIResponse,None],bool,str]\",\"description\":\"Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"compositions\":[\"AsyncGenerator\",\"OpenAIResponse\"]},\"description\":\"arequest(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"aggregations\":[\"OpenAIResponse\",\"AsyncGenerator\"]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:arequest_raw"}, {"id": "{\"name\":\"arequest_raw\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"session\",\"type_\":\"\",\"default_\":\"\",\"description\":\"session\",\"compositions\":[]}],\"return_args\":{\"type_\":\"aiohttp.ClientResponse\",\"description\":\"aiohttp.ClientResponse\",\"compositions\":[\"aiohttp.ClientResponse\"]},\"description\":\"arequest_raw(method, url, session): aiohttp.ClientResponse\",\"aggregations\":[\"aiohttp.ClientResponse\"]}"}, {"id": "metagpt/provider/general_api_base.py:APIRequestor:request"}, {"id": 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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:_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: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.summarize_code"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"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.const"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"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\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"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\":40,\"end_lineno\":40,\"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\":42,\"end_lineno\":49,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":52,\"end_lineno\":302,\"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": "{\"lineno\":22,\"end_lineno\":22,\"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\":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\":179,\"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.context"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"CONTEXT\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['CONTEXT']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":33,\"end_lineno\":35,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":38,\"end_lineno\":140,\"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": 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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"}, {"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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Following the think-act principle, solidify the task parameters when creating the\\n WriteTest object, rather than passing them in when calling the run function.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_test.py:module:typing"}, {"id": "metagpt/actions/write_test.py:names:['Optional']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/write_test.py:names:['Action']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.const"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"TEST_CODES_FILE_REPO\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['TEST_CODES_FILE_REPO']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.logs"}, {"id": "metagpt/actions/write_test.py:names:['logger']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.schema"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"TestingContext\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['Document', 'TestingContext']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['CodeParser']"}, {"id": "{\"lineno\":19,\"end_lineno\":37,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":40,\"end_lineno\":70,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTest\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/debug_error.py: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. 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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": "{\"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.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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{"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/actions/action.py:names:['BaseModel', 'ConfigDict', 'Field', 'model_validator']"}, {"id": "metagpt/actions/action.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/action.py:names:['ActionNode']"}, {"id": "metagpt/actions/action.py:module:metagpt.context_mixin"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context_mixin\",\"names\":[\"ContextMixin\"]}}"}, {"id": "metagpt/actions/action.py:names:['ContextMixin']"}, {"id": "metagpt/actions/action.py:module:metagpt.schema"}, {"id": 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"{\"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. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:__future__"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['annotations']"}, {"id": "metagpt/actions/write_prd.py:json"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:pathlib"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['Path']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.actions"}, {"id": 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"{\"lineno\":22,\"end_lineno\":27,\"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.const"}, {"id": "{\"lineno\":28,\"end_lineno\":32,\"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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{"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": 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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:TEMPLATE_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. 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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": "{\"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\"]}}"}, {"id": "metagpt/actions/project_management.py:names:['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\":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. 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. 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\"],\"properties\":{}}"}, {"id": "metagpt/actions/action_node.py:json"}, {"id": "metagpt/actions/action_node.py:module:enum"}, {"id": "metagpt/actions/action_node.py:names:['Enum']"}, {"id": "metagpt/actions/action_node.py:module:typing"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Dict\",\"List\",\"Optional\",\"Tuple\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/actions/action_node.py:names:['Any', 'Dict', 'List', 'Optional', 'Tuple', 'Type', 'Union']"}, {"id": "metagpt/actions/action_node.py:module:pydantic"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"create_model\",\"model_validator\"]}}"}, {"id": 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: 2023/5/11 19:31\\n@Author : alexanderwu\\n@File : design_api_review.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/design_api_review.py:module:typing"}, {"id": "metagpt/actions/design_api_review.py:names:['Optional']"}, {"id": "metagpt/actions/design_api_review.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/design_api_review.py:names:['Action']"}, {"id": "{\"lineno\":14,\"end_lineno\":26,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"DesignReview\"],\"properties\":{}}"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_check_file_type"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_unzip"}, {"id": "metagpt/actions/invoice_ocr.py:InvoiceOCR:_ocr"}, {"id": "metagpt/actions/invoice_ocr.py:ast.Constant:\n@Time : 2023/9/21 18:10:20\n@Author : Stitch-z\n@File : invoice_ocr.py\n@Describe : Actions of the invoice ocr assistant.\n"}, {"id": "{\"lineno\":4,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/21 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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. 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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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:_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: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.summarize_code"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"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.const"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"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\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"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\":40,\"end_lineno\":40,\"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\":42,\"end_lineno\":49,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":52,\"end_lineno\":302,\"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": "{\"lineno\":22,\"end_lineno\":22,\"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\":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\":179,\"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.context"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"CONTEXT\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['CONTEXT']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":33,\"end_lineno\":35,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":38,\"end_lineno\":140,\"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": "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: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\":[\"Any\",\"Iterable\",\"Optional\",\"Set\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/roles/role.py:names:['Any', 'Iterable', 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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\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code.py:json"}, {"id": "metagpt/actions/write_code.py:module:pydantic"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/actions/write_code.py:names:['Field']"}, {"id": "metagpt/actions/write_code.py:module:tenacity"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"tenacity\",\"names\":[\"retry\",\"stop_after_attempt\",\"wait_random_exponential\"]}}"}, {"id": "metagpt/actions/write_code.py:names:['retry', 'stop_after_attempt', 'wait_random_exponential']"}, {"id": "metagpt/actions/write_code.py:module:metagpt.actions.action"}, {"id": 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Archive the summarization content of issue discovery for use in WriteCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Author : alexanderwu\\n@File : summarize_code.py\\n@Modified By: mashenquan, 2023/12/5. Archive the summarization content of issue discovery for use in WriteCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/summarize_code.py:module:pathlib"}, {"id": "metagpt/actions/summarize_code.py:names:['Path']"}, {"id": "metagpt/actions/summarize_code.py:module:pydantic"}, {"id": "metagpt/actions/summarize_code.py:names:['Field']"}, {"id": "metagpt/actions/summarize_code.py:module:tenacity"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"tenacity\",\"names\":[\"retry\",\"stop_after_attempt\",\"wait_random_exponential\"]}}"}, {"id": "metagpt/actions/summarize_code.py:names:['retry', 'stop_after_attempt', 'wait_random_exponential']"}, {"id": "metagpt/actions/summarize_code.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": 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"metagpt/actions/research.py:WebBrowseAndSummarize:__init__"}, {"id": "metagpt/actions/research.py:ConductResearch:__init__"}, {"id": "metagpt/actions/research.py:get_research_system_text"}, {"id": "metagpt/actions/research.py:LANG_PROMPT"}, {"id": "metagpt/actions/research.py:RESEARCH_BASE_SYSTEM"}, {"id": "metagpt/actions/research.py:RESEARCH_TOPIC_SYSTEM"}, {"id": "metagpt/actions/research.py:SEARCH_TOPIC_PROMPT"}, {"id": "metagpt/actions/research.py:SUMMARIZE_SEARCH_PROMPT"}, {"id": "metagpt/actions/research.py:COLLECT_AND_RANKURLS_PROMPT"}, {"id": "metagpt/actions/research.py:WEB_BROWSE_AND_SUMMARIZE_PROMPT"}, {"id": "metagpt/actions/research.py:CONDUCT_RESEARCH_PROMPT"}, {"id": "metagpt/actions/research.py:module:__future__"}, {"id": "metagpt/actions/research.py:names:['annotations']"}, {"id": "metagpt/actions/research.py:asyncio"}, {"id": "metagpt/actions/research.py:module:typing"}, {"id": 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Following the think-act principle, solidify the task parameters when creating the\\n WriteTest object, rather than passing them in when calling the run function.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_test.py:module:typing"}, {"id": "metagpt/actions/write_test.py:names:['Optional']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/write_test.py:names:['Action']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.const"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"TEST_CODES_FILE_REPO\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['TEST_CODES_FILE_REPO']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.logs"}, {"id": "metagpt/actions/write_test.py:names:['logger']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.schema"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"TestingContext\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['Document', 'TestingContext']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['CodeParser']"}, {"id": "{\"lineno\":19,\"end_lineno\":37,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":40,\"end_lineno\":70,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTest\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/debug_error.py: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"}, {"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.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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{"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/actions/action.py:names:['BaseModel', 'ConfigDict', 'Field', 'model_validator']"}, {"id": "metagpt/actions/action.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/action.py:names:['ActionNode']"}, {"id": "metagpt/actions/action.py:module:metagpt.context_mixin"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context_mixin\",\"names\":[\"ContextMixin\"]}}"}, {"id": "metagpt/actions/action.py:names:['ContextMixin']"}, {"id": "metagpt/actions/action.py:module:metagpt.schema"}, {"id": 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"{\"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. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:__future__"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['annotations']"}, {"id": "metagpt/actions/write_prd.py:json"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:pathlib"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['Path']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.actions"}, {"id": 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"{\"lineno\":22,\"end_lineno\":27,\"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.const"}, {"id": "{\"lineno\":28,\"end_lineno\":32,\"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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{"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": 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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. 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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. 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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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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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"{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['ABC']", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:typing", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['List']", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:anytree", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['Node', 'RenderTree']", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:pydantic", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['BaseModel']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}]} \ No newline at end of file From 1b9ce4abca06b7819ece541f02d135dfa52028c7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 26 Jan 2024 20:23:24 +0800 Subject: [PATCH 07/34] feat: +sequence merge --- metagpt/actions/rebuild_sequence_view.py | 6 +++++- metagpt/repo_parser.py | 2 +- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 978ce4a8a..08fff81b9 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -267,7 +267,7 @@ async def _merge_participant(self, entry: SPO, class_name: str): for r in rows: _, name = split_namespace(r.subject) if name == class_name: - participants.append(name) + participants.append(r) if len(participants) == 0: await self.graph_db.insert( subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=concat_namespace("?", class_name) @@ -304,6 +304,10 @@ async def _merge_participant(self, entry: SPO, class_name: str): block += await self._get_source_code(participant.subject) block += "\n```\n" prompt_blocks.append(block) + block = "## Legacy Sequence View\n" + rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW) + block += rows[0].object_ + prompt_blocks.append(block) prompt = "\n---\n".join(prompt_blocks) self.llm.aask(prompt, system_msgs=["You are a tool to cooperator"]) diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index e27b4bb70..c11627595 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -121,7 +121,7 @@ def parse_compositions(types_part) -> List[str]: } result = set() for t in types: - t = t.strip() + t = re.sub(r"['\"]", "", t.strip()) if t and t not in filters: result.add(t) return list(result) From 3a2f162fdd58932761a86619e5aedca445999bb2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Sat, 27 Jan 2024 17:07:35 +0800 Subject: [PATCH 08/34] feat: rebuild sequence view pass --- metagpt/actions/rebuild_sequence_view.py | 261 ++++++++++++++--------- 1 file changed, 164 insertions(+), 97 deletions(-) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 08fff81b9..22af470e7 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -62,6 +62,77 @@ async def run(self, with_messages=None, format=config.prompt_schema): 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): + 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 = set() + 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.extend(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.", + ], + ) + sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") + await self.graph_db.insert( + subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view + ) + for c in classes: + await self.graph_db.insert(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=c.subject) + + async def _merge_sequence_view(self, entry) -> bool: + 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: rows = await self.graph_db.select(predicate=GraphKeyword.HAS_PAGE_INFO) tag = "__name__:__main__" @@ -71,6 +142,11 @@ async def _search_main_entry(self) -> List: entries.append(r) return entries + @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): rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE) if rows: @@ -106,13 +182,13 @@ async def _rebuild_use_case(self, ns_class_name): "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".', - #'Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases.', - "Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases, steps that do not meet any one condition should be incorporated into other use cases.", + # 'Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases.', + # "Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases, steps that do not meet any one condition should be incorporated into other use cases.", '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 the descriptions of relationship among these use cases.\n', + '- a "relationship" key lists all the descriptions of relationship among these use cases.