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 001/108] feat: + class view feat: +retry --- metagpt/actions/rebuild_class_view.py | 69 +++++----- 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 | 17 +-- 6 files changed, 182 insertions(+), 77 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 @@ from metagpt.utils.graph_repository import GraphKeyword, GraphRepository 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 @@ class RebuildClassView(Action): logger.debug(content) await writer.write(content) # class names - rows = await graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) + rows = await self.graph_db.select(predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS) class_distinct = set() relationship_distinct = set() for r in rows: - await RebuildClassView._create_mermaid_class(r.subject, graph_db, writer, class_distinct) + content = await self._create_mermaid_class(r.subject) + if content: + await writer.write(content) + class_distinct.add(r.subject) for r in rows: - await RebuildClassView._create_mermaid_relationship(r.subject, graph_db, writer, relationship_distinct) + content, distinct = await self._create_mermaid_relationship(r.subject) + if content: + logger.debug(content) + await writer.write(content) + relationship_distinct += distinct + logger.info(f"classes: {len(class_distinct)}, relationship: {len(relationship_distinct)}") - @staticmethod - async def _create_mermaid_class(ns_class_name, graph_db, file_writer, distinct): + 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 @@ class RebuildClassView(Action): AGGREGATION: " o-- ", } content = "" + distinct = set() for p, v in predicates.items(): - rows = await graph_db.select(subject=ns_class_name, predicate=p) + rows = await self.graph_db.select(subject=ns_class_name, predicate=p) for r in rows: o_fields = split_namespace(r.object_) if len(o_fields) > 2: @@ -121,13 +130,11 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class DiGraphRepository(GraphRepository): 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 @@ class DiGraphRepository(GraphRepository): result.append(SPO(subject=s, predicate=p, object_=o)) return result + async def delete(self, subject: str = None, predicate: str = None, object_: str = None) -> int: + 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" @@ -55,18 +56,18 @@ class GraphRepository(ABC): async def insert(self, subject: str, predicate: str, object_: str): pass - @abstractmethod - async def upsert(self, subject: str, predicate: str, object_: str): - pass - - @abstractmethod - async def update(self, subject: str, predicate: str, object_: str): - pass - @abstractmethod async def select(self, subject: str = None, predicate: str = None, object_: str = None) -> List[SPO]: pass + @abstractmethod + async def delete(self, subject: str = None, predicate: str = None, object_: str = None) -> int: + pass + + @abstractmethod + async def save(self): + pass + @property def name(self) -> str: return self._repo_name 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 002/108] 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 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.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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 003/108] 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 tenacity import retry, stop_after_attempt, wait_random_exponential 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 RebuildSequenceView(Action): ) 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 004/108] 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 @@ class RebuildClassView(Action): 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.const import GRAPH_REPO_FILE_REPO 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 005/108] fixbug: class view fixbug: method type, feat: add compotition&aggregation --- metagpt/actions/rebuild_class_view.py | 129 ++++-------- 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, 510 insertions(+), 161 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 @@ from metagpt.const import ( GRAPH_REPO_FILE_REPO, ) from metagpt.logs import logger -from metagpt.repo_parser import RepoParser -from metagpt.schema import ClassAttribute, ClassMethod, ClassView -from metagpt.utils.common import split_namespace +from metagpt.repo_parser import DotClassInfo, RepoParser +from metagpt.schema import 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 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): # 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) + 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 graph db + # 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 @@ class RebuildClassView(Action): 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 @@ from __future__ import annotations 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 @@ class RebuildSequenceView(Action): 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 RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 pathlib import Path from typing import Dict, List, Optional import pandas as pd -from pydantic import BaseModel, Field +from pydantic import BaseModel, Field, field_validator from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION from metagpt.logs import logger @@ -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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): @staticmethod def _repair_namespaces( - class_views: List[ClassInfo], relationship_views: List[ClassRelationship], path: str | Path - ) -> (List[ClassInfo], List[ClassRelationship], str): + class_views: List[DotClassInfo], relationship_views: List[DotClassRelationship], path: str | Path + ) -> (List[DotClassInfo], List[DotClassRelationship], str): 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 @@ class ClassMethod(ClassMeta): 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 @@ class GraphRepository(ABC): for fn in methods: await graph_db.insert( subject=concat_namespace(file_info.file, class_name), - predicate=GraphKeyword.HAS_CLASS_FUNCTION, + predicate=GraphKeyword.HAS_CLASS_METHOD, object_=concat_namespace(file_info.file, class_name, fn), ) await graph_db.insert( subject=concat_namespace(file_info.file, class_name, fn), predicate=GraphKeyword.IS, - object_=GraphKeyword.CLASS_FUNCTION, + object_=GraphKeyword.CLASS_METHOD, ) for f in file_info.functions: # file -> function @@ -134,7 +134,7 @@ class GraphRepository(ABC): ) @staticmethod - async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_views: List[ClassInfo]): + async def update_graph_db_with_class_views(graph_db: "GraphRepository", class_views: List[DotClassInfo]): 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 @@ class GraphRepository(ABC): predicate=GraphKeyword.IS, object_=GraphKeyword.CLASS, ) + await graph_db.insert(subject=c.package, predicate=GraphKeyword.HAS_DETAIL, object_=c.model_dump_json()) for vn, vt in c.attributes.items(): # class -> property await graph_db.insert( @@ -161,32 +162,40 @@ class GraphRepository(ABC): object_=GraphKeyword.CLASS_PROPERTY, ) await graph_db.insert( - subject=concat_namespace(c.package, vn), predicate=GraphKeyword.HAS_TYPE_DESC, object_=vt + subject=concat_namespace(c.package, vn), + predicate=GraphKeyword.HAS_DETAIL, + object_=vt.model_dump_json(), ) - for fn, desc in c.methods.items(): - if "" in desc and "" not in desc: - logger.error(desc) + for fn, ft in c.methods.items(): # class -> function await graph_db.insert( subject=c.package, - predicate=GraphKeyword.HAS_CLASS_FUNCTION, + predicate=GraphKeyword.HAS_CLASS_METHOD, object_=concat_namespace(c.package, fn), ) # function detail await graph_db.insert( subject=concat_namespace(c.package, fn), predicate=GraphKeyword.IS, - object_=GraphKeyword.CLASS_FUNCTION, + object_=GraphKeyword.CLASS_METHOD, ) await graph_db.insert( subject=concat_namespace(c.package, fn), - predicate=GraphKeyword.HAS_ARGS_DESC, - object_=desc, + predicate=GraphKeyword.HAS_DETAIL, + object_=ft.model_dump_json(), + ) + for i in c.compositions: + await graph_db.insert( + subject=c.package, predicate=GraphKeyword.IS_COMPOSITE_OF, object_=concat_namespace("?", i) + ) + for i in c.aggregations: + await graph_db.insert( + subject=c.package, predicate=GraphKeyword.IS_AGGREGATE_OF, object_=concat_namespace("?", i) ) @staticmethod async def update_graph_db_with_class_relationship_views( - graph_db: "GraphRepository", relationship_views: List[ClassRelationship] + graph_db: "GraphRepository", relationship_views: List[DotClassRelationship] ): for r in relationship_views: await graph_db.insert( @@ -199,3 +208,23 @@ class GraphRepository(ABC): predicate=GraphKeyword.IS + r.relationship + GraphKeyword.ON, object_=concat_namespace(r.dest, r.label), ) + + @staticmethod + async def rebuild_composition_relationship(graph_db: "GraphRepository"): + 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, 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Add an archiving operation after completing the project, as specified in\n Section 2.2.3.3 of RFC 135.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/12 00:30\\n@Author : alexanderwu\\n@File : team.py\\n@Modified By: mashenquan, 2023/11/27. 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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:pathlib"}, {"id": "metagpt/environment.py:names:['Path']"}, {"id": "metagpt/environment.py:module:typing"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"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\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"BaseModel\",\"ConfigDict\",\"Field\",\"SerializeAsAny\",\"model_validator\"]}}"}, {"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": 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Remove global configuration `CONFIG`, enable configuration support for business isolation.\n"}, {"id": "metagpt/tools/web_browser_engine.py:module:__future__"}, {"id": "metagpt/tools/web_browser_engine.py:names:['annotations']"}, {"id": "metagpt/tools/web_browser_engine.py:importlib"}, {"id": "metagpt/tools/web_browser_engine.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Any\",\"Callable\",\"Coroutine\",\"overload\"]}}"}, {"id": "metagpt/tools/web_browser_engine.py:names:['Any', 'Callable', 'Coroutine', 'overload']"}, {"id": "metagpt/tools/web_browser_engine.py:module:metagpt.config"}, {"id": "metagpt/tools/web_browser_engine.py:names:['CONFIG']"}, {"id": "metagpt/tools/web_browser_engine.py:module:metagpt.tools"}, {"id": 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{"id": "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": 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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": 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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. 