\n', ], ) @@ -123,71 +199,75 @@ async def _rebuild_use_case(self, ns_class_name): subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE, object_=detail.model_dump_json() ) - async def _rebuild_main_sequence_view(self, entry): - 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 = set() - class_details = [] - class_views = [] - for c in classes: - detail = await self._get_class_detail(c.subject) - if not detail: - continue - class_details.append(detail) - participants.update(set(detail.compositions)) - participants.update(set(detail.aggregations)) - view = await self._get_uml_class_view(c.subject) - if view: - class_views.append(view) + @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): + await self._rebuild_use_case(ns_class_name) - use_case_blocks = [] - for c in classes: - use_cases = await self._get_class_use_cases(c.subject) - use_case_blocks.extend(use_cases) - prompt_blocks = ["\n".join(use_case_blocks)] - block = "## Participants\n" - for p in participants: - block += f"- {p}\n" - prompt_blocks.append(block) + 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 += "\n\n".join([c.get_mermaid() for c in class_views]) + block += view.get_mermaid() block += "\n```\n" - prompt_blocks.append(block) + prompts_blocks.append(block) + block = "## Source Code\n```python\n" - block += await self._get_source_code(filename) + block += await self._get_source_code(ns_class_name) block += "\n```\n" - prompt_blocks.append(block) - prompt = "\n---\n".join(prompt_blocks) + prompts_blocks.append(block) + prompt = "\n---\n".join(prompts_blocks) - sequence_view = await self.llm.aask( - msg=prompt, system_msgs=["You are a python code to Mermaid Sequence Diagram translator in function detail"] + 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.", + ], ) + + sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") await self.graph_db.insert( - subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view + subject=ns_class_name, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view ) - for c in classes: - await self.graph_db.insert(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=c.subject) - return sequence_view - async def _get_class_use_cases(self, ns_class_name) -> List[str]: + async def _get_participants(self, ns_class_name) -> List[str]: + 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: + block = "" rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE) - use_cases = [] - for r in rows: + for i, r in enumerate(rows): detail = SQVUseCaseDetails.model_validate_json(r.object_) - for i in detail.use_cases: - md = f"## Use Cases: {i.description}\n" - md += "### Inputs:\n" + "".join([f"- {i}\n" for i in i.inputs]) - md += "### Outputs:\n" + "".join([f"- {i}\n" for i in i.outputs]) - md += "### Actors:\n" + "".join([f"- {i}\n" for i in i.actors]) - md += "### Steps:\n" + "".join([f"- {i}\n" for i in i.steps]) - use_cases.append(md) - return use_cases + 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) -> DotClassInfo | None: rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_DETAIL) @@ -216,19 +296,6 @@ async def _get_source_code(self, ns_class_name) -> str: filename=filename, lineno=code_block_info.lineno, end_lineno=code_block_info.end_lineno ) - @retry( - wait=wait_random_exponential(min=1, max=20), - stop=stop_after_attempt(6), - after=general_after_log(logger), - ) - async def _merge_sequence_view(self, entry) -> bool: - new_participant = await self._search_new_participant(entry) - if not new_participant: - return False - - await self._merge_participant(entry, new_participant) - return True - @staticmethod def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: files = list_files(root=root) @@ -261,6 +328,11 @@ async def _search_new_participant(self, entry: SPO) -> str | None: 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): rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) participants = [] @@ -268,7 +340,7 @@ async def _merge_participant(self, entry: SPO, class_name: str): _, name = split_namespace(r.subject) if name == class_name: participants.append(r) - if len(participants) == 0: + if len(participants) == 0: # external participants await self.graph_db.insert( subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=concat_namespace("?", class_name) ) @@ -281,33 +353,28 @@ async def _merge_participant(self, entry: SPO, class_name: str): return participant = participants[0] - await self._rebuild_use_case(participant.subject) - - participants = set() - detail = await self._get_class_detail(participant.subject) - if not detail: + 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 - participants.update(set(detail.compositions)) - participants.update(set(detail.aggregations)) - view = await self._get_uml_class_view(participant.subject) - use_cases = await self._get_class_use_cases(participant.subject) - prompt_blocks = ["\n".join(use_cases)] - block = "## Participants\n" - for p in participants: - block += f"- {p}\n" - prompt_blocks.append(block) - block = "## Mermaid Class Views\n```mermaid\n" - block += view.get_mermaid() - block += "\n```\n" - prompt_blocks.append(block) - block = "## Source Code\n```python\n" - block += await self._get_source_code(participant.subject) - block += "\n```\n" - prompt_blocks.append(block) - block = "## Legacy Sequence View\n" rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW) - block += rows[0].object_ - prompt_blocks.append(block) - prompt = "\n---\n".join(prompt_blocks) + prompt = f"```mermaid\n{sequence_views[0].object_}\n```\n---\n```mermaid\n{rows[0].object_}\n```" - self.llm.aask(prompt, system_msgs=["You are a tool to cooperator"]) + 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.", + ], + ) + + sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") + 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_PARTICIPANT, object_=participant.subject + ) From 9bcaa67cc33108c0e995870253ac287b07d226bd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Sat, 27 Jan 2024 17:22:28 +0800 Subject: [PATCH 09/34] fixbug: unit test --- metagpt/utils/common.py | 4 ++-- tests/metagpt/utils/test_common.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index 509d355b6..d98e4522b 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -407,8 +407,8 @@ def concat_namespace(*args) -> str: return ":".join(str(value) for value in args) -def split_namespace(ns_class_name: str) -> List[str]: - return ns_class_name.split(":", maxsplit=1) +def split_namespace(ns_class_name: str, maxsplit=1) -> List[str]: + return ns_class_name.split(":", maxsplit=maxsplit) def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> typing.Callable[["RetryCallState"], None]: diff --git a/tests/metagpt/utils/test_common.py b/tests/metagpt/utils/test_common.py index 9b1fa878e..b365f424f 100644 --- a/tests/metagpt/utils/test_common.py +++ b/tests/metagpt/utils/test_common.py @@ -178,7 +178,7 @@ def test_concat_namespace(self): ], ) def test_split_namespace(self, val, want): - res = split_namespace(val) + res = split_namespace(val, maxsplit=-1) assert res == want def test_read_json_file(self): From c1552d7319a1e1adf311a0fb6cd96d7dbfaeac0a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Sat, 27 Jan 2024 17:30:07 +0800 Subject: [PATCH 10/34] fixbug: unit test --- tests/metagpt/utils/test_s3.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/tests/metagpt/utils/test_s3.py b/tests/metagpt/utils/test_s3.py index b26ebe94d..34c21612c 100644 --- a/tests/metagpt/utils/test_s3.py +++ b/tests/metagpt/utils/test_s3.py @@ -13,6 +13,7 @@ import pytest from metagpt.config2 import Config +from metagpt.configs.s3_config import S3Config from metagpt.utils.common import aread from metagpt.utils.s3 import S3 @@ -30,6 +31,14 @@ async def test_s3(mocker): mock_client.__aenter__.return_value = mock_client mock_client.__aexit__.return_value = None mocker.patch.object(aioboto3.Session, "client", return_value=mock_client) + mock_config = mocker.Mock() + mock_config.s3 = S3Config( + access_key="mock_access_key", + secret_key="mock_secret_key", + endpoint="http://mock.endpoint", + bucket="mock_bucket", + ) + mocker.patch.object(Config, "default", return_value=mock_config) # Prerequisites s3 = Config.default().s3 From 23fa79289529d8449a274a04755b9c4e6e2bef27 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Mon, 29 Jan 2024 23:13:54 +0800 Subject: [PATCH 11/34] fixbug: IndexableDocument.from_path error --- metagpt/document.py | 8 ++++++-- setup.py | 2 +- 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/metagpt/document.py b/metagpt/document.py index f4fa0a489..be80f0c71 100644 --- a/metagpt/document.py +++ b/metagpt/document.py @@ -20,6 +20,7 @@ from pydantic import BaseModel, ConfigDict, Field from tqdm import tqdm +from metagpt.logs import logger from metagpt.repo_parser import RepoParser @@ -130,9 +131,12 @@ def from_path(cls, data_path: Path, content_col="content", meta_col="metadata"): 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 diff --git a/setup.py b/setup.py index cc8112ba9..2b16e2cd1 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ def run(self): setup( name="metagpt", - version="0.6.6", + version="0.6.7", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", From bc5a509136bd372e4978f9f1529afe788c1d0ccf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Wed, 31 Jan 2024 16:34:06 +0800 Subject: [PATCH 12/34] fixbug: llm not answering the question feat: ver+ --- metagpt/actions/skill_action.py | 9 ++++---- metagpt/memory/brain_memory.py | 39 +++++++++++++++++++-------------- setup.py | 2 +- 3 files changed, 29 insertions(+), 21 deletions(-) diff --git a/metagpt/actions/skill_action.py b/metagpt/actions/skill_action.py index 301cebaab..5af2b3fc4 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 +47,10 @@ def prompt(self): 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."], + ) 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/memory/brain_memory.py b/metagpt/memory/brain_memory.py index ff29eaddb..384c4d3a9 100644 --- a/metagpt/memory/brain_memory.py +++ b/metagpt/memory/brain_memory.py @@ -201,11 +201,14 @@ async def _metagpt_is_related(**kwargs): @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".' + ], ) - 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 +226,16 @@ async def _metagpt_rewrite(sentence: str, **kwargs): @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.", + ], ) - 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 +300,14 @@ async def _get_summary(self, text: str, max_words=20, keep_language: bool = Fals """Generate text summary""" if len(text) < max_words: return text + system_msgs = [ + "You are a tool for summarizing and abstracting text.", + "Return the summarized text to less than 200 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) + logger.debug(f"{text}\nsummary rsp: {response}") return response @staticmethod diff --git a/setup.py b/setup.py index 2b16e2cd1..235c18f53 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ def run(self): setup( name="metagpt", - version="0.6.7", + version="0.6.8", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", From 2689cbccc4c078debca456853cfca25c224b08e5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Wed, 31 Jan 2024 17:48:05 +0800 Subject: [PATCH 13/34] fixbug: max_words --- metagpt/memory/brain_memory.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/memory/brain_memory.py b/metagpt/memory/brain_memory.py index 384c4d3a9..56b13c875 100644 --- a/metagpt/memory/brain_memory.py +++ b/metagpt/memory/brain_memory.py @@ -302,7 +302,7 @@ async def _get_summary(self, text: str, max_words=20, keep_language: bool = Fals return text system_msgs = [ "You are a tool for summarizing and abstracting text.", - "Return the summarized text to less than 200 words.", + f"Return the summarized text to less than {max_words} words.", ] if keep_language: system_msgs.append("The generated summary should be in the same language as the original text.") From fb7518c12bd71ed0c442e3ec0c0c592904dcb9dc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Wed, 31 Jan 2024 23:40:04 +0800 Subject: [PATCH 14/34] feat: +visual graph repo --- metagpt/actions/rebuild_sequence_view.py | 38 +++++- metagpt/const.py | 1 + metagpt/repo_parser.py | 6 +- metagpt/utils/common.py | 25 ++++ metagpt/utils/di_graph_repository.py | 4 + metagpt/utils/graph_repository.py | 3 +- metagpt/utils/project_repo.py | 3 + metagpt/utils/visual_graph_repo.py | 110 ++++++++++++++++++ tests/data/graph_db/networkx.class_view.json | 1 + tests/data/graph_db/networkx.json | 1 - .../data/graph_db/networkx.sequence_view.json | 1 + .../actions/test_rebuild_sequence_view.py | 16 +-- tests/metagpt/utils/test_visual_graph_repo.py | 26 +++++ 13 files changed, 217 insertions(+), 18 deletions(-) create mode 100644 metagpt/utils/visual_graph_repo.py create mode 100644 tests/data/graph_db/networkx.class_view.json delete mode 100644 tests/data/graph_db/networkx.json create mode 100644 tests/data/graph_db/networkx.sequence_view.json create mode 100644 tests/metagpt/utils/test_visual_graph_repo.py diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 22af470e7..6650ee457 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -9,6 +9,7 @@ from __future__ import annotations import re +from datetime import datetime from pathlib import Path from typing import List, Optional @@ -22,7 +23,9 @@ 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, @@ -119,11 +122,22 @@ async def _rebuild_main_sequence_view(self, entry): ], ) 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)), + ) for c in classes: - await self.graph_db.insert(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=c.subject) + await self.graph_db.insert( + subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(c.subject) + ) + await self.graph_db.save() async def _merge_sequence_view(self, entry) -> bool: new_participant = await self._search_new_participant(entry) @@ -198,6 +212,7 @@ async def _rebuild_use_case(self, ns_class_name): await self.graph_db.insert( subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE, object_=detail.model_dump_json() ) + await self.graph_db.save() @retry( wait=wait_random_exponential(min=1, max=20), @@ -211,6 +226,7 @@ async def _rebuild_sequence_view(self, ns_class_name): 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_="") + await self.graph_db.save() return block = f"## Use Cases\n{use_case_markdown}" prompts_blocks.append(block) @@ -244,6 +260,7 @@ async def _rebuild_sequence_view(self, ns_class_name): await self.graph_db.insert( subject=ns_class_name, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view ) + await self.graph_db.save() async def _get_participants(self, ns_class_name) -> List[str]: participants = set() @@ -319,7 +336,7 @@ async def _search_new_participant(self, entry: SPO) -> str | None: rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT) merged_participants = [] for r in rows: - _, name = split_namespace(r.object_) + name = split_namespace(r.object_)[-1] merged_participants.append(name) participants = self.parse_participant(sequence_view) for p in participants: @@ -337,19 +354,21 @@ async def _merge_participant(self, entry: SPO, class_name: str): rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) participants = [] for r in rows: - _, name = split_namespace(r.subject) + 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) ) + await self.graph_db.save() return if len(participants) > 1: for r in participants: await self.graph_db.insert( - subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=r.object_ + subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(r.subject) ) + await self.graph_db.save() return participant = participants[0] @@ -372,9 +391,18 @@ async def _merge_participant(self, entry: SPO, class_name: str): ) 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_PARTICIPANT, object_=participant.subject + 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.graph_db.save() diff --git a/metagpt/const.py b/metagpt/const.py index a1c650ce3..3e64bf730 100644 --- a/metagpt/const.py +++ b/metagpt/const.py @@ -103,6 +103,7 @@ def get_metagpt_root(): RESOURCES_FILE_REPO = "resources" SD_OUTPUT_FILE_REPO = "resources/sd_output" GRAPH_REPO_FILE_REPO = "docs/graph_repo" +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/repo_parser.py b/metagpt/repo_parser.py index c11627595..62c9fb4fe 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -79,7 +79,7 @@ def parse(cls, v: str) -> "DotClassAttribute": composition_val = pre_l + "Literal" + post_l # replace Literal[...] with Literal type_ = pre_l + literal + post_l else: - type_ = re.sub(r"['\"]", "", type_) # remove '" + type_ = re.sub(r"['\"]+", "", type_) # remove '" composition_val = type_ if default_ == "None": @@ -95,7 +95,7 @@ def remove_white_spaces(v: str): def parse_compositions(types_part) -> List[str]: if not types_part: return [] - modified_string = re.sub(r"[\[\],]", "|", types_part) + modified_string = re.sub(r"[\[\],\(\)]", "|", types_part) types = modified_string.split("|") filters = { "str", @@ -121,7 +121,7 @@ def parse_compositions(types_part) -> List[str]: } result = set() for t in types: - t = re.sub(r"['\"]", "", t.strip()) + t = re.sub(r"['\"]+", "", t.strip()) if t and t not in filters: result.add(t) return list(result) diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index d98e4522b..9f3232c09 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -24,6 +24,7 @@ import typing from pathlib import Path from typing import Any, List, Tuple, Union +from urllib.parse import quote, unquote import aiofiles import loguru @@ -411,6 +412,30 @@ def split_namespace(ns_class_name: str, maxsplit=1) -> List[str]: return ns_class_name.split(":", maxsplit=maxsplit) +def auto_namespace(name: str) -> str: + if not name: + return "?:?" + v = split_namespace(name) + if len(v) < 2: + return f"?:{name}" + return name + + +def add_affix(text, affix="brace"): + 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="brace"): + 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") -> typing.Callable[["RetryCallState"], None]: """ Generates a logging function to be used after a call is retried. diff --git a/metagpt/utils/di_graph_repository.py b/metagpt/utils/di_graph_repository.py index b73946cd2..22917b4a5 100644 --- a/metagpt/utils/di_graph_repository.py +++ b/metagpt/utils/di_graph_repository.py @@ -82,3 +82,7 @@ def root(self) -> str: def pathname(self) -> Path: p = Path(self.root) / self.name return p.with_suffix(".json") + + @property + def repo(self): + return self._repo diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index 14bdd55a6..7a5beb00a 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -37,6 +37,7 @@ class GraphKeyword: HAS_PAGE_INFO = "has_page_info" HAS_CLASS_VIEW = "has_class_view" HAS_SEQUENCE_VIEW = "has_sequence_view" + 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" @@ -216,7 +217,7 @@ async def rebuild_composition_relationship(graph_db: "GraphRepository"): classes = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) mapping = defaultdict(list) for c in classes: - _, name = split_namespace(c.subject) + name = split_namespace(c.subject)[-1] mapping[name].append(c.subject) rows = await graph_db.select(predicate=GraphKeyword.IS_COMPOSITE_OF) diff --git a/metagpt/utils/project_repo.py b/metagpt/utils/project_repo.py index 72bca7ea0..31def58a9 100644 --- a/metagpt/utils/project_repo.py +++ b/metagpt/utils/project_repo.py @@ -33,6 +33,7 @@ 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 @@ -69,6 +70,7 @@ class ResourceFileRepositories(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) @@ -82,6 +84,7 @@ def __init__(self, git_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): diff --git a/metagpt/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py new file mode 100644 index 000000000..6f478a40b --- /dev/null +++ b/metagpt/utils/visual_graph_repo.py @@ -0,0 +1,110 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2023/12/19 +@Author : mashenquan +@File : visualize_graph.py +@Desc : Visualize the graph. +""" +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): + 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): + 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: + return split_namespace(self.package)[-1] + + +class VisualGraphRepo(ABC): + graph_db: GraphRepository + + def __init__(self, graph_db): + self.graph_db = graph_db + + +class VisualDiGraphRepo(VisualGraphRepo): + @classmethod + async def load_from(cls, filename: str | Path): + graph_db = await DiGraphRepository.load_from(str(filename)) + return cls(graph_db=graph_db) + + async def get_mermaid_class_view(self) -> str: + 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: + 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)]: + 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: + 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 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..e4d505d8c --- /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 : 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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": "metagpt/roles/engineer.py:module:pathlib"}, {"id": "metagpt/roles/engineer.py:names:['Path']"}, {"id": "metagpt/roles/engineer.py:module:typing"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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\":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": "{\"lineno\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"CODE_PLAN_AND_CHANGE_FILE_REPO\",\"CODE_PLAN_AND_CHANGE_FILENAME\",\"REQUIREMENT_FILENAME\",\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['CODE_PLAN_AND_CHANGE_FILE_REPO', 'CODE_PLAN_AND_CHANGE_FILENAME', 'REQUIREMENT_FILENAME', 'SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":40,\"end_lineno\":40,\"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\":41,\"end_lineno\":41,\"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\":42,\"end_lineno\":49,\"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\":50,\"end_lineno\":50,\"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\":52,\"end_lineno\":59,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":62,\"end_lineno\":360,\"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: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": "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: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\":[\"Any\",\"Iterable\",\"Optional\",\"Set\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/roles/role.py:names:['Any', 'Iterable', 'Optional', 'Set', 'Type', 'Union']"}, {"id": "metagpt/roles/role.py:module:pydantic"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"SerializeAsAny\",\"model_validator\"]}}"}, {"id": "metagpt/roles/role.py:names:['BaseModel', 'ConfigDict', 'Field', 'SerializeAsAny', 'model_validator']"}, {"id": "metagpt/roles/role.py:module:metagpt.actions"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"Action\",\"ActionOutput\"]}}"}, {"id": "metagpt/roles/role.py:names:['Action', 'ActionOutput']"}, {"id": "metagpt/roles/role.