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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": 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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 006/108] 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.const import ( ) 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 @@ class RebuildClassView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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() + ) - 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 _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 + + 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_) + async def _merge_sequence_view(self, entry) -> bool: + new_participant = await self._search_new_participant(entry) + if not new_participant: + return False - 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 - - 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 @@ class RebuildSequenceView(Action): @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) - - ns_class_names = {} + 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: - ns, class_name = split_namespace(r.subject) - if class_name in class_names: - 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: + _, 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 - 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 + return p + return None - @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 _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) + 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 - 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 + participant = participants[0] + await self._rebuild_use_case(participant.subject) + + 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 @@ from metagpt.const import ( 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 @@ class UMLClassView(UMLClassMeta): 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 007/108] 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class DotClassAttribute(BaseModel): } 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 008/108] 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): "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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): _, 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 @@ class RebuildSequenceView(Action): 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 009/108] 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 @@ class TestGetProjectRoot: ], ) 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 010/108] 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 aiofiles 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 011/108] 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 langchain.text_splitter import CharacterTextSplitter 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 @@ class IndexableDocument(Document): if isinstance(data, pd.DataFrame): validate_cols(content_col, data) return cls(data=data, content=str(data), content_col=content_col, meta_col=meta_col) - else: + try: content = data_path.read_text() - return cls(data=data, content=content, content_col=content_col, meta_col=meta_col) + except Exception as e: + logger.debug(f"Load {str(data_path)} error: {e}") + content = "" + return cls(data=data, content=content, content_col=content_col, meta_col=meta_col) def _get_docs_and_metadatas_by_df(self) -> (list, list): df = self.data diff --git a/setup.py b/setup.py index cc8112ba9..2b16e2cd1 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr setup( name="metagpt", - version="0.6.6", + 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 012/108] 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 @@ class ArgumentsParingAction(Action): async def run(self, with_message=None, **kwargs) -> Message: prompt = self.prompt - rsp = await self.llm.aask(msg=prompt, system_msgs=[]) + rsp = await self.llm.aask( + msg=prompt, + system_msgs=["You are a function parser. You can convert spoken words into function parameters."], + ) 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 @@ class BrainMemory(BaseModel): @staticmethod async def _openai_is_related(text1, text2, llm, **kwargs): - command = ( - f"{text2}\n\nIs there any sentence above related to the following sentence: {text1}.\nIf is there " - "any relevance, return [TRUE] brief and clear. Otherwise, return [FALSE] brief and clear." + context = f"## Paragraph 1\n{text2}\n---\n## Paragraph 2\n{text1}\n" + rsp = await llm.aask( + msg=context, + system_msgs=[ + "You are a tool capable of determining whether two paragraphs are semantically related." + 'Return "TRUE" if "Paragraph 1" is semantically relevant to "Paragraph 2", otherwise return "FALSE".' + ], ) - 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 @@ class BrainMemory(BaseModel): @staticmethod async def _openai_rewrite(sentence: str, context: str, llm): - command = ( - f"{context}\n\nExtract relevant information from every preceding sentence and use it to succinctly " - f"supplement or rewrite the following text in brief and clear:\n{sentence}" + prompt = f"## Context\n{context}\n---\n## Sentence\n{sentence}\n" + rsp = await llm.aask( + msg=prompt, + system_msgs=[ + 'You are a tool augmenting the "Sentence" with information from the "Context".', + "Do not supplement the context with information that is not present, especially regarding the subject and object.", + "Return the augmented sentence.", + ], ) - 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 @@ class BrainMemory(BaseModel): """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 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr 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 013/108] 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 @@ class BrainMemory(BaseModel): 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 014/108] 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.logs import logger 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 @@ class RebuildSequenceView(Action): ], ) 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): ) 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 @@ CODE_SUMMARIES_PDF_FILE_REPO = "resources/code_summary" 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 @@ class DotClassAttribute(BaseModel): 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 @@ class DotClassAttribute(BaseModel): 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 @@ class DotClassAttribute(BaseModel): } 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 traceback 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 @@ class DiGraphRepository(GraphRepository): 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 @@ class GraphRepository(ABC): 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 @@ from metagpt.const import ( 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 @@ class ResourceFileRepositories(FileRepository): 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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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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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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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 @@ from metagpt.utils.graph_repository import SPO @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 015/108] 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 @@ class VisualDiGraphRepo(VisualGraphRepo): 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 @@ from pathlib import Path 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 016/108] 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 @@ class CostManager(BaseModel): completion_tokens (int): The number of tokens used in the completion. model (str): The model used for the API call. """ + if prompt_tokens + completion_tokens == 0: + 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 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr 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 017/108] 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 @@ from metagpt.utils.graph_repository import GraphKeyword, GraphRepository 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 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): 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 @@ class RebuildClassView(Action): @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 @@ class RebuildClassView(Action): return "=", "." @staticmethod - def _align_root(path: str, direction: str, diff_path: str): + def _align_root(path: str, direction: str, diff_path: str) -> str: + """Aligns the path to the same root represented by `diff_path`. + + Args: + path (str): The path to be aligned. + direction (str): The direction of alignment ('+', '-', '='). + diff_path (str): The path representing the difference. + + Returns: + str: The aligned path. + """ 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.di_graph_repository import DiGraphRepository 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): ) 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): ) 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): 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 @@ class RebuildSequenceView(Action): @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 @@ class RebuildSequenceView(Action): @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 @@ class RebuildSequenceView(Action): 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 @@ from metagpt.utils.exceptions import handle_exception class RepoFileInfo(BaseModel): + """ + Repository data element that represents information about a file. + + Attributes: + file (str): The name or path of the file. + classes (List): A list of class names present in the file. + functions (List): A list of function names present in the file. + globals (List): A list of global variable names present in the file. + page_info (List): A list of page-related information associated with the file. + """ + file: str classes: List = Field(default_factory=list) functions: List = Field(default_factory=list) @@ -32,6 +47,17 @@ class RepoFileInfo(BaseModel): class CodeBlockInfo(BaseModel): + """ + Repository data element representing information about a code block. + + Attributes: + lineno (int): The starting line number of the code block. + end_lineno (int): The ending line number of the code block. + type_name (str): The type or category of the code block. + tokens (List): A list of tokens present in the code block. + properties (Dict): A dictionary containing additional properties associated with the code block. + """ + lineno: int end_lineno: int type_name: str @@ -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 @@ class DotClassAttribute(BaseModel): @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 @@ class DotClassAttribute(BaseModel): @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 @@ class DotClassAttribute(BaseModel): @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 @@ class DotReturn(BaseModel): @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 @@ class DotClassMethod(BaseModel): @staticmethod def _parse_name(v: str) -> str: + """ + Parses the dot format method name part and returns the method name. + + Args: + v (str): The dot format text containing the method name part to be parsed. + + Returns: + str: The parsed method name. + """ tags = [">", " List[DotClassAttribute]: + """ + Parses the dot format method arguments part and returns the parsed arguments. + + Args: + v (str): The dot format text containing the arguments part to be parsed. + + Returns: + str: The parsed method arguments. + """ if not v: return [] parts = [] @@ -265,16 +433,40 @@ class DotClassMethod(BaseModel): 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 @@ class RepoParser(BaseModel): return file_info def generate_symbols(self) -> List[RepoFileInfo]: + """ + Builds a symbol repository from '.py' and '.js' files in the project directory. + + Returns: + List[RepoFileInfo]: A list of RepoFileInfo objects containing the extracted information. + """ files_classes = [] directory = self.base_directory @@ -306,19 +504,38 @@ class RepoParser(BaseModel): return files_classes - def generate_json_structure(self, output_path): - """Generate a JSON file documenting the repository structure.""" + def generate_json_structure(self, output_path: Path): + """ + Generates a JSON file documenting the repository structure. + + Args: + output_path (Path): The path to the JSON file to be generated. + """ files_classes = [i.model_dump() for i in self.generate_symbols()] output_path.write_text(json.dumps(files_classes, indent=4)) - def generate_dataframe_structure(self, output_path): - """Generate a DataFrame documenting the repository structure and save as CSV.""" + def generate_dataframe_structure(self, output_path: Path): + """ + Generates a DataFrame documenting the repository structure and saves it as a CSV file. + + Args: + output_path (Path): The path to the CSV file to be generated. + """ files_classes = [i.model_dump() for i in self.generate_symbols()] df = pd.DataFrame(files_classes) df.to_csv(output_path, index=False) - def generate_structure(self, output_path=None, mode="json") -> Path: - """Generate the structure of the repository as a specified format.""" + def generate_structure(self, output_path: str | Path = None, mode="json") -> Path: + """ + Generates the structure of the repository in a specified format. + + Args: + output_path (str | Path): The path to the output file or directory. Default is None. + mode (str): The output format mode. Options: "json" (default), "csv", etc. + + Returns: + Path: The path to the generated output file or directory. + """ output_file = self.base_directory / f"{self.base_directory.name}-structure.{mode}" output_path = Path(output_path) if output_path else output_file @@ -330,6 +547,16 @@ class RepoParser(BaseModel): @staticmethod def node_to_str(node) -> CodeBlockInfo | None: + """ + Parses and converts an Abstract Syntax Tree (AST) node to a CodeBlockInfo object. + + Args: + node: The AST node to be converted. + + Returns: + CodeBlockInfo | None: A CodeBlockInfo object representing the parsed AST node, + or None if the conversion fails. + """ if isinstance(node, ast.Try): return None if any_to_str(node) == any_to_str(ast.Expr): @@ -370,6 +597,15 @@ class RepoParser(BaseModel): @staticmethod def _parse_expr(node) -> List: + """ + Parses an expression Abstract Syntax Tree (AST) node. + + Args: + node: The AST node representing an expression. + + Returns: + List: A list containing the parsed information from the expression node. + """ funcs = { any_to_str(ast.Constant): lambda x: [any_to_str(x.value), RepoParser._parse_variable(x.value)], any_to_str(ast.Call): lambda x: [any_to_str(x.value), RepoParser._parse_variable(x.value.func)], @@ -381,12 +617,30 @@ class RepoParser(BaseModel): @staticmethod def _parse_name(n): + """ + Gets the 'name' value of an Abstract Syntax Tree (AST) node. + + Args: + n: The AST node. + + Returns: + The 'name' value of the AST node. + """ if n.asname: return f"{n.name} as {n.asname}" return n.name @staticmethod def _parse_if(n): + """ + Parses an 'if' statement Abstract Syntax Tree (AST) node. + + Args: + n: The AST node representing an 'if' statement. + + Returns: + None or Parsed information from the 'if' statement node. + """ tokens = [] try: if isinstance(n.test, ast.BoolOp): @@ -409,6 +663,15 @@ class RepoParser(BaseModel): @staticmethod def _parse_if_compare(n): + """ + Parses an 'if' condition Abstract Syntax Tree (AST) node. + + Args: + n: The AST node representing an 'if' condition. + + Returns: + None or Parsed information from the 'if' condition node. + """ if hasattr(n, "left"): return RepoParser._parse_variable(n.left) else: @@ -416,6 +679,15 @@ class RepoParser(BaseModel): @staticmethod def _parse_variable(node): + """ + Parses a variable Abstract Syntax Tree (AST) node. + + Args: + node: The AST node representing a variable. + + Returns: + None or Parsed information from the variable node. + """ try: funcs = { any_to_str(ast.Constant): lambda x: x.value, @@ -435,9 +707,27 @@ class RepoParser(BaseModel): @staticmethod def _parse_assign(node): + """ + Parses an assignment Abstract Syntax Tree (AST) node. + + Args: + node: The AST node representing an assignment. + + Returns: + None or Parsed information from the assignment node. + """ return [RepoParser._parse_variable(t) for t in node.targets] async def rebuild_class_views(self, path: str | Path = None): + """ + Executes `pylint` to reconstruct the dot format class view repository file. + + Args: + path (str | Path): The path to the target directory or file. Default is None. + + Returns: + None + """ if not path: path = self.base_directory path = Path(path) @@ -458,7 +748,17 @@ class RepoParser(BaseModel): packages_pathname.unlink(missing_ok=True) return class_views, relationship_views, package_root - async def _parse_classes(self, class_view_pathname): + @staticmethod + async def _parse_classes(class_view_pathname: Path) -> List[DotClassInfo]: + """ + Parses a dot format class view repository file. + + Args: + class_view_pathname (Path): The path to the dot format class view repository file. + + Returns: + List[DotClassInfo]: A list of DotClassInfo objects representing the parsed classes. + """ class_views = [] if not class_view_pathname.exists(): return class_views @@ -490,7 +790,17 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): return relationship_views @staticmethod - def _split_class_line(line): + def _split_class_line(line: str) -> (str, str): + """ + Parses a dot format line about class info and returns the class name part and class members part. + + Args: + line (str): The dot format line containing class information. + + Returns: + Tuple[str, str]: A tuple containing the class name part and class members part. + """ part_splitor = '" [' if part_splitor not in line: return None, None @@ -522,7 +841,17 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): return ret @staticmethod - def _get_label(line): + def _get_label(line: str) -> str: + """ + Parses a dot format line and returns the label information. + + Args: + line (str): The dot format line containing label information. + + Returns: + str: The label information parsed from the line. + """ tag = 'label="' if tag not in line: return "" @@ -557,6 +895,15 @@ class RepoParser(BaseModel): @staticmethod def _create_path_mapping(path: str | Path) -> Dict[str, str]: + """ + Creates a mapping table between source code files' paths and module names. + + Args: + path (str | Path): The path to the source code files or directory. + + Returns: + Dict[str, str]: A dictionary mapping source code file paths to their corresponding module names. + """ mappings = { str(path).replace("/", "."): str(path), } @@ -582,6 +929,19 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): return "." + full_key[0:ix] -def is_func(node): +def is_func(node) -> bool: + """ + Returns True if the given node represents a function. + + Args: + node: The Abstract Syntax Tree (AST) node. + + Returns: + bool: True if the node represents a function, False otherwise. + """ return isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)) diff --git a/metagpt/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 @@ from metagpt.utils.graph_repository import GraphKeyword, GraphRepository class _VisualClassView(BaseModel): + """Protected class used by VisualGraphRepo internally. + + Attributes: + package (str): The package associated with the class. + uml (Optional[UMLClassView]): Optional UMLClassView associated with the class. + generalizations (List[str]): List of generalizations for the class. + compositions (List[str]): List of compositions for the class. + aggregations (List[str]): List of aggregations for the class. + """ + package: str uml: Optional[UMLClassView] = None generalizations: List[str] = Field(default_factory=list) compositions: List[str] = Field(default_factory=list) aggregations: List[str] = Field(default_factory=list) - def get_mermaid(self, align: int = 1): + 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 @@ class _VisualClassView(BaseModel): @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 @@ class VisualDiGraphRepo(VisualGraphRepo): 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 @@ class VisualDiGraphRepo(VisualGraphRepo): 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 @@ class VisualDiGraphRepo(VisualGraphRepo): @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 @@ class VisualDiGraphRepo(VisualGraphRepo): 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 018/108] 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 @@ from metagpt.utils.graph_repository import SPO, GraphRepository 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 @@ class DiGraphRepository(GraphRepository): 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 @@ class DiGraphRepository(GraphRepository): 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 @@ class DiGraphRepository(GraphRepository): await awrite(filename=pathname.with_suffix(".json"), data=data, encoding="utf-8") async def load(self, pathname: str | Path): + """Load a directed graph repository from a JSON file. + + 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 @@ class DiGraphRepository(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 @@ from metagpt.utils.common import concat_namespace, split_namespace class GraphKeyword: + """Basic words for a Graph database. + + This class defines a set of basic words commonly used in the context of a Graph database. + """ + IS = "is" OF = "Of" ON = "On" @@ -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 @@ class GraphRepository(ABC): @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 @@ class GraphRepository(ABC): 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 @@ class GraphRepository(ABC): @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 @@ class VisualGraphRepo(ABC): 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 019/108] 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 pydantic import BaseModel, Field, field_validator from metagpt.const import AGGREGATION, COMPOSITION, GENERALIZATION from metagpt.logs import logger -from metagpt.utils.common import any_to_str, aread +from metagpt.utils.common import any_to_str, aread, remove_white_spaces from metagpt.utils.exceptions import handle_exception @@ -117,7 +117,7 @@ class DotClassAttribute(BaseModel): 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 @@ class DotClassAttribute(BaseModel): 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 @@ class DotReturn(BaseModel): """ 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 020/108] 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 @@ class UMLClassMethod(UMLClassMeta): 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.actions.write_code import WriteCode 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 021/108] 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 @@ class Snake: """ +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) - +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 022/108] 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