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"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. 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"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:45\\n@Author : alexanderwu\\n@File : write_code.py\\n@Modified By: mashenquan, 2023-11-1. 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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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. 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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 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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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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project_management_an.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management_an.py:module:typing"}, {"id": "metagpt/actions/project_management_an.py:names:['List']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.actions.action_node"}, {"id": "metagpt/actions/project_management_an.py:names:['ActionNode']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.logs"}, {"id": "metagpt/actions/project_management_an.py:names:['logger']"}, {"id": "{\"lineno\":13,\"end_lineno\":18,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_PYTHON_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":20,\"end_lineno\":25,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_OTHER_LANGUAGE_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":27,\"end_lineno\":36,\"type_name\":\"ast.Assign\",\"tokens\":[\"LOGIC_ANALYSIS\"],\"properties\":{}}"}, {"id": 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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. 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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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\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:module:metagpt.actions", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['DebugError', 'RunCode', 'WriteTest']", "target": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:module:metagpt.actions.summarize_code", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['SummarizeCode']", "target": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:module:metagpt.const", "target": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['MESSAGE_ROUTE_TO_NONE']", "target": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.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/roles/qa_engineer.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/roles/qa_engineer.py:module:metagpt.roles", "target": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['Role']", "target": "{\"lineno\":22,\"end_lineno\":22,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:module:metagpt.schema", "target": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['Document', 'Message', 'RunCodeContext', 'TestingContext']", "target": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:module:metagpt.utils.common", "target": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/qa_engineer.py:names:['any_to_str_set', 'parse_recipient']", "target": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"predicate": "is", "source": "metagpt/roles/teacher.py:Teacher:__init__", "target": "class_method"}, {"predicate": "is", "source": "metagpt/roles/teacher.py:Teacher:_think", "target": "class_method"}, {"predicate": "is", "source": "metagpt/roles/teacher.py:Teacher:_react", "target": "class_method"}, {"predicate": "has_page_info", "source": "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", "target": "{\"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\":{}}"}, {"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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2023/5/25 17:21\n@Author : alexanderwu\n@File : sales.py\n", "target": "{\"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\":{}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/sales.py:module:typing", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/sales.py:names:['Optional']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/roles/sales.py:module:pydantic", "target": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"predicate": 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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. 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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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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:_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: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.summarize_code"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"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.const"}, {"id": "{\"lineno\":30,\"end_lineno\":30,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":31,\"end_lineno\":31,\"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\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"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\":40,\"end_lineno\":40,\"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\":42,\"end_lineno\":49,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":52,\"end_lineno\":302,\"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": "{\"lineno\":22,\"end_lineno\":22,\"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\":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\":179,\"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.context"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context\",\"names\":[\"CONTEXT\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['CONTEXT']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":26,\"end_lineno\":26,\"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": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.logs\",\"names\":[\"logger\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"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\":29,\"end_lineno\":29,\"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": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":33,\"end_lineno\":35,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":38,\"end_lineno\":140,\"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": 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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"}, {"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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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. 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"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:45\\n@Author : alexanderwu\\n@File : write_code.py\\n@Modified By: mashenquan, 2023-11-1. 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. 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\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code.py:json"}, {"id": "metagpt/actions/write_code.py:module:pydantic"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/actions/write_code.py:names:['Field']"}, {"id": "metagpt/actions/write_code.py:module:tenacity"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"tenacity\",\"names\":[\"retry\",\"stop_after_attempt\",\"wait_random_exponential\"]}}"}, {"id": "metagpt/actions/write_code.py:names:['retry', 'stop_after_attempt', 'wait_random_exponential']"}, {"id": "metagpt/actions/write_code.py:module:metagpt.actions.action"}, {"id": 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Following the think-act principle, solidify the task parameters when creating the\\n WriteTest object, rather than passing them in when calling the run function.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_test.py:module:typing"}, {"id": "metagpt/actions/write_test.py:names:['Optional']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.actions.action"}, {"id": "metagpt/actions/write_test.py:names:['Action']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.const"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"TEST_CODES_FILE_REPO\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['TEST_CODES_FILE_REPO']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.logs"}, {"id": "metagpt/actions/write_test.py:names:['logger']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.schema"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"TestingContext\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['Document', 'TestingContext']"}, {"id": "metagpt/actions/write_test.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"id": "metagpt/actions/write_test.py:names:['CodeParser']"}, {"id": "{\"lineno\":19,\"end_lineno\":37,\"type_name\":\"ast.Assign\",\"tokens\":[\"PROMPT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":40,\"end_lineno\":70,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteTest\"],\"properties\":{}}"}, {"id": "metagpt/actions/debug_error.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/debug_error.py: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"}, {"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.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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{"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/actions/action.py:names:['BaseModel', 'ConfigDict', 'Field', 'model_validator']"}, {"id": "metagpt/actions/action.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/action.py:names:['ActionNode']"}, {"id": "metagpt/actions/action.py:module:metagpt.context_mixin"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context_mixin\",\"names\":[\"ContextMixin\"]}}"}, {"id": "metagpt/actions/action.py:names:['ContextMixin']"}, {"id": "metagpt/actions/action.py:module:metagpt.schema"}, {"id": 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"{\"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. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:__future__"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['annotations']"}, {"id": "metagpt/actions/write_prd.py:json"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:pathlib"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['Path']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.actions"}, {"id": 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"{\"lineno\":22,\"end_lineno\":27,\"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.const"}, {"id": "{\"lineno\":28,\"end_lineno\":32,\"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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{"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": 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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. 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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. 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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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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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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/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: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": "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: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\":[\"Any\",\"Iterable\",\"Optional\",\"Set\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/roles/role.py:names:['Any', 'Iterable', 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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. 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"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 17:45\\n@Author : alexanderwu\\n@File : write_code.py\\n@Modified By: mashenquan, 2023-11-1. 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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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. 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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 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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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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project_management_an.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management_an.py:module:typing"}, {"id": "metagpt/actions/project_management_an.py:names:['List']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.actions.action_node"}, {"id": "metagpt/actions/project_management_an.py:names:['ActionNode']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.logs"}, {"id": "metagpt/actions/project_management_an.py:names:['logger']"}, {"id": "{\"lineno\":13,\"end_lineno\":18,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_PYTHON_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":20,\"end_lineno\":25,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_OTHER_LANGUAGE_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":27,\"end_lineno\":36,\"type_name\":\"ast.Assign\",\"tokens\":[\"LOGIC_ANALYSIS\"],\"properties\":{}}"}, {"id": 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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. 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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"{\"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__"}, {"predicate": "has_page_info", "source": "metagpt/schema.py:AIMessage", "target": "{\"lineno\":325,\"end_lineno\":331,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"AIMessage\"],\"properties\":{}}"}, {"predicate": "has_class_view", "source": "metagpt/schema.py:AIMessage", "target": "{\"name\":\"AIMessage\",\"visibility\":\"+\",\"attributes\":[],\"methods\":[]}"}, {"predicate": "is", "source": "metagpt/provider/general_api_base.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/provider/general_api_base.py", "target": "python"}, {"predicate": "has_class", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:APIRequestor"}, {"predicate": "has_class", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:ApiType"}, {"predicate": "has_class", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:OpenAIResponse"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:_console_log_level"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:log_debug"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:log_info"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:log_warn"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:logfmt"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:_build_api_url"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:_requests_proxies_arg"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:_aiohttp_proxies_arg"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:_make_session"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:parse_stream_helper"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:parse_stream"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:parse_stream_async"}, {"predicate": "has_function", "source": "metagpt/provider/general_api_base.py", "target": "metagpt/provider/general_api_base.py:aiohttp_session"}, {"predicate": "is", "source": "metagpt/provider/general_api_base.py:APIRequestor", "target": "class"}, {"predicate": 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{"predicate": "isCompositeOf", "source": "metagpt/actions/action.py:Action", "target": "?:CodePlanAndChangeContext"}, {"predicate": "isCompositeOf", "source": "metagpt/actions/action.py:Action", "target": "?:CodeSummarizeContext"}, {"predicate": "isCompositeOf", "source": "metagpt/actions/action.py:Action", "target": "?:CodingContext"}, {"predicate": "isCompositeOf", "source": "metagpt/actions/action.py:Action", "target": "?:RunCodeContext"}, {"predicate": "isCompositeOf", "source": "metagpt/actions/action.py:Action", "target": "?:TestingContext"}, {"predicate": "has_class_use_case", "source": "metagpt/actions/action.py:Action", "target": "{\"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 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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\"]}"}, {"predicate": "has_sequence_view", "source": "metagpt/actions/action.py:Action", "target": "\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"}, {"predicate": "is", "source": "metagpt/actions/action.py:Action:desc", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/actions/action.py:Action:desc", "target": "{\"name\":\"desc\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"desc : str\",\"compositions\":[]}"}, {"predicate": "is", "source": "metagpt/actions/action.py:Action:i_context", "target": "class_property"}, {"predicate": "has_detail", "source": "metagpt/actions/action.py:Action:i_context", "target": 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{"predicate": "has_detail", "source": "metagpt/actions/action_node.py:ActionNode", "target": "{\"name\":\"ActionNode\",\"package\":\"metagpt/actions/action_node.py:ActionNode\",\"attributes\":{\"children\":{\"name\":\"children\",\"type_\":\"dict[str,ActionNode]\",\"default_\":\"\",\"description\":\"children : dict[str, 'ActionNode']\",\"compositions\":[\"ActionNode\"]},\"content\":{\"name\":\"content\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"content : str\",\"compositions\":[]},\"context\":{\"name\":\"context\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"context : str\",\"compositions\":[]},\"example\":{\"name\":\"example\",\"type_\":\"\",\"default_\":\"\",\"description\":\"example\",\"compositions\":[]},\"expected_type\":{\"name\":\"expected_type\",\"type_\":\"Type\",\"default_\":\"\",\"description\":\"expected_type : 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Dict\",\"compositions\":[]},{\"name\":\"schema\",\"type_\":\"\",\"default_\":\"\",\"description\":\"schema\",\"compositions\":[]},{\"name\":\"kv_sep\",\"type_\":\"\",\"default_\":\"\",\"description\":\"kv_sep\",\"compositions\":[]}],\"return_args\":{\"type_\":\"str\",\"description\":\"str\",\"compositions\":[]},\"description\":\"compile_to(i: Dict, schema, kv_sep): str\",\"aggregations\":[]},\"create_children_class\":{\"name\":\"create_children_class\",\"args\":[{\"name\":\"exclude\",\"type_\":\"\",\"default_\":\"\",\"description\":\"exclude\",\"compositions\":[]}],\"return_args\":{\"type_\":\"\",\"description\":\"\",\"compositions\":[]},\"description\":\"create_children_class(exclude)\",\"aggregations\":[]},\"create_class\":{\"name\":\"create_class\",\"args\":[{\"name\":\"mode\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"mode: str\",\"compositions\":[]},{\"name\":\"class_name\",\"type_\":\"str\",\"default_\":\"\",\"description\":\"class_name: 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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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"source": "metagpt/strategy/tot.py:module:metagpt.utils.common", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/tot.py:names:['CodeParser']", "target": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"CodeParser\"]}}"}, {"predicate": "is", "source": "metagpt/strategy/__init__.py", "target": "source_code"}, {"predicate": "is", "source": "metagpt/strategy/__init__.py", "target": "python"}, {"predicate": "is", "source": "metagpt/strategy/base.py:BaseParser:__call__", "target": "class_method"}, {"predicate": "is", "source": "metagpt/strategy/base.py:BaseEvaluator:__call__", "target": "class_method"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:abc", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['ABC']", "target": "{\"lineno\":5,\"end_lineno\":5,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"abc\",\"names\":[\"ABC\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:typing", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['List']", "target": "{\"lineno\":6,\"end_lineno\":6,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"List\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:anytree", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['Node', 'RenderTree']", "target": "{\"lineno\":8,\"end_lineno\":8,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"anytree\",\"names\":[\"Node\",\"RenderTree\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:module:pydantic", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}, {"predicate": "has_page_info", "source": "metagpt/strategy/base.py:names:['BaseModel']", "target": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\"]}}"}]} \ No newline at end of file diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index b64dfff90..07e149dd3 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -20,21 +20,21 @@ @pytest.mark.asyncio async def test_rebuild(context, mocker): # Mock - data = await aread(filename=Path(__file__).parent / "../../data/graph_db/networkx.json") + data = await aread(filename=Path(__file__).parent / "../../data/graph_db/networkx.class_view.json") graph_db_filename = Path(context.repo.workdir.name).with_suffix(".json") await context.repo.docs.graph_repo.save(filename=str(graph_db_filename), content=data) context.git_repo.add_change({f"{GRAPH_REPO_FILE_REPO}/{graph_db_filename}": ChangeType.UNTRACTED}) context.git_repo.commit("commit1") - # mock_spo = SPO( - # subject="metagpt/startup.py:__name__:__main__", - # predicate="has_page_info", - # object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', - # ) mock_spo = SPO( - subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + subject="metagpt/startup.py:__name__:__main__", predicate="has_page_info", - object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', ) + # mock_spo = SPO( + # subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + # predicate="has_page_info", + # object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + # ) mocker.patch.object(RebuildSequenceView, "_search_main_entry", return_value=[mock_spo]) action = RebuildSequenceView( diff --git a/tests/metagpt/utils/test_visual_graph_repo.py b/tests/metagpt/utils/test_visual_graph_repo.py new file mode 100644 index 000000000..67e49bada --- /dev/null +++ b/tests/metagpt/utils/test_visual_graph_repo.py @@ -0,0 +1,26 @@ +import re +from pathlib import Path + +import pytest + +from metagpt.utils.visual_graph_repo import VisualDiGraphRepo + + +@pytest.mark.asyncio +async def test_visual_di_graph_repo(context, mocker): + filename = Path(__file__).parent / "../../data/graph_db/networkx.sequence_view.json" + repo = await VisualDiGraphRepo.load_from(filename=filename) + + class_view = await repo.get_mermaid_class_view() + assert class_view + await context.repo.resources.graph_repo.save(filename="class_view.md", content=f"```mermaid\n{class_view}\n```\n") + + sequence_views = await repo.get_mermaid_sequence_views() + assert sequence_views + for ns, sqv in sequence_views: + filename = re.sub(r"[:/\\\.]+", "_", ns) + ".sequence_view.md" + await context.repo.resources.graph_repo.save(filename=filename, content=f"```mermaid\n{sqv}\n```\n") + + +if __name__ == "__main__": + pytest.main([__file__, "-s"]) From 6b527e302034d2bd8ff8fb3153de9be8fc73b8ff Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 10:27:53 +0800 Subject: [PATCH 15/34] feat: +visual version --- metagpt/utils/visual_graph_repo.py | 7 +++++++ tests/metagpt/utils/test_visual_graph_repo.py | 10 ++++++++++ 2 files changed, 17 insertions(+) diff --git a/metagpt/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py index 6f478a40b..7edd3b379 100644 --- a/metagpt/utils/visual_graph_repo.py +++ b/metagpt/utils/visual_graph_repo.py @@ -108,3 +108,10 @@ def _refine_name(name) -> str: name = name.split(".")[-1] return name + + async def get_mermaid_sequence_view_versions(self) -> List[(str, str)]: + 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/tests/metagpt/utils/test_visual_graph_repo.py b/tests/metagpt/utils/test_visual_graph_repo.py index 67e49bada..bc359b939 100644 --- a/tests/metagpt/utils/test_visual_graph_repo.py +++ b/tests/metagpt/utils/test_visual_graph_repo.py @@ -3,6 +3,7 @@ import pytest +from metagpt.utils.common import remove_affix, split_namespace from metagpt.utils.visual_graph_repo import VisualDiGraphRepo @@ -19,6 +20,15 @@ async def test_visual_di_graph_repo(context, mocker): assert sequence_views for ns, sqv in sequence_views: filename = re.sub(r"[:/\\\.]+", "_", ns) + ".sequence_view.md" + sqv = sqv.strip(" `") + await context.repo.resources.graph_repo.save(filename=filename, content=f"```mermaid\n{sqv}\n```\n") + + sequence_view_vers = await repo.get_mermaid_sequence_view_versions() + assert sequence_view_vers + for ns, sqv in sequence_view_vers: + ver, sqv = split_namespace(sqv) + filename = re.sub(r"[:/\\\.]+", "_", ns) + f".{ver}.sequence_view_ver.md" + sqv = remove_affix(sqv).strip(" `") await context.repo.resources.graph_repo.save(filename=filename, content=f"```mermaid\n{sqv}\n```\n") From 525c62b2358ba4f78819710c4f6553bb4c64038d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 15:23:24 +0800 Subject: [PATCH 16/34] fixbug: METAGPT model is None fixbug: add METAGPT model calc usage logic --- metagpt/provider/metagpt_api.py | 20 +++++++++++++++++++- metagpt/utils/cost_manager.py | 2 ++ setup.py | 2 +- 3 files changed, 22 insertions(+), 2 deletions(-) diff --git a/metagpt/provider/metagpt_api.py b/metagpt/provider/metagpt_api.py index 69aa7f305..f3dd14bbc 100644 --- a/metagpt/provider/metagpt_api.py +++ b/metagpt/provider/metagpt_api.py @@ -5,12 +5,30 @@ @File : metagpt_api.py @Desc : MetaGPT LLM provider. """ -from metagpt.config import LLMProviderEnum +from openai.types import CompletionUsage + +from metagpt.config import CONFIG, LLMProviderEnum from metagpt.provider import OpenAILLM from metagpt.provider.llm_provider_registry import register_provider +from metagpt.utils.exceptions import handle_exception @register_provider(LLMProviderEnum.METAGPT) class MetaGPTLLM(OpenAILLM): def __init__(self): super().__init__() + self.model = CONFIG.DEPLOYMENT_NAME + + 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 + + # 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 usage + + @handle_exception + def _update_costs(self, usage: CompletionUsage): + pass diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index ce53f2285..e6d51e641 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -39,6 +39,8 @@ def update_cost(self, prompt_tokens, completion_tokens, model): 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: + return self.total_prompt_tokens += prompt_tokens self.total_completion_tokens += completion_tokens cost = ( diff --git a/setup.py b/setup.py index 235c18f53..83bdcce9a 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ def run(self): setup( name="metagpt", - version="0.6.8", + version="0.6.9", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", From 027f1e86581a713fffce56a83fcb778321f7e94e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 17:43:18 +0800 Subject: [PATCH 17/34] feat: +google style docstring --- metagpt/actions/rebuild_class_view.py | 69 ++- metagpt/actions/rebuild_sequence_view.py | 223 +++++++-- metagpt/repo_parser.py | 422 +++++++++++++++++- metagpt/utils/visual_graph_repo.py | 74 ++- .../actions/test_rebuild_sequence_view.py | 15 +- tests/metagpt/utils/test_visual_graph_repo.py | 9 + 6 files changed, 757 insertions(+), 55 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index 4b10128fe..59dfac8a0 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -4,11 +4,11 @@ @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. """ from pathlib import Path -from typing import Optional +from typing import Optional, Set, Tuple import aiofiles @@ -30,9 +30,26 @@ class RebuildClassView(Action): + """ + 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. + + Returns: + None + """ 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)) @@ -52,6 +69,13 @@ async def run(self, with_messages=None, format=config.prompt_schema): await self.graph_db.save() async def _create_mermaid_class_views(self): + """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: + None + """ path = Path(self.context.git_repo.workdir) / DATA_API_DESIGN_FILE_REPO path.mkdir(parents=True, exist_ok=True) pathname = path / self.context.git_repo.workdir.name @@ -77,6 +101,14 @@ async def _create_mermaid_class_views(self): logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_distinct)}") 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 @@ -110,11 +142,19 @@ async def _create_mermaid_class(self, ns_class_name) -> str: logger.debug(content) return content - async def _create_mermaid_relationship(self, ns_class_name): + async def _create_mermaid_relationship(self, ns_class_name: str) -> Tuple[str, 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 = { @@ -140,6 +180,15 @@ async def _create_mermaid_relationship(self, ns_class_name): @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. + """ 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)): @@ -147,7 +196,17 @@ def _diff_path(path_root: Path, package_root: Path) -> (str, str): 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. + """ if direction == "=": return path if direction == "+": diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 6650ee457..947d282d4 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -4,7 +4,7 @@ @Time : 2024/1/4 @Author : mashenquan @File : rebuild_sequence_view.py -@Desc : Rebuild sequence view info +@Desc : Reconstruct sequence view information through reverse engineering. """ from __future__ import annotations @@ -37,7 +37,19 @@ from metagpt.utils.graph_repository import SPO, GraphKeyword, GraphRepository -class SQVUseCase(BaseModel): +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] @@ -46,16 +58,42 @@ class SQVUseCase(BaseModel): reason: str -class SQVUseCaseDetails(BaseModel): +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[SQVUseCase] + use_cases: List[ReverseUseCase] relationship: List[str] class RebuildSequenceView(Action): + """ + Represents an action to reconstruct sequence view through reverse engineering. + + 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. + + Returns: + None + """ 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"))) entries = await self._search_main_entry() @@ -65,12 +103,22 @@ async def run(self, with_messages=None, format=config.prompt_schema): 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): + @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__`. + + Returns: + None + """ filename = entry.subject.split(":", 1)[0] rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) classes = [] @@ -139,7 +187,16 @@ async def _rebuild_main_sequence_view(self, entry): ) await self.graph_db.save() - async def _merge_sequence_view(self, entry) -> bool: + 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 @@ -148,6 +205,12 @@ async def _merge_sequence_view(self, entry) -> bool: 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 = [] @@ -161,7 +224,16 @@ async def _search_main_entry(self) -> List: stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _rebuild_use_case(self, ns_class_name): + 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. + + Returns: + None + """ rows = await self.graph_db.select(subject=ns_class_name, predicate=GraphKeyword.HAS_CLASS_USE_CASE) if rows: return @@ -195,20 +267,25 @@ async def _rebuild_use_case(self, ns_class_name): 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".', - # 'Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases.', - # "Only steps that involve input, output, and interactive operations with the external system at the same time can be considered as independent use cases, steps that do not meet any one condition should be incorporated into other use cases.", - 'The section under `if __name__ == "__main__":` of "Source Code" contains information about external system interactions with the internal system.', + "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 "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', ], ) code_blocks = parse_json_code_block(rsp) for block in code_blocks: - detail = SQVUseCaseDetails.model_validate_json(block) + 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() ) @@ -219,7 +296,16 @@ async def _rebuild_use_case(self, ns_class_name): stop=stop_after_attempt(6), after=general_after_log(logger), ) - async def _rebuild_sequence_view(self, ns_class_name): + 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. + + Returns: + None + """ await self._rebuild_use_case(ns_class_name) prompts_blocks = [] @@ -262,7 +348,17 @@ async def _rebuild_sequence_view(self, ns_class_name): ) await self.graph_db.save() - async def _get_participants(self, ns_class_name) -> List[str]: + 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: @@ -271,11 +367,20 @@ async def _get_participants(self, ns_class_name) -> List[str]: participants.update(set(detail.aggregations)) return list(participants) - async def _get_class_use_cases(self, ns_class_name) -> str: + 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 = SQVUseCaseDetails.model_validate_json(r.object_) + 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" @@ -286,21 +391,50 @@ async def _get_class_use_cases(self, ns_class_name) -> str: 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) -> DotClassInfo | None: + 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) -> UMLClassView | None: + 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: + 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: @@ -315,6 +449,16 @@ async def _get_source_code(self, ns_class_name) -> str: @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. + """ files = list_files(root=root) postfix = "/" + str(pathname) for i in files: @@ -324,11 +468,30 @@ def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | 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 @@ -351,6 +514,16 @@ async def _search_new_participant(self, entry: SPO) -> str | None: 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. + + Returns: + None + """ rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) participants = [] for r in rows: diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index 62c9fb4fe..72d7f87d5 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 @@ -24,6 +28,17 @@ 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 @@ -40,6 +66,17 @@ class CodeBlockInfo(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 = "" @@ -48,6 +85,15 @@ class DotClassAttribute(BaseModel): @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 @@ -89,10 +135,28 @@ def parse(cls, v: str) -> "DotClassAttribute": @staticmethod def remove_white_spaces(v: str): + """ + Removes white spaces from the provided string, excluding spaces within quotes. + + Args: + v (str): The input string containing white spaces. + + Returns: + str: The input string with white spaces removed, excluding spaces within quotes. + """ return re.sub(r"(? 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) @@ -128,6 +192,15 @@ def parse_compositions(types_part) -> List[str]: @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 @@ -153,11 +226,32 @@ def _split_literal(v): @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, DotClassAttribute] = Field(default_factory=dict) @@ -168,11 +262,30 @@ class DotClassInfo(BaseModel): @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 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 = "" @@ -180,12 +293,31 @@ class DotClassRelationship(BaseModel): 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_ = DotClassAttribute.remove_white_spaces(v) @@ -195,6 +327,15 @@ def parse(cls, v: str) -> "DotReturn" | None: @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 @@ -208,6 +349,15 @@ class DotClassMethod(BaseModel): @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(":") @@ -229,6 +379,15 @@ def parse(cls, v: str) -> "DotClassMethod": @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 = [">", " str: @staticmethod def _parse_args(v: str) -> 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 = [] @@ -265,16 +433,40 @@ def _parse_args(v: str) -> List[DotClassAttribute]: 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) @@ -292,6 +484,12 @@ def extract_class_and_function_info(self, tree, file_path) -> RepoFileInfo: 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 @@ -306,19 +504,38 @@ def generate_symbols(self) -> List[RepoFileInfo]: 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 @@ -330,6 +547,16 @@ def generate_structure(self, output_path=None, mode="json") -> Path: @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): @@ -370,6 +597,15 @@ def node_to_str(node) -> CodeBlockInfo | None: @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)], @@ -381,12 +617,30 @@ def _parse_expr(node) -> List: @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): @@ -409,6 +663,15 @@ def _parse_if(n): @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: @@ -416,6 +679,15 @@ def _parse_if_compare(n): @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, @@ -435,9 +707,27 @@ def _parse_variable(node): @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. + + Returns: + None + """ if not path: path = self.base_directory path = Path(path) @@ -458,7 +748,17 @@ async def rebuild_class_views(self, path: str | Path = None): 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 @@ -490,7 +790,17 @@ async def _parse_classes(self, class_view_pathname): class_views.append(class_info) return class_views - async def _parse_class_relationships(self, class_view_pathname) -> List[DotClassRelationship]: + @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 @@ -504,7 +814,16 @@ async def _parse_class_relationships(self, class_view_pathname) -> List[DotClass 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 @@ -522,7 +841,17 @@ def _split_class_line(line): return class_name, info @staticmethod - def _split_relationship_line(line): + def _split_relationship_line(line: str) -> str: + """ + 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: + str: The type of relationship, either 'Generalize', 'Composite', or 'Aggregate'. + """ splitters = [" -> ", " [", "];"] idxs = [] for tag in splitters: @@ -547,7 +876,16 @@ def _split_relationship_line(line): 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 "" @@ -557,6 +895,15 @@ def _get_label(line): @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), } @@ -582,6 +929,19 @@ def _create_path_mapping(path: str | Path) -> Dict[str, str]: def _repair_namespaces( 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] @@ -608,8 +968,19 @@ def _repair_namespaces( return class_views, relationship_views, 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(".") @@ -621,7 +992,17 @@ def _repair_ns(package, mappings): 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: @@ -634,5 +1015,14 @@ def _find_root(full_key, package) -> str: 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/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py index 7edd3b379..1c52176ff 100644 --- a/metagpt/utils/visual_graph_repo.py +++ b/metagpt/utils/visual_graph_repo.py @@ -4,7 +4,7 @@ @Time : 2023/12/19 @Author : mashenquan @File : visualize_graph.py -@Desc : Visualize the graph. +@Desc : Visualization tool to visualize the class diagrams or sequence diagrams of the graph repository. """ from __future__ import annotations @@ -23,13 +23,31 @@ 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): + 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 @@ -45,23 +63,47 @@ def get_mermaid(self, align: int = 1): @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): + """Initializes a VisualGraphRepo instance with a specified graph database. + + Args: + graph_db (GraphRepository): The graph repository used by the VisualGraphRepo. + """ self.graph_db = graph_db class VisualDiGraphRepo(VisualGraphRepo): + """Implementation of VisualGraphRepo for networkx graph repository. + + This class extends VisualGraphRepo to provide specific functionality for a graph repository using networkx. + """ + @classmethod async def load_from(cls, filename: str | Path): + """Load a VisualDiGraphRepo instance from a file. + + Args: + filename (Union[str, Path]): The path to the file containing the graph data. + + Returns: + VisualDiGraphRepo: An instance of VisualDiGraphRepo loaded from the specified 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: @@ -70,6 +112,14 @@ async def get_mermaid_class_view(self) -> str: 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. + + Args: + ns_class_name (str): The namespace-prefixed class name. + + Returns: + _VisualClassView: An instance of _VisualClassView representing the class diagram. + """ rows = await self.graph_db.select(subject=ns_class_name) class_view = _VisualClassView(package=ns_class_name) for r in rows: @@ -93,6 +143,12 @@ async def _get_class_view(self, ns_class_name: str) -> _VisualClassView: return class_view async def get_mermaid_sequence_views(self) -> List[(str, str)]: + """Returns all Markdown sequence diagrams with their corresponding graph repository keys. + + Returns: + List[Tuple[str, str]]: A list of tuples containing Markdown sequence diagrams and their graph repository + keys. + """ sequence_views = [] rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW) for r in rows: @@ -101,6 +157,14 @@ async def get_mermaid_sequence_views(self) -> List[(str, str)]: @staticmethod def _refine_name(name) -> str: + """Removes impurity content from the given name. + + Args: + name: The name to be refined. + + Returns: + str: The refined name. + """ name = re.sub(r'^[\'"\\\(\)]+|[\'"\\\(\)]+$', "", name) if name in ["int", "float", "bool", "str", "list", "tuple", "set", "dict", "None"]: return "" @@ -110,6 +174,12 @@ def _refine_name(name) -> str: 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. + + Returns: + List[Tuple[str, str]]: A list of tuples containing versioned Markdown sequence diagrams and their graph + repository keys. + """ sequence_views = [] rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW_VER) for r in rows: diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index 07e149dd3..e4aeae85a 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -4,6 +4,7 @@ @Time : 2024/1/4 @Author : mashenquan @File : test_rebuild_sequence_view.py +@Desc : Unit tests for reconstructing the sequence diagram from a source code project. """ from pathlib import Path @@ -25,16 +26,16 @@ async def test_rebuild(context, mocker): await context.repo.docs.graph_repo.save(filename=str(graph_db_filename), content=data) context.git_repo.add_change({f"{GRAPH_REPO_FILE_REPO}/{graph_db_filename}": ChangeType.UNTRACTED}) context.git_repo.commit("commit1") - mock_spo = SPO( - subject="metagpt/startup.py:__name__:__main__", - predicate="has_page_info", - object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', - ) # mock_spo = SPO( - # subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + # subject="metagpt/startup.py:__name__:__main__", # predicate="has_page_info", - # object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + # object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', # ) + mock_spo = SPO( + subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + predicate="has_page_info", + object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', + ) mocker.patch.object(RebuildSequenceView, "_search_main_entry", return_value=[mock_spo]) action = RebuildSequenceView( diff --git a/tests/metagpt/utils/test_visual_graph_repo.py b/tests/metagpt/utils/test_visual_graph_repo.py index bc359b939..7f696b4bc 100644 --- a/tests/metagpt/utils/test_visual_graph_repo.py +++ b/tests/metagpt/utils/test_visual_graph_repo.py @@ -1,3 +1,12 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2024/1/4 +@Author : mashenquan +@File : test_visual_graph_repo.py +@Desc : Unit tests for testing and demonstrating the usage of VisualDiGraphRepo. +""" + import re from pathlib import Path From 34225d08b5e98030349a03a8e17edf5ec5c38f68 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 19:15:42 +0800 Subject: [PATCH 18/34] feat: + google style docstring --- metagpt/utils/di_graph_repository.py | 213 ++++++++++++++++++++- metagpt/utils/graph_repository.py | 268 ++++++++++++++++++++++++++- metagpt/utils/visual_graph_repo.py | 4 +- 3 files changed, 481 insertions(+), 4 deletions(-) diff --git a/metagpt/utils/di_graph_repository.py b/metagpt/utils/di_graph_repository.py index 22917b4a5..1d5542fab 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 @@ -19,14 +21,87 @@ class DiGraphRepository(GraphRepository): + """Graph repository based on DiGraph. + + This class represents a graph repository that utilizes a directed graph (DiGraph) to manage relationships + between entities. It inherits from the GraphRepository class, providing a common interface for graph repositories. + + Attributes: + _repo (DiGraph): The underlying directed graph representing the repository. + + Methods: + insert: Insert a new triple into the graph repository. + select: Retrieve triples from the graph repository based on specified criteria. + delete: Delete triples from the graph repository based on specified criteria. + save: Save any changes made to the graph repository. + name: Get the name of the graph repository. + + Example: + di_graph_repo = DiGraphRepository(name="MyDiGraphRepo") + di_graph_repo.insert(subject="Node1", predicate="connects_to", object_="Node2") + # Represents a directed relationship: Node1 connects_to Node2 + + Note: + This class extends the GraphRepository class and is specifically designed for managing directed relationships + using a 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. + + This method adds a new triple to the underlying directed graph. The triple consists of a subject, a predicate + describing the relationship, and an object. + + Args: + subject (str): The subject of the triple. + predicate (str): The predicate describing the relationship. + object_ (str): The object of the triple. + + Returns: + None + + Raises: + SomeException: Describe any exceptions that might be raised during the insertion process. + + Example: + await my_di_graph_repo.insert(subject="Node1", predicate="connects_to", object_="Node2") + # Adds a directed relationship: Node1 connects_to Node2 + + Note: + Implementations should handle the insertion of triples into the directed graph. + + """ self._repo.add_edge(subject, object_, predicate=predicate) 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. + + This method queries the directed graph repository and retrieves triples that match the 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. + + Raises: + SomeException: Describe any exceptions that might be raised during the selection process. + + 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'. + + Note: + Implementations should handle the selection of triples from the directed graph. + + """ result = [] for s, o, p in self._repo.edges(data="predicate"): if subject and subject != s: @@ -39,6 +114,29 @@ async def select(self, subject: str = None, predicate: str = None, object_: str 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. + + This method removes triples from the directed graph repository that match the 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. + + Raises: + SomeException: Describe any exceptions that might be raised during the deletion process. + + 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'. + + Note: + Implementations should handle the deletion of triples from the directed graph. + + """ rows = await self.select(subject=subject, predicate=predicate, object_=object_) if not rows: return 0 @@ -47,11 +145,47 @@ async def delete(self, subject: str = None, predicate: str = None, object_: str return len(rows) def json(self) -> str: + """Convert the directed graph repository to a JSON-formatted string. + + This method converts the underlying directed graph repository to a JSON-formatted string using the node-link data + format. + + Returns: + str: A JSON-formatted string representing the directed graph repository. + + Example: + json_data = my_di_graph_repo.json() + # Retrieves a JSON-formatted string representing the directed graph repository. + + Note: + The resulting JSON string can be used for serialization or data interchange. + + """ 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. + + This method converts the underlying directed graph repository to a JSON-formatted string and saves it to a file. + The file is saved with the name of the graph repository and a ".json" extension. + + 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. + + Returns: + None + + Example: + await my_di_graph_repo.save(path="/path/to/save") + # Saves the directed graph repository to a JSON file at the specified path. + + Note: + The saved JSON file contains the node-link data representing the directed graph. + + """ data = self.json() path = path or self._kwargs.get("root") if not path.exists(): @@ -60,12 +194,50 @@ async def save(self, path: str | Path = None): 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. + + This method reads a JSON file containing node-link data representing a directed graph and loads it into the + directed graph repository. + + Args: + pathname (Union[str, Path]): The path to the JSON file to be loaded. + + Returns: + None + + Example: + await my_di_graph_repo.load(pathname="/path/to/load/my_graph.json") + # Loads a directed graph repository from the specified JSON file. + + Note: + The JSON file should contain node-link data compatible with the format produced by the 'json' method. + + """ 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. + + This class method creates a new instance of a graph repository and loads it from a JSON file containing node-link + data representing a directed graph. + + 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. + + Example: + loaded_repo = await GraphRepository.load_from(pathname="/path/to/load/my_graph.json") + # Creates and loads a directed graph repository from the specified JSON file. + + Note: + The JSON file should contain node-link data compatible with the format produced by the 'json' method. + + """ pathname = Path(pathname) name = pathname.with_suffix("").name root = pathname.parent @@ -76,13 +248,52 @@ async def load_from(pathname: str | Path) -> GraphRepository: @property def root(self) -> str: + """Return the root directory path for the graph repository files. + + Returns: + str: The root directory path. + + Example: + root_path = my_graph_repo.root + # Retrieves the root directory path for the graph repository files. + + Note: + This property provides the directory path where graph repository files are saved or loaded. + + """ return self._kwargs.get("root") @property def pathname(self) -> Path: + """Return the path and filename to the graph repository file. + + Returns: + Path: The path and filename to the graph repository file. + + Example: + file_path = my_graph_repo.pathname + # Retrieves the path and filename to the graph repository file. + + Note: + This property provides the full path, including the 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. + + Returns: + networkx.DiGraph: The directed graph repository. + + Example: + my_di_graph = my_graph_repo.repo + # Retrieves the underlying directed graph repository. + + Note: + This property provides direct access to the networkx.DiGraph instance used by the graph repository. + + """ return self._repo diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index 7a5beb00a..17343114f 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -4,7 +4,9 @@ @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 @@ -19,6 +21,11 @@ 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" @@ -45,38 +52,218 @@ class GraphKeyword: 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 + + Note: + This class is a Pydantic BaseModel, allowing easy validation and serialization of graph records. + + """ + 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. + + Attributes: + _repo_name (str): The name of the graph repository. + _kwargs (dict): Additional keyword arguments for customization. + + Methods: + insert: Insert a new triple into the graph repository. + select: Retrieve triples from the graph repository based on specified criteria. + delete: Delete triples from the graph repository based on specified criteria. + save: Save any changes made to the graph repository. + name: Get the name of the graph repository. + + Example: + class MyGraphRepository(GraphRepository): + # Concrete implementation of the GraphRepository interface goes here... + + my_repo = MyGraphRepository(name="MyRepo") + my_repo.insert(subject="Node1", predicate="connects_to", object_="Node2") + + Note: + This class is meant to be subclassed to create specific implementations of graph repositories. + + """ + def __init__(self, name: str, **kwargs): self._repo_name = name self._kwargs = kwargs @abstractmethod async def insert(self, subject: str, predicate: str, object_: str): + """Insert a new triple into the graph repository. + + Args: + subject (str): The subject of the triple. + predicate (str): The predicate describing the relationship. + object_ (str): The object of the triple. + + Returns: + None + + Raises: + SomeException: Describe any exceptions that might be raised during the insertion process. + + Example: + await my_repository.insert(subject="Node1", predicate="connects_to", object_="Node2") + # Inserts a triple: Node1 connects_to Node2 into the graph repository. + + Note: + Implementations of this method should handle the insertion of triples into the underlying graph storage. + + """ 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. + + Raises: + SomeException: Describe any exceptions that might be raised during the selection process. + + 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'. + + Note: + Implementations of this method should handle the selection of triples from the underlying graph storage. + + """ 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. + + Raises: + SomeException: Describe any exceptions that might be raised during the deletion process. + + 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'. + + Note: + Implementations of this method should handle the deletion of triples from the underlying graph storage. + + """ pass @abstractmethod async def save(self): + """Save any changes made to the graph repository. + + This method is responsible for persisting any changes made to the graph repository, such as inserts, updates, or + deletions. Implementations should ensure that the changes are properly committed and reflected in the underlying + graph storage. + + Args: + None + + Returns: + None + + Raises: + SomeException: Describe any exceptions that might be raised during the saving process. + + Example: + await my_repository.save() + # Persists any changes made to the graph repository. + + Note: + Implementations of this method should handle the persistence of changes in the underlying graph storage. + + """ pass @property def name(self) -> str: + """Get the name of the graph repository. + + Returns: + str: The name of the graph repository. + + Example: + repository_name = my_repository.name + # Retrieves the name of the graph repository. + + Note: + The name serves as a unique identifier for 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. + + Returns: + None + + Example: + await update_graph_db_with_file_info(my_graph_repo, my_file_info) + # Updates 'my_graph_repo' with information from 'my_file_info'. + + Note: + The function is designed to handle the insertion of specific triple patterns into the graph repository. + + """ 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) @@ -138,6 +325,39 @@ async def update_graph_db_with_file_info(graph_db: "GraphRepository", file_info: @staticmethod 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. + + Returns: + None + + 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. + + Note: + The function is designed to handle the insertion of specific triple patterns into the graph repository. + + """ for c in class_views: filename, _ = c.package.split(":", 1) await graph_db.insert(subject=filename, predicate=GraphKeyword.IS, object_=GraphKeyword.SOURCE_CODE) @@ -200,6 +420,32 @@ async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_vi async def update_graph_db_with_class_relationship_views( 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. + + Returns: + None + + 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. + + Note: + The function is designed to handle the insertion of specific triple patterns into the graph repository. + + """ for r in relationship_views: await graph_db.insert( subject=r.src, predicate=GraphKeyword.IS + r.relationship + GraphKeyword.OF, object_=r.dest @@ -214,6 +460,26 @@ async def update_graph_db_with_class_relationship_views( @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. + + Returns: + None + + Example: + await append_namespace_to_relationship_spo_objects(my_graph_repo) + # Appends namespace-prefixed information to relationship SPO objects in 'my_graph_repo'. + + Note: + The function is designed to modify existing relationship SPO objects in the graph repository. + + """ classes = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) mapping = defaultdict(list) for c in classes: diff --git a/metagpt/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py index 1c52176ff..49edee39e 100644 --- a/metagpt/utils/visual_graph_repo.py +++ b/metagpt/utils/visual_graph_repo.py @@ -82,9 +82,9 @@ def __init__(self, graph_db): class VisualDiGraphRepo(VisualGraphRepo): - """Implementation of VisualGraphRepo for networkx graph repository. + """Implementation of VisualGraphRepo for DiGraph graph repository. - This class extends VisualGraphRepo to provide specific functionality for a graph repository using networkx. + This class extends VisualGraphRepo to provide specific functionality for a graph repository using DiGraph. """ @classmethod From df8f92966517920d3998c2144e94a979e7cb2461 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 19:28:05 +0800 Subject: [PATCH 19/34] feat: + move remove_white_spaces --- metagpt/repo_parser.py | 19 +++---------------- metagpt/utils/common.py | 13 +++++++++++++ 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index 72d7f87d5..d4d455c5d 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -23,7 +23,7 @@ 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 @@ -117,7 +117,7 @@ def parse(cls, v: str) -> "DotClassAttribute": type_ = val[cix + 1 : eix] default_ = val[eix + 1 :].strip() - type_ = cls.remove_white_spaces(type_) # remove white space + type_ = remove_white_spaces(type_) # remove white space if type_ == "NoneType": type_ = "" if "Literal[" in type_: @@ -133,19 +133,6 @@ def parse(cls, v: str) -> "DotClassAttribute": compositions = cls.parse_compositions(composition_val) return cls(name=name, type_=type_, default_=default_, description=v, compositions=compositions) - @staticmethod - def remove_white_spaces(v: str): - """ - Removes white spaces from the provided string, excluding spaces within quotes. - - Args: - v (str): The input string containing white spaces. - - Returns: - str: The input string with white spaces removed, excluding spaces within quotes. - """ - return re.sub(r"(? List[str]: """ @@ -320,7 +307,7 @@ def parse(cls, v: str) -> "DotReturn" | None: """ if not v: return DotReturn(description=v) - type_ = DotClassAttribute.remove_white_spaces(v) + type_ = remove_white_spaces(v) compositions = DotClassAttribute.parse_compositions(type_) return cls(type_=type_, description=v, compositions=compositions) diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index 9f3232c09..3537e76f0 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -603,3 +603,16 @@ def list_files(root: str | Path) -> List[Path]: 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: + """ + Removes white spaces from the provided string, excluding spaces within quotes. + + Args: + v (str): The input string containing white spaces. + + Returns: + str: The input string with white spaces removed, excluding spaces within quotes. + """ + return re.sub(r"(? Date: Thu, 1 Feb 2024 20:19:52 +0800 Subject: [PATCH 20/34] feat: + awrite_bin/aread_bin --- metagpt/schema.py | 8 +-- metagpt/utils/common.py | 132 +++++++++++++++++++++++++++++++++++ tests/metagpt/test_schema.py | 29 ++++---- 3 files changed, 150 insertions(+), 19 deletions(-) diff --git a/metagpt/schema.py b/metagpt/schema.py index 0d444606b..e3c482ccd 100644 --- a/metagpt/schema.py +++ b/metagpt/schema.py @@ -546,10 +546,10 @@ def get_mermaid(self, align=1) -> str: content += name + "(" + ",".join([v.get_mermaid(align=0) for v in self.args]) + ")" if self.return_type: content += " " + self.return_type.replace(" ", "") - if self.abstraction: - content += "*" - if self.static: - content += "$" + # if self.abstraction: + # content += "*" + # if self.static: + # content += "$" return content diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index 3537e76f0..27cc66948 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -405,14 +405,67 @@ def any_to_name(val): def concat_namespace(*args) -> str: + """Concatenate fields to create a unique namespace prefix. + + Args: + *args: Variable number of arguments representing the fields to be concatenated. + + Returns: + str: A string containing the concatenated fields separated by colons. + + Example: + >>> concat_namespace('prefix', 'field1', 'field2') + 'prefix:field1:field2' + """ return ":".join(str(value) for value in args) def split_namespace(ns_class_name: str, maxsplit=1) -> List[str]: + """Split a namespace-prefixed name into its namespace-prefix and name parts. + + Args: + ns_class_name (str): The namespace-prefixed name to be split. + maxsplit (int, optional): The maximum number of splits to perform. Defaults to 1. + + Returns: + List[str]: A list containing the namespace-prefix part and the name part. + + Example: + >>> split_namespace('prefix:classname') + ['prefix', 'classname'] + + >>> split_namespace('prefix:module:class', maxsplit=2) + ['prefix', 'module', 'class'] + """ return ns_class_name.split(":", maxsplit=maxsplit) def auto_namespace(name: 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. + + Args: + name (str): The input name to be processed. + + Returns: + str: The processed name. + + Example: + >>> auto_namespace('classname') + '?:classname' + + >>> auto_namespace('prefix:classname') + 'prefix:classname' + + >>> auto_namespace('') + '?:?' + + >>> auto_namespace('?:custom') + '?:custom' + """ if not name: return "?:?" v = split_namespace(name) @@ -422,6 +475,26 @@ def auto_namespace(name: str) -> str: def add_affix(text, affix="brace"): + """Add affix to encapsulate data. + + Args: + text (str): The input text to be encapsulated. + affix (str, optional): The type of affix to use. Defaults to "brace". + Supported affix types: "brace" for curly braces, "url" for URL encoding within curly braces. + + Returns: + str: The text encapsulated with the specified affix. + + Example: + >>> add_affix("data", affix="brace") + '{data}' + + >>> add_affix("example.com", affix="url") + '%7Bexample.com%7D' + + >>> add_affix("text", affix="unknown") + 'text' + """ mappings = { "brace": lambda x: "{" + x + "}", "url": lambda x: quote("{" + x + "}"), @@ -431,6 +504,26 @@ def add_affix(text, affix="brace"): def remove_affix(text, affix="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="unknown") + '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) @@ -616,3 +709,42 @@ def remove_white_spaces(v: str) -> str: str: The input string with white spaces removed, excluding spaces within quotes. """ 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) diff --git a/tests/metagpt/test_schema.py b/tests/metagpt/test_schema.py index 0929e6c4a..4973e68e9 100644 --- a/tests/metagpt/test_schema.py +++ b/tests/metagpt/test_schema.py @@ -18,14 +18,14 @@ from metagpt.const import SYSTEM_DESIGN_FILE_REPO, TASK_FILE_REPO from metagpt.schema import ( AIMessage, - ClassAttribute, - ClassMethod, - ClassView, CodeSummarizeContext, Document, Message, MessageQueue, SystemMessage, + UMLClassAttribute, + UMLClassMethod, + UMLClassView, UserMessage, ) from metagpt.utils.common import any_to_str @@ -157,27 +157,26 @@ def test_CodeSummarizeContext(file_list, want): def test_class_view(): - attr_a = ClassAttribute(name="a", value_type="int", default_value="0", visibility="+", abstraction=True) - assert attr_a.get_mermaid(align=1) == "\t+int a=0*" - attr_b = ClassAttribute(name="b", value_type="str", default_value="0", visibility="#", static=True) - assert attr_b.get_mermaid(align=0) == '#str b="0"$' - class_view = ClassView(name="A") + attr_a = UMLClassAttribute(name="a", value_type="int", default_value="0", visibility="+") + assert attr_a.get_mermaid(align=1) == "\t+int a=0" + attr_b = UMLClassAttribute(name="b", value_type="str", default_value="0", visibility="#") + assert attr_b.get_mermaid(align=0) == '#str b="0"' + class_view = UMLClassView(name="A") class_view.attributes = [attr_a, attr_b] - method_a = ClassMethod(name="run", visibility="+", abstraction=True) - assert method_a.get_mermaid(align=1) == "\t+run()*" - method_b = ClassMethod( + method_a = UMLClassMethod(name="run", visibility="+") + assert method_a.get_mermaid(align=1) == "\t+run()" + method_b = UMLClassMethod( name="_test", visibility="#", - static=True, - args=[ClassAttribute(name="a", value_type="str"), ClassAttribute(name="b", value_type="int")], + args=[UMLClassAttribute(name="a", value_type="str"), UMLClassAttribute(name="b", value_type="int")], return_type="str", ) - assert method_b.get_mermaid(align=0) == "#_test(str a,int b):str$" + assert method_b.get_mermaid(align=0) == "#_test(str a,int b) str" class_view.methods = [method_a, method_b] assert ( class_view.get_mermaid(align=0) - == 'class A{\n\t+int a=0*\n\t#str b="0"$\n\t+run()*\n\t#_test(str a,int b):str$\n}\n' + == 'class A{\n\t+int a=0\n\t#str b="0"\n\t+run()\n\t#_test(str a,int b) str\n}\n' ) From 90182a552ec5e40c65056ff4e0686b951b193e5c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 21:24:23 +0800 Subject: [PATCH 21/34] fixbug: test_summarize_code.py unit test failed --- tests/metagpt/actions/test_summarize_code.py | 87 ++++++++++++++++++-- 1 file changed, 81 insertions(+), 6 deletions(-) diff --git a/tests/metagpt/actions/test_summarize_code.py b/tests/metagpt/actions/test_summarize_code.py index a404047c1..89ddab7bc 100644 --- a/tests/metagpt/actions/test_summarize_code.py +++ b/tests/metagpt/actions/test_summarize_code.py @@ -6,14 +6,13 @@ @File : test_summarize_code.py @Modifiled By: mashenquan, 2023-12-6. Unit test for summarize_code.py """ -import uuid -from pathlib import Path import pytest from metagpt.actions.summarize_code import SummarizeCode from metagpt.logs import logger from metagpt.schema import CodeSummarizeContext +from tests.mock.mock_llm import MockLLM DESIGN_CONTENT = """ {"Implementation approach": "To develop this snake game, we will use the Python language and choose the Pygame library. Pygame is an open-source Python module collection specifically designed for writing video games. It provides functionalities such as displaying images and playing sounds, making it suitable for creating intuitive and responsive user interfaces. We will ensure efficient game logic to prevent any delays during gameplay. The scoring system will be simple, with the snake gaining points for each food it eats. We will use Pygame's event handling system to implement pause and resume functionality, as well as high-score tracking. The difficulty will increase by speeding up the snake's movement. In the initial version, we will focus on single-player mode and consider adding multiplayer mode and customizable skins in future updates. Based on the new requirement, we will also add a moving obstacle that appears randomly. If the snake eats this obstacle, the game will end. If the snake does not eat the obstacle, it will disappear after 5 seconds. For this, we need to add mechanisms for obstacle generation, movement, and disappearance in the game logic.", "Project_name": "snake_game", "File list": ["main.py", "game.py", "snake.py", "food.py", "obstacle.py", "scoreboard.py", "constants.py", "assets/styles.css", "assets/index.html"], "Data structures and interfaces": "```mermaid\n classDiagram\n class Game{\n +int score\n +int speed\n +bool game_over\n +bool paused\n +Snake snake\n +Food food\n +Obstacle obstacle\n +Scoreboard scoreboard\n +start_game() void\n +pause_game() void\n +resume_game() void\n +end_game() void\n +increase_difficulty() void\n +update() void\n +render() void\n Game()\n }\n class Snake{\n +list body_parts\n +str direction\n +bool grow\n +move() void\n +grow() void\n +check_collision() bool\n Snake()\n }\n class Food{\n +tuple position\n +spawn() void\n Food()\n }\n class Obstacle{\n +tuple position\n +int lifetime\n +bool active\n +spawn() void\n +move() void\n +check_collision() bool\n +disappear() void\n Obstacle()\n }\n class Scoreboard{\n +int high_score\n +update_score(int) void\n +reset_score() void\n +load_high_score() void\n +save_high_score() void\n Scoreboard()\n }\n class Constants{\n }\n Game \"1\" -- \"1\" Snake: has\n Game \"1\" -- \"1\" Food: has\n Game \"1\" -- \"1\" Obstacle: has\n Game \"1\" -- \"1\" Scoreboard: has\n ```", "Program call flow": "```sequenceDiagram\n participant M as Main\n participant G as Game\n participant S as Snake\n participant F as Food\n participant O as Obstacle\n participant SB as Scoreboard\n M->>G: start_game()\n loop game loop\n G->>S: move()\n G->>S: check_collision()\n G->>F: spawn()\n G->>O: spawn()\n G->>O: move()\n G->>O: check_collision()\n G->>O: disappear()\n G->>SB: update_score(score)\n G->>G: update()\n G->>G: render()\n alt if paused\n M->>G: pause_game()\n M->>G: resume_game()\n end\n alt if game_over\n G->>M: end_game()\n end\n end\n```", "Anything UNCLEAR": "There is no need for further clarification as the requirements are already clear."} @@ -175,12 +174,87 @@ def get_body(self): """ +mock_rsp = """ +```mermaid +classDiagram + class Game{ + +int score + +int level + +Snake snake + +Food food + +start_game() void + +initialize_game() void + +game_loop() void + +update() void + +draw() void + +handle_events() void + +check_collision() void + +increase_score() void + +increase_level() void + +game_over() void + Game() + } + class Snake{ + +list body + +tuple direction + +move() void + +change_direction(direction: str) void + +grow() void + +get_head() tuple + +get_body() list + Snake() + } + class Food{ + +tuple position + +generate() void + +get_position() tuple + Food() + } + Game "1" -- "1" Snake: has + Game "1" -- "1" Food: has +``` + +```sequenceDiagram +participant M as Main +participant G as Game +participant S as Snake +participant F as Food +M->>G: start_game() +G->>G: initialize_game() +G->>G: game_loop() +G->>S: move() +G->>S: change_direction() +G->>S: grow() +G->>F: generate() +S->>S: move() +S->>S: change_direction() +S->>S: grow() +F->>F: generate() +``` + +## Summary +The code consists of the main game logic, including the Game, Snake, and Food classes. The game loop is responsible for updating and drawing the game elements, handling events, checking collisions, and managing the game state. The Snake class handles the movement, growth, and direction changes of the snake, while the Food class is responsible for generating and tracking the position of food items. + +## TODOs +- Modify 'game.py' to add the implementation of obstacle handling and interaction with the game loop. +- Implement 'obstacle.py' to include the methods for spawning, moving, and disappearing of obstacles, as well as collision detection with the snake. +- Update 'main.py' to initialize the obstacle and incorporate it into the game loop. +- Update the mermaid call flow diagram to include the interaction with the obstacle. + +```python +{ + "files_to_modify": { + "game.py": "Add obstacle handling and interaction with the game loop", + "obstacle.py": "Implement obstacle class with necessary methods", + "main.py": "Initialize the obstacle and incorporate it into the game loop" + } +} +``` +""" -@pytest.mark.asyncio -async def test_summarize_code(context): - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) +@pytest.mark.asyncio +async def test_summarize_code(context, mocker): context.src_workspace = context.git_repo.workdir / "src" await context.repo.docs.system_design.save(filename="1.json", content=DESIGN_CONTENT) await context.repo.docs.task.save(filename="1.json", content=TASK_CONTENT) @@ -189,6 +263,7 @@ async def test_summarize_code(context): await context.repo.srcs.save(filename="game.py", content=GAME_PY) await context.repo.srcs.save(filename="main.py", content=MAIN_PY) await context.repo.srcs.save(filename="snake.py", content=SNAKE_PY) + mocker.patch.object(MockLLM, "_mock_rsp", return_value=mock_rsp) all_files = context.repo.srcs.all_files summarization_context = CodeSummarizeContext( From b48f71941994d48b8d6b2e612de335418da07b0f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 21:49:40 +0800 Subject: [PATCH 22/34] feat: test_rebuild_sequence_view.py --- tests/metagpt/actions/test_rebuild_sequence_view.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index e4aeae85a..c258de1ca 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -32,7 +32,7 @@ async def test_rebuild(context, mocker): # object_='{"lineno":78,"end_lineno":79,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', # ) mock_spo = SPO( - subject="metagpt/tools/search_engine_serpapi.py:__name__:__main__", + subject="metagpt/management/skill_manager.py:__name__:__main__", predicate="has_page_info", object_='{"lineno":113,"end_lineno":116,"type_name":"ast.If","tokens":["__name__","__main__"],"properties":{}}', ) From cbdfac309f1cc3df52b8189f2acb03c53bd7e01c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 22:37:57 +0800 Subject: [PATCH 23/34] fixbug: num_tokens_from_messages() is not implemented --- metagpt/provider/azure_openai_api.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/metagpt/provider/azure_openai_api.py b/metagpt/provider/azure_openai_api.py index 6dc32d380..99063f7cf 100644 --- a/metagpt/provider/azure_openai_api.py +++ b/metagpt/provider/azure_openai_api.py @@ -6,14 +6,14 @@ @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 openai.types import CompletionUsage from metagpt.configs.llm_config import LLMType from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import OpenAILLM +from metagpt.utils.exceptions import handle_exception @register_provider(LLMType.AZURE) @@ -41,3 +41,10 @@ def _make_client_kwargs(self) -> dict: kwargs["http_client"] = AsyncHttpxClientWrapper(**proxy_params) return kwargs + + def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: + return CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) + + @handle_exception + def _update_costs(self, usage: CompletionUsage): + pass From 55d95fe5bc6d2dbd51df6237c24134541594e544 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 23:39:12 +0800 Subject: [PATCH 24/34] fixbug: useless summarize code --- metagpt/roles/engineer.py | 1 + 1 file changed, 1 insertion(+) diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py index 40ade2110..302175eee 100644 --- a/metagpt/roles/engineer.py +++ b/metagpt/roles/engineer.py @@ -342,6 +342,7 @@ async def _new_summarize_actions(self): summarizations[ctx].append(filename) for ctx, filenames in summarizations.items(): ctx.codes_filenames = filenames + self.summarize_todos.clear() self.summarize_todos.append(SummarizeCode(i_context=ctx, context=self.context, llm=self.llm)) if self.summarize_todos: self.set_todo(self.summarize_todos[0]) From b366bf13a234a69e589a442e31435d15b789af7a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 1 Feb 2024 23:52:46 +0800 Subject: [PATCH 25/34] fixbug: useless summarize action --- metagpt/roles/engineer.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py index 302175eee..50f660119 100644 --- a/metagpt/roles/engineer.py +++ b/metagpt/roles/engineer.py @@ -342,8 +342,14 @@ async def _new_summarize_actions(self): summarizations[ctx].append(filename) for ctx, filenames in summarizations.items(): ctx.codes_filenames = filenames - self.summarize_todos.clear() - self.summarize_todos.append(SummarizeCode(i_context=ctx, context=self.context, 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.set_todo(self.summarize_todos[0]) From c380cf67831799ca01df69e949b950b3d512c35e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 00:00:06 +0800 Subject: [PATCH 26/34] fixbug: endless summarize --- metagpt/roles/engineer.py | 1 + 1 file changed, 1 insertion(+) diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py index 50f660119..f99b62418 100644 --- a/metagpt/roles/engineer.py +++ b/metagpt/roles/engineer.py @@ -352,6 +352,7 @@ async def _new_summarize_actions(self): self.summarize_todos.append(new_summarize) if self.summarize_todos: 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.""" From 28727a03d841c5c950c8b7db129c17d7dec3bd8a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 14:15:17 +0800 Subject: [PATCH 27/34] feat: +azure pricing --- metagpt/provider/azure_openai_api.py | 34 ++++++++++++++++++++++++++-- metagpt/utils/token_counter.py | 9 +++++++- 2 files changed, 40 insertions(+), 3 deletions(-) diff --git a/metagpt/provider/azure_openai_api.py b/metagpt/provider/azure_openai_api.py index 99063f7cf..c215acf45 100644 --- a/metagpt/provider/azure_openai_api.py +++ b/metagpt/provider/azure_openai_api.py @@ -11,8 +11,10 @@ from openai.types import CompletionUsage from metagpt.configs.llm_config import LLMType +from metagpt.logs import logger from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import OpenAILLM +from metagpt.utils import TOKEN_COSTS, count_message_tokens, count_string_tokens from metagpt.utils.exceptions import handle_exception @@ -43,8 +45,36 @@ def _make_client_kwargs(self) -> dict: return kwargs def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: - return CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) + usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) + if not self.config.calc_usage: + return usage + + model_name = "gpt-35-turbo" if "gpt-3" in self.model.lower() else "gpt-4-turbo-preview" + try: + usage.prompt_tokens = count_message_tokens(messages, model_name) + usage.completion_tokens = count_string_tokens(rsp, model_name) + except Exception as e: + logger.error(f"usage calculation failed: {e}") + + return usage @handle_exception def _update_costs(self, usage: CompletionUsage): - pass + if self.config.calc_usage and usage and self.cost_manager: + model_name = self._get_azure_model() + # More about pricing: https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/ + self.cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, model_name) + + def _get_azure_model(self) -> str: + models = [i.lower() for i in TOKEN_COSTS.keys() if "azure" in i] + mappings = {i: set(i.split("-")) for i in models} + words = self.model.lower().split("-") + weights = [] + for k, v in mappings.items(): + count = 0 + for i in words: + if i in v: + count += 1 + weights.append((k, count)) + sorted_list = sorted(weights, key=lambda x: x[1], reverse=True) + return sorted_list[0][0] diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 94506e373..c6bf2f0d7 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -34,9 +34,16 @@ "glm-3-turbo": {"prompt": 0.0, "completion": 0.0007}, # 128k version, prompt + completion tokens=0.005￥/k-tokens "glm-4": {"prompt": 0.0, "completion": 0.014}, # 128k version, prompt + completion tokens=0.1￥/k-tokens "gemini-pro": {"prompt": 0.00025, "completion": 0.0005}, + # Azure + "azure-gpt-3.5-turbo-4k": {"prompt": 0.0015, "completion": 0.002}, + "azure-gpt-3.5-turbo-16k": {"prompt": 0.003, "completion": 0.004}, + "azure-gpt-3.5-turbo-1106": {"prompt": 0.001, "completion": 0.002}, + "azure-gpt-4-turbo": {"prompt": 0.01, "completion": 0.03}, + "azure-gpt-4-turbo-vision": {"prompt": 0.01, "completion": 0.03}, + "azure-gpt-4-8k": {"prompt": 0.03, "completion": 0.06}, + "azure-gpt-4-32k": {"prompt": 0.06, "completion": 0.12}, } - TOKEN_MAX = { "gpt-3.5-turbo": 4096, "gpt-3.5-turbo-0301": 4096, From e8d2819031002933883682ca704835b8881df0ea Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 15:54:11 +0800 Subject: [PATCH 28/34] feat: Unified Cost Calculation Logic. --- metagpt/configs/llm_config.py | 1 + metagpt/provider/azure_openai_api.py | 40 +-------------------------- metagpt/provider/fireworks_api.py | 8 ------ metagpt/provider/google_gemini_api.py | 11 +------- metagpt/provider/metagpt_api.py | 5 +--- metagpt/provider/ollama_api.py | 13 ++------- metagpt/provider/open_llm_api.py | 12 ++------ metagpt/provider/openai_api.py | 18 ++++++++---- metagpt/provider/zhipuai_api.py | 14 +++------- metagpt/utils/cost_manager.py | 2 +- metagpt/utils/token_counter.py | 12 +++----- 11 files changed, 30 insertions(+), 106 deletions(-) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index fb923d3e4..06913d176 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -42,6 +42,7 @@ class LLMConfig(YamlModel): api_version: Optional[str] = None model: Optional[str] = None # also stands for DEPLOYMENT_NAME + pricing_plan: Optional[str] = None # Cost Settlement Plan Parameters. # For Spark(Xunfei), maybe remove later app_id: Optional[str] = None diff --git a/metagpt/provider/azure_openai_api.py b/metagpt/provider/azure_openai_api.py index c215acf45..33331ae94 100644 --- a/metagpt/provider/azure_openai_api.py +++ b/metagpt/provider/azure_openai_api.py @@ -8,14 +8,10 @@ """ from openai import AsyncAzureOpenAI from openai._base_client import AsyncHttpxClientWrapper -from openai.types import CompletionUsage from metagpt.configs.llm_config import LLMType -from metagpt.logs import logger from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import OpenAILLM -from metagpt.utils import TOKEN_COSTS, count_message_tokens, count_string_tokens -from metagpt.utils.exceptions import handle_exception @register_provider(LLMType.AZURE) @@ -29,6 +25,7 @@ def _init_client(self): # 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.model # Used in _calc_usage & _cons_kwargs + self.pricing_plan = self.config.pricing_plan def _make_client_kwargs(self) -> dict: kwargs = dict( @@ -43,38 +40,3 @@ def _make_client_kwargs(self) -> dict: kwargs["http_client"] = AsyncHttpxClientWrapper(**proxy_params) 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 self.config.calc_usage: - return usage - - model_name = "gpt-35-turbo" if "gpt-3" in self.model.lower() else "gpt-4-turbo-preview" - try: - usage.prompt_tokens = count_message_tokens(messages, model_name) - usage.completion_tokens = count_string_tokens(rsp, model_name) - except Exception as e: - logger.error(f"usage calculation failed: {e}") - - return usage - - @handle_exception - def _update_costs(self, usage: CompletionUsage): - if self.config.calc_usage and usage and self.cost_manager: - model_name = self._get_azure_model() - # More about pricing: https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/ - self.cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, model_name) - - def _get_azure_model(self) -> str: - models = [i.lower() for i in TOKEN_COSTS.keys() if "azure" in i] - mappings = {i: set(i.split("-")) for i in models} - words = self.model.lower().split("-") - weights = [] - for k, v in mappings.items(): - count = 0 - for i in words: - if i in v: - count += 1 - weights.append((k, count)) - sorted_list = sorted(weights, key=lambda x: x[1], reverse=True) - return sorted_list[0][0] diff --git a/metagpt/provider/fireworks_api.py b/metagpt/provider/fireworks_api.py index d56453a85..9b0c331f3 100644 --- a/metagpt/provider/fireworks_api.py +++ b/metagpt/provider/fireworks_api.py @@ -81,14 +81,6 @@ def _make_client_kwargs(self) -> dict: kwargs = dict(api_key=self.config.api_key, base_url=self.config.base_url) return kwargs - def _update_costs(self, usage: CompletionUsage): - if self.config.calc_usage and usage: - try: - # use FireworksCostManager not context.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/google_gemini_api.py b/metagpt/provider/google_gemini_api.py index 6df814b55..5584114d7 100644 --- a/metagpt/provider/google_gemini_api.py +++ b/metagpt/provider/google_gemini_api.py @@ -53,6 +53,7 @@ def __init__(self, config: LLMConfig): 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: LLMConfig): @@ -70,16 +71,6 @@ def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict: 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 self.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"google gemini updats costs failed! exp: {e}") - def get_choice_text(self, resp: GenerateContentResponse) -> str: return resp.text diff --git a/metagpt/provider/metagpt_api.py b/metagpt/provider/metagpt_api.py index 7495079da..8c7daeac6 100644 --- a/metagpt/provider/metagpt_api.py +++ b/metagpt/provider/metagpt_api.py @@ -16,12 +16,9 @@ @register_provider(LLMType.METAGPT) class MetaGPTLLM(OpenAILLM): def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: - usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) - # 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 usage + return CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) @handle_exception def _update_costs(self, usage: CompletionUsage): diff --git a/metagpt/provider/ollama_api.py b/metagpt/provider/ollama_api.py index c9103b018..89e171cf5 100644 --- a/metagpt/provider/ollama_api.py +++ b/metagpt/provider/ollama_api.py @@ -36,26 +36,17 @@ def __init__(self, config: LLMConfig): self.suffix_url = "/chat" self.http_method = "post" self.use_system_prompt = False - self._cost_manager = TokenCostManager() + self.cost_manager = TokenCostManager() 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 self.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", {}) diff --git a/metagpt/provider/open_llm_api.py b/metagpt/provider/open_llm_api.py index a29b263a4..bc2f40fff 100644 --- a/metagpt/provider/open_llm_api.py +++ b/metagpt/provider/open_llm_api.py @@ -16,7 +16,7 @@ class OpenLLM(OpenAILLM): def __init__(self, config: LLMConfig): super().__init__(config) - self._cost_manager = TokenCostManager() + self.cost_manager = TokenCostManager() def _make_client_kwargs(self) -> dict: kwargs = dict(api_key="sk-xxx", base_url=self.config.base_url) @@ -35,13 +35,5 @@ def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: 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() + return self.cost_manager.get_costs() diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index d6944eae6..f33a4136b 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -6,9 +6,10 @@ @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, Optional, Union +from typing import AsyncIterator, Dict, Optional, Union from openai import APIConnectionError, AsyncOpenAI, AsyncStream from openai._base_client import AsyncHttpxClientWrapper @@ -61,6 +62,7 @@ def __init__(self, config: LLMConfig): def _init_model(self): self.model = self.config.model # Used in _calc_usage & _cons_kwargs + self.pricing_plan = self.config.pricing_plan or self.model def _init_client(self): """https://github.com/openai/openai-python#async-usage""" @@ -209,17 +211,23 @@ def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: 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}") return usage @handle_exception - def _update_costs(self, usage: CompletionUsage): + def _update_costs(self, usage: CompletionUsage | Dict): if self.config.calc_usage and usage and self.cost_manager: - self.cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model) + if isinstance(usage, Dict): + prompt_tokens = int(usage.get("prompt_tokens", 0)) + completion_tokens = int(usage.get("completion_tokens", 0)) + else: + prompt_tokens = usage.prompt_tokens + completion_tokens = usage.completion_tokens + self.cost_manager.update_cost(prompt_tokens, completion_tokens, self.pricing_plan) def get_costs(self) -> Costs: if not self.cost_manager: diff --git a/metagpt/provider/zhipuai_api.py b/metagpt/provider/zhipuai_api.py index 9108a1fba..3bc130090 100644 --- a/metagpt/provider/zhipuai_api.py +++ b/metagpt/provider/zhipuai_api.py @@ -3,6 +3,7 @@ # @Desc : zhipuai LLM from https://open.bigmodel.cn/dev/api#sdk from enum import Enum +from typing import Optional import openai import zhipuai @@ -21,6 +22,7 @@ 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): @@ -41,8 +43,10 @@ def __init__(self, config: LLMConfig): self.__init_zhipuai(config) self.llm = ZhiPuModelAPI self.model = "chatglm_turbo" # so far only one model, just use it + self.pricing_plan = self.config.pricing_plan or self.model self.use_system_prompt: bool = False # zhipuai has no system prompt when use api self.config = config + self.cost_manager: Optional[CostManager] = None def __init_zhipuai(self, config: LLMConfig): assert config.api_key @@ -57,16 +61,6 @@ 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 self.config.calc_usage: - try: - prompt_tokens = int(usage.get("prompt_tokens", 0)) - completion_tokens = int(usage.get("completion_tokens", 0)) - self.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 completion(self, messages: list[dict], timeout=3) -> dict: resp = self.llm.chat.completions.create(**self._const_kwargs(messages)) usage = resp.usage.model_dump() diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index 0e505db9a..551ecab98 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -39,7 +39,7 @@ def update_cost(self, prompt_tokens, completion_tokens, model): 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: + if prompt_tokens + completion_tokens == 0 or not model: return self.total_prompt_tokens += prompt_tokens self.total_completion_tokens += completion_tokens diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index c6bf2f0d7..a7beea579 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -34,14 +34,10 @@ "glm-3-turbo": {"prompt": 0.0, "completion": 0.0007}, # 128k version, prompt + completion tokens=0.005￥/k-tokens "glm-4": {"prompt": 0.0, "completion": 0.014}, # 128k version, prompt + completion tokens=0.1￥/k-tokens "gemini-pro": {"prompt": 0.00025, "completion": 0.0005}, - # Azure - "azure-gpt-3.5-turbo-4k": {"prompt": 0.0015, "completion": 0.002}, - "azure-gpt-3.5-turbo-16k": {"prompt": 0.003, "completion": 0.004}, - "azure-gpt-3.5-turbo-1106": {"prompt": 0.001, "completion": 0.002}, - "azure-gpt-4-turbo": {"prompt": 0.01, "completion": 0.03}, - "azure-gpt-4-turbo-vision": {"prompt": 0.01, "completion": 0.03}, - "azure-gpt-4-8k": {"prompt": 0.03, "completion": 0.06}, - "azure-gpt-4-32k": {"prompt": 0.06, "completion": 0.12}, + "gpt-3.5-turbo-4k": {"prompt": 0.0015, "completion": 0.002}, + "gpt-4-turbo": {"prompt": 0.01, "completion": 0.03}, + "gpt-4-turbo-vision": {"prompt": 0.01, "completion": 0.03}, + "gpt-4-8k": {"prompt": 0.03, "completion": 0.06}, } TOKEN_MAX = { From fa622c2f976a9a57f1d73f8a8e0d462326adf040 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 16:26:55 +0800 Subject: [PATCH 29/34] feat: Unified Cost Calculation Logic. --- metagpt/provider/base_llm.py | 34 ++++++++++++++++++++++++++++++++- metagpt/provider/openai_api.py | 13 +------------ metagpt/provider/zhipuai_api.py | 2 +- 3 files changed, 35 insertions(+), 14 deletions(-) diff --git a/metagpt/provider/base_llm.py b/metagpt/provider/base_llm.py index 529c9b16d..5c8970d10 100644 --- a/metagpt/provider/base_llm.py +++ b/metagpt/provider/base_llm.py @@ -6,16 +6,20 @@ @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, Union +from typing import Dict, Optional, Union from openai import AsyncOpenAI +from openai.types import CompletionUsage from metagpt.configs.llm_config import LLMConfig from metagpt.logs import logger from metagpt.schema import Message from metagpt.utils.cost_manager import CostManager +from metagpt.utils.exceptions import handle_exception class BaseLLM(ABC): @@ -29,6 +33,7 @@ class BaseLLM(ABC): aclient: Optional[Union[AsyncOpenAI]] = None cost_manager: Optional[CostManager] = None model: Optional[str] = None + pricing_plan: Optional[str] = None @abstractmethod def __init__(self, config: LLMConfig): @@ -149,3 +154,30 @@ def get_choice_function_arguments(self, rsp: dict) -> dict: {'language': 'python', 'code': "print('Hello, World!')"} """ return json.loads(self.get_choice_function(rsp)["arguments"]) + + @handle_exception + def _update_costs(self, usage: CompletionUsage | Dict): + """ + Updates the costs based on the provided usage information. + + Args: + usage (Union[CompletionUsage, Dict]): The usage information used to calculate and update costs. + It can be either an instance of CompletionUsage or a dictionary. + + Returns: + None: This method does not return any value. + + Raises: + ValueError: If the provided usage is not a valid format. + + Example: + Usage example goes here, demonstrating how to call and utilize this method. + """ + if self.config.calc_usage and usage and self.cost_manager: + if isinstance(usage, Dict): + prompt_tokens = int(usage.get("prompt_tokens", 0)) + completion_tokens = int(usage.get("completion_tokens", 0)) + else: + prompt_tokens = usage.prompt_tokens + completion_tokens = usage.completion_tokens + self.cost_manager.update_cost(prompt_tokens, completion_tokens, self.pricing_plan) diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index f33a4136b..70847deec 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -9,7 +9,7 @@ from __future__ import annotations import json -from typing import AsyncIterator, Dict, Optional, Union +from typing import AsyncIterator, Optional, Union from openai import APIConnectionError, AsyncOpenAI, AsyncStream from openai._base_client import AsyncHttpxClientWrapper @@ -218,17 +218,6 @@ def _calc_usage(self, messages: list[dict], rsp: str) -> CompletionUsage: return usage - @handle_exception - def _update_costs(self, usage: CompletionUsage | Dict): - if self.config.calc_usage and usage and self.cost_manager: - if isinstance(usage, Dict): - prompt_tokens = int(usage.get("prompt_tokens", 0)) - completion_tokens = int(usage.get("completion_tokens", 0)) - else: - prompt_tokens = usage.prompt_tokens - completion_tokens = usage.completion_tokens - self.cost_manager.update_cost(prompt_tokens, completion_tokens, self.pricing_plan) - def get_costs(self) -> Costs: if not self.cost_manager: return Costs(0, 0, 0, 0) diff --git a/metagpt/provider/zhipuai_api.py b/metagpt/provider/zhipuai_api.py index 3bc130090..d0359d710 100644 --- a/metagpt/provider/zhipuai_api.py +++ b/metagpt/provider/zhipuai_api.py @@ -41,11 +41,11 @@ class ZhiPuAILLM(BaseLLM): def __init__(self, config: LLMConfig): self.__init_zhipuai(config) + self.config = config self.llm = ZhiPuModelAPI self.model = "chatglm_turbo" # so far only one model, just use it self.pricing_plan = self.config.pricing_plan or self.model self.use_system_prompt: bool = False # zhipuai has no system prompt when use api - self.config = config self.cost_manager: Optional[CostManager] = None def __init_zhipuai(self, config: LLMConfig): From 1b0dfbc846d074d2823e3c084b66b5db85c0f54d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 16:42:00 +0800 Subject: [PATCH 30/34] feat: Unified Cost Calculation Logic. --- metagpt/provider/metagpt_api.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/metagpt/provider/metagpt_api.py b/metagpt/provider/metagpt_api.py index 8c7daeac6..d71fa9bda 100644 --- a/metagpt/provider/metagpt_api.py +++ b/metagpt/provider/metagpt_api.py @@ -10,7 +10,6 @@ from metagpt.configs.llm_config import LLMType from metagpt.provider import OpenAILLM from metagpt.provider.llm_provider_registry import register_provider -from metagpt.utils.exceptions import handle_exception @register_provider(LLMType.METAGPT) @@ -19,7 +18,3 @@ 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) - - @handle_exception - def _update_costs(self, usage: CompletionUsage): - pass From c720c1d82fdc4ddda85a7928c349a5c75e49c3f6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Fri, 2 Feb 2024 18:10:32 +0800 Subject: [PATCH 31/34] feat: move Azure-exclusive pricing plan mappings to config2.yaml.example --- config/config2.yaml.example | 7 +++++++ metagpt/utils/token_counter.py | 4 ---- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/config/config2.yaml.example b/config/config2.yaml.example index 8f4a33fc1..ff9429917 100644 --- a/config/config2.yaml.example +++ b/config/config2.yaml.example @@ -3,6 +3,13 @@ llm: base_url: "YOUR_BASE_URL" api_key: "YOUR_API_KEY" model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview + # Azure-exclusive pricing plan mappings： + # - gpt-3.5-turbo 4k: "gpt-3.5-turbo" + # - gpt-4-turbo: "gpt-4-1106-preview" + # - gpt-4-turbo-vision: "gpt-4-1106-preview" + # - gpt-4 8k: "gpt-4" + # See for more: https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/ + # pricing_plan: "gpt-4-turbo-preview" proxy: "YOUR_PROXY" diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 6fddf2964..44024248b 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -35,10 +35,6 @@ "glm-3-turbo": {"prompt": 0.0, "completion": 0.0007}, # 128k version, prompt + completion tokens=0.005￥/k-tokens "glm-4": {"prompt": 0.0, "completion": 0.014}, # 128k version, prompt + completion tokens=0.1￥/k-tokens "gemini-pro": {"prompt": 0.00025, "completion": 0.0005}, - "gpt-3.5-turbo-4k": {"prompt": 0.0015, "completion": 0.002}, - "gpt-4-turbo": {"prompt": 0.01, "completion": 0.03}, - "gpt-4-turbo-vision": {"prompt": 0.01, "completion": 0.03}, - "gpt-4-8k": {"prompt": 0.03, "completion": 0.06}, } TOKEN_MAX = { From 5bc17f3b63f363482cbe2642efe3bbd321ce217d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Mon, 19 Feb 2024 12:52:23 +0800 Subject: [PATCH 32/34] fixbug: ast.Tuple --- metagpt/repo_parser.py | 17 +++++++++++------ tests/data/graph_db/networkx.class_view.json | 2 +- 2 files changed, 12 insertions(+), 7 deletions(-) diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index 4c85fc279..bbbbb955d 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -481,7 +481,7 @@ def generate_symbols(self) -> List[RepoFileInfo]: 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: @@ -596,6 +596,7 @@ def _parse_expr(node) -> List: 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: @@ -639,10 +640,14 @@ def _parse_if(n): 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}") @@ -683,7 +688,7 @@ def _parse_variable(node): 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: diff --git a/tests/data/graph_db/networkx.class_view.json b/tests/data/graph_db/networkx.class_view.json index e4d505d8c..ad464e79a 100644 --- a/tests/data/graph_db/networkx.class_view.json +++ b/tests/data/graph_db/networkx.class_view.json @@ -1 +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\",\"compositions\":[]},\"base_url\":{\"name\":\"base_url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"base_url : NoneType\",\"compositions\":[]},\"organization\":{\"name\":\"organization\",\"type_\":\"\",\"default_\":\"\",\"description\":\"organization : NoneType\",\"compositions\":[]}},\"methods\":{\"arequest\":{\"name\":\"arequest\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"params\",\"type_\":\"\",\"default_\":\"\",\"description\":\"params\",\"compositions\":[]},{\"name\":\"headers\",\"type_\":\"\",\"default_\":\"\",\"description\":\"headers\",\"compositions\":[]},{\"name\":\"files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"files\",\"compositions\":[]},{\"name\":\"stream\",\"type_\":\"Literal[True]\",\"default_\":\"\",\"description\":\"stream: Literal[True]\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: Optional[str]\",\"compositions\":[]},{\"name\":\"request_timeout\",\"type_\":\"Optional[Union[float,Tuple[float,float]]]\",\"default_\":\"\",\"description\":\"request_timeout: Optional[Union[float, Tuple[float, float]]]\",\"compositions\":[]}],\"return_args\":{\"type_\":\"Tuple[AsyncGenerator[OpenAIResponse,None],bool,str]\",\"description\":\"Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"compositions\":[\"AsyncGenerator\",\"OpenAIResponse\"]},\"description\":\"arequest(method, url, params, headers, files, stream: Literal[True], request_id: Optional[str], request_timeout: Optional[Union[float, Tuple[float, float]]]): Tuple[AsyncGenerator[OpenAIResponse, None], bool, str]\",\"aggregations\":[\"OpenAIResponse\",\"AsyncGenerator\"]},\"arequest_raw\":{\"name\":\"arequest_raw\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"session\",\"type_\":\"\",\"default_\":\"\",\"description\":\"session\",\"compositions\":[]}],\"return_args\":{\"type_\":\"aiohttp.ClientResponse\",\"description\":\"aiohttp.ClientResponse\",\"compositions\":[\"aiohttp.ClientResponse\"]},\"description\":\"arequest_raw(method, url, session): aiohttp.ClientResponse\",\"aggregations\":[\"aiohttp.ClientResponse\"]},\"request\":{\"name\":\"request\",\"args\":[{\"name\":\"method\",\"type_\":\"\",\"default_\":\"\",\"description\":\"method\",\"compositions\":[]},{\"name\":\"url\",\"type_\":\"\",\"default_\":\"\",\"description\":\"url\",\"compositions\":[]},{\"name\":\"params\",\"type_\":\"\",\"default_\":\"\",\"description\":\"params\",\"compositions\":[]},{\"name\":\"headers\",\"type_\":\"\",\"default_\":\"\",\"description\":\"headers\",\"compositions\":[]},{\"name\":\"files\",\"type_\":\"\",\"default_\":\"\",\"description\":\"files\",\"compositions\":[]},{\"name\":\"stream\",\"type_\":\"Literal[True]\",\"default_\":\"\",\"description\":\"stream: Literal[True]\",\"compositions\":[]},{\"name\":\"request_id\",\"type_\":\"Optional[str]\",\"default_\":\"\",\"description\":\"request_id: 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According to Chapter 2.2.2 of RFC 116:\n 1. Remove the functionality of `Environment` class as a public message buffer.\n 2. Standardize the message forwarding behavior of the `Environment` class.\n 3. Add the `is_idle` property.\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\":13,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 22:12\\n@Author : alexanderwu\\n@File : environment.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.2 of RFC 116:\\n 1. Remove the functionality of `Environment` class as a public message buffer.\\n 2. Standardize the message forwarding behavior of the `Environment` class.\\n 3. Add the `is_idle` property.\\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/environment.py:asyncio"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.Import\",\"tokens\":[\"asyncio\"],\"properties\":{}}"}, {"id": "metagpt/environment.py:module:typing"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Iterable\",\"Set\"]}}"}, {"id": "metagpt/environment.py:names:['Iterable', 'Set']"}, {"id": "metagpt/environment.py:module:pydantic"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"SerializeAsAny\",\"model_validator\"]}}"}, {"id": "metagpt/environment.py:names:['BaseModel', 'ConfigDict', 'Field', 'SerializeAsAny', 'model_validator']"}, 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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"}, {"id": "{\"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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"{\"lineno\":32,\"end_lineno\":32,\"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\":33,\"end_lineno\":39,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"CODE_PLAN_AND_CHANGE_FILE_REPO\",\"CODE_PLAN_AND_CHANGE_FILENAME\",\"REQUIREMENT_FILENAME\",\"SYSTEM_DESIGN_FILE_REPO\",\"TASK_FILE_REPO\"]}}"}, {"id": "metagpt/roles/engineer.py:names:['CODE_PLAN_AND_CHANGE_FILE_REPO', 'CODE_PLAN_AND_CHANGE_FILENAME', 'REQUIREMENT_FILENAME', 'SYSTEM_DESIGN_FILE_REPO', 'TASK_FILE_REPO']"}, {"id": "metagpt/roles/engineer.py:module:metagpt.logs"}, {"id": "{\"lineno\":40,\"end_lineno\":40,\"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\":41,\"end_lineno\":41,\"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\":42,\"end_lineno\":49,\"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\":50,\"end_lineno\":50,\"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\":52,\"end_lineno\":59,\"type_name\":\"ast.Assign\",\"tokens\":[\"IS_PASS_PROMPT\"],\"properties\":{}}"}, {"id": "{\"lineno\":62,\"end_lineno\":360,\"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: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": 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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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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. 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{"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"model_validator\"]}}"}, {"id": "metagpt/actions/action.py:names:['BaseModel', 'ConfigDict', 'Field', 'model_validator']"}, {"id": "metagpt/actions/action.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/action.py:names:['ActionNode']"}, {"id": "metagpt/actions/action.py:module:metagpt.context_mixin"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.context_mixin\",\"names\":[\"ContextMixin\"]}}"}, {"id": "metagpt/actions/action.py:names:['ContextMixin']"}, {"id": "metagpt/actions/action.py:module:metagpt.schema"}, {"id": "{\"lineno\":17,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"CodePlanAndChangeContext\",\"CodeSummarizeContext\",\"CodingContext\",\"RunCodeContext\",\"SerializationMixin\",\"TestingContext\"]}}"}, {"id": "metagpt/actions/action.py:names:['CodePlanAndChangeContext', 'CodeSummarizeContext', 'CodingContext', 'RunCodeContext', 'SerializationMixin', 'TestingContext']"}, {"id": "metagpt/actions/action.py:module:metagpt.utils.project_repo"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.project_repo\",\"names\":[\"ProjectRepo\"]}}"}, {"id": "metagpt/actions/action.py:names:['ProjectRepo']"}, {"id": "{\"lineno\":28,\"end_lineno\":106,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Action\"],\"properties\":{}}"}, {"id": "metagpt/actions/execute_task.py:ast.Constant:\n@Time : 2023/9/13 12:26\n@Author : femto Zheng\n@File : 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. Move the generation logic of the project name to WritePRD.\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:__future__"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"__future__\",\"names\":[\"annotations\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['annotations']"}, {"id": "metagpt/actions/write_prd.py:json"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.Import\",\"tokens\":[\"json\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_prd.py:module:pathlib"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['Path']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.actions"}, {"id": 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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": "{\"lineno\":35,\"end_lineno\":35,\"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\":36,\"end_lineno\":36,\"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\":37,\"end_lineno\":37,\"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": 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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/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": 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"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_requirements"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_pytest"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_dependencies"}, {"id": "metagpt/actions/run_code.py:PROMPT_TEMPLATE"}, {"id": "metagpt/actions/run_code.py:TEMPLATE_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. 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"{\"lineno\":121,\"end_lineno\":199,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WriteCodeReview\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_teaching_plan.py:WriteTeachingPlanPart:_set_result"}, {"id": "metagpt/actions/write_teaching_plan.py:WriteTeachingPlanPart:__str__"}, {"id": "metagpt/actions/write_teaching_plan.py:WriteTeachingPlanPart:__repr__"}, {"id": "metagpt/actions/write_teaching_plan.py:ast.Constant:\n@Time : 2023/7/27\n@Author : mashenquan\n@File : write_teaching_plan.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/7/27\\n@Author : mashenquan\\n@File : write_teaching_plan.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_teaching_plan.py:module:typing"}, {"id": "metagpt/actions/write_teaching_plan.py:names:['Optional']"}, {"id": "metagpt/actions/write_teaching_plan.py:module:metagpt.actions"}, {"id": "metagpt/actions/write_teaching_plan.py:names:['Action']"}, {"id": 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project_management_an.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management_an.py:module:typing"}, {"id": "metagpt/actions/project_management_an.py:names:['List']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.actions.action_node"}, {"id": "metagpt/actions/project_management_an.py:names:['ActionNode']"}, {"id": "metagpt/actions/project_management_an.py:module:metagpt.logs"}, {"id": "metagpt/actions/project_management_an.py:names:['logger']"}, {"id": "{\"lineno\":13,\"end_lineno\":18,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_PYTHON_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":20,\"end_lineno\":25,\"type_name\":\"ast.Assign\",\"tokens\":[\"REQUIRED_OTHER_LANGUAGE_PACKAGES\"],\"properties\":{}}"}, {"id": "{\"lineno\":27,\"end_lineno\":36,\"type_name\":\"ast.Assign\",\"tokens\":[\"LOGIC_ANALYSIS\"],\"properties\":{}}"}, {"id": 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{"id": "{\"lineno\":110,\"end_lineno\":118,\"type_name\":\"ast.Assign\",\"tokens\":[\"REFINED_NODES\"],\"properties\":{}}"}, {"id": "{\"lineno\":120,\"end_lineno\":120,\"type_name\":\"ast.Assign\",\"tokens\":[\"PM_NODE\"],\"properties\":{}}"}, {"id": "{\"lineno\":121,\"end_lineno\":121,\"type_name\":\"ast.Assign\",\"tokens\":[\"REFINED_PM_NODE\"],\"properties\":{}}"}, {"id": "{\"lineno\":124,\"end_lineno\":128,\"type_name\":\"ast.FunctionDef\",\"tokens\":[\"main\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management_an.py:__name__:__main__"}, {"id": "{\"lineno\":131,\"end_lineno\":132,\"type_name\":\"ast.If\",\"tokens\":[\"__name__\",\"__main__\"],\"properties\":{}}"}, {"id": "metagpt/actions/project_management.py:WriteTasks:_update_tasks"}, {"id": "metagpt/actions/project_management.py:WriteTasks:_run_new_tasks"}, {"id": "metagpt/actions/project_management.py:WriteTasks:_merge"}, {"id": "metagpt/actions/project_management.py:WriteTasks:_update_requirements"}, {"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": "{\"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. 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. 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\"],\"properties\":{}}"}, {"id": "metagpt/actions/action_node.py:json"}, {"id": "metagpt/actions/action_node.py:module:enum"}, {"id": "metagpt/actions/action_node.py:names:['Enum']"}, {"id": "metagpt/actions/action_node.py:module:typing"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Dict\",\"List\",\"Optional\",\"Tuple\",\"Type\",\"Union\"]}}"}, {"id": "metagpt/actions/action_node.py:names:['Any', 'Dict', 'List', 'Optional', 'Tuple', 'Type', 'Union']"}, {"id": "metagpt/actions/action_node.py:module:pydantic"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"Field\",\"create_model\",\"model_validator\"]}}"}, {"id": 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write_code_plan_and_change_an.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:os"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:module:pydantic"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:names:['Field']"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:module:metagpt.actions.action"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action\",\"names\":[\"Action\"]}}"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:names:['Action']"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/write_code_plan_and_change_an.py:names:['ActionNode']"}, {"id": 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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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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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Input(BaseModel): language: str agent_description: str cause_by: str + agent_skills: list + + agent_skills = [ + {"id": 1, "name": "text_to_speech", "type": "builtin", "config": {}, "enabled": True}, + {"id": 2, "name": "text_to_image", "type": "builtin", "config": {}, "enabled": True}, + {"id": 3, "name": "ai_call", "type": "builtin", "config": {}, "enabled": True}, + {"id": 3, "name": "data_analysis", "type": "builtin", "config": {}, "enabled": True}, + {"id": 5, "name": "crawler", "type": "builtin", "config": {"engine": "ddg"}, "enabled": True}, + {"id": 6, "name": "knowledge", "type": "builtin", "config": {}, "enabled": True}, + {"id": 6, "name": "web_search", "type": "builtin", "config": {}, "enabled": True}, + ] inputs = [ { @@ -48,6 +59,7 @@ class Input(BaseModel): "language": "English", "agent_description": "chatterbox", "cause_by": any_to_str(TalkAction), + "agent_skills": [], }, { "memory": { @@ -65,24 +77,16 @@ class Input(BaseModel): "language": "English", "agent_description": "painter", "cause_by": any_to_str(SkillAction), + "agent_skills": agent_skills, }, ] - agent_skills = [ - {"id": 1, "name": "text_to_speech", "type": "builtin", "config": {}, "enabled": True}, - {"id": 2, "name": "text_to_image", "type": "builtin", "config": {}, "enabled": True}, - {"id": 3, "name": "ai_call", "type": "builtin", "config": {}, "enabled": True}, - {"id": 3, "name": "data_analysis", "type": "builtin", "config": {}, "enabled": True}, - {"id": 5, "name": "crawler", "type": "builtin", "config": {"engine": "ddg"}, "enabled": True}, - {"id": 6, "name": "knowledge", "type": "builtin", "config": {}, "enabled": True}, - {"id": 6, "name": "web_search", "type": "builtin", "config": {}, "enabled": True}, - ] for i in inputs: seed = Input(**i) role = Assistant(language="Chinese", context=context) role.context.kwargs.language = seed.language role.context.kwargs.agent_description = seed.agent_description - role.context.kwargs.agent_skills = agent_skills + role.context.kwargs.agent_skills = seed.agent_skills role.memory = seed.memory # Restore historical conversation content. while True: From e14b43adcdd222e3ee895312be6a9e7839f6b4df Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Tue, 20 Feb 2024 23:38:53 +0800 Subject: [PATCH 34/34] fixbug: class view --- metagpt/actions/rebuild_class_view.py | 15 +++++- metagpt/actions/rebuild_sequence_view.py | 50 ++++++++++++++++++- metagpt/repo_parser.py | 6 +-- metagpt/schema.py | 2 + .../actions/test_rebuild_class_view.py | 8 +++ 5 files changed, 73 insertions(+), 8 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index aeff6b42c..eb3133604 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -65,15 +65,18 @@ async def run(self, with_messages=None, format=config.prompt_schema): await self._create_mermaid_class_views() await self.graph_db.save() - async def _create_mermaid_class_views(self): + 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 / self.context.git_repo.workdir.name - async with aiofiles.open(str(pathname.with_suffix(".mmd")), mode="w", encoding="utf-8") as writer: + filename = str(pathname.with_suffix(".mmd")) + async with aiofiles.open(filename, mode="w", encoding="utf-8") as writer: content = "classDiagram\n" logger.debug(content) await writer.write(content) @@ -94,6 +97,14 @@ async def _create_mermaid_class_views(self): relationship_distinct.update(distinct) logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_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. diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index ef0b88889..aad7eb45b 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -93,7 +93,10 @@ async def run(self, with_messages=None, format=config.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"))) - entries = await self._search_main_entry() + if not self.i_context: + entries = await self._search_main_entry() + else: + entries = [SPO(subject=self.i_context + ":__name__:__main__", predicate="", object_="")] for entry in entries: await self._rebuild_main_sequence_view(entry) while await self._merge_sequence_view(entry): @@ -139,7 +142,7 @@ async def _rebuild_main_sequence_view(self, entry: SPO): use_case_blocks = [] for c in classes: use_cases = await self._get_class_use_cases(c.subject) - use_case_blocks.extend(use_cases) + use_case_blocks.append(use_cases) prompt_blocks = ["## Use Cases\n" + "\n".join(use_case_blocks)] block = "## Participants\n" for p in participants: @@ -238,6 +241,15 @@ async def _rebuild_use_case(self, ns_class_name: str): 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: @@ -253,6 +265,38 @@ async def _rebuild_use_case(self, ns_class_name: str): prompt_blocks.append(block) prompt = "\n---\n".join(prompt_blocks) + # class _UseCase(BaseModel): + # description: str = Field(default="...", description="Describes about what the use case to do") + # inputs: List[str] = Field(default=["input name 1", "input name 2"], + # description="Lists the input names of the use case from external sources") + # outputs: List[str] = Field(default=["output name 1", "output name 2"], + # description="Lists the output names of the use case to external sources") + # actors: List[str] = Field(default=["actor name 1", "actor name 2"], + # description="Lists the participant actors of the use case") + # steps: List[str] = Field(default=["Step 1", "Step 2"], + # description="Lists the steps about how the use case works step by step") + # reason: str = Field(default="Because ...", + # description="Explaining under what circumstances would the external system execute this use case.") + # + # + # class _UseCaseList(BaseModel): + # description: str = Field(default="...", + # description="A summary explains what the whole source code want to do") + # use_cases: List[_UseCase] = Field(default=[ + # { + # "description": "Describes about what the use case to do", + # "inputs": ["input name 1", "input name 2"], + # "outputs": ["output name 1", "output name 2"], + # "actors": ["actor name 1", "actor name 2"], + # "steps": ["Step 1", "Step 2"], + # "reason": "Because ..." + # } + # ], description="List all use cases.") + # relationship: List[str] = Field(default=["use case 1 ..."], + # description="Lists all the descriptions of relationship among these use cases") + + # rsp = await ActionNode.from_pydantic(_UseCaseList).fill(context=prompt, llm=self.llm) + rsp = await self.llm.aask( msg=prompt, system_msgs=[ @@ -452,6 +496,8 @@ def _get_full_filename(root: str | Path, pathname: str | Path) -> Path | None: "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: diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index bbbbb955d..15842fdfb 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -950,12 +950,10 @@ def _repair_namespaces( 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: str, mappings: Dict[str, str]) -> str: diff --git a/metagpt/schema.py b/metagpt/schema.py index 67cadd6c3..7906febe0 100644 --- a/metagpt/schema.py +++ b/metagpt/schema.py @@ -773,4 +773,6 @@ def load_dot_class_info(cls, dot_class_info: DotClassInfo) -> UMLClassView: 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/tests/metagpt/actions/test_rebuild_class_view.py b/tests/metagpt/actions/test_rebuild_class_view.py index 403109cc0..3731cd598 100644 --- a/tests/metagpt/actions/test_rebuild_class_view.py +++ b/tests/metagpt/actions/test_rebuild_class_view.py @@ -23,6 +23,8 @@ async def test_rebuild(context): context=context, ) await action.run() + rows = await action.graph_db.select() + assert rows assert context.repo.docs.graph_repo.changed_files @@ -45,6 +47,12 @@ def test_align_path(path, direction, diff, want): ("/Users/x/github/MetaGPT/metagpt", "/Users/x/github/MetaGPT/metagpt", "=", "."), ("/Users/x/github/MetaGPT", "/Users/x/github/MetaGPT/metagpt", "-", "metagpt"), ("/Users/x/github/MetaGPT/metagpt", "/Users/x/github/MetaGPT", "+", "metagpt"), + ( + "/Users/x/github/MetaGPT-env/lib/python3.9/site-packages/moviepy", + "/Users/x/github/MetaGPT-env/lib/python3.9/site-packages/", + "+", + "moviepy", + ), ], ) def test_diff_path(path_root, package_root, want_direction, want_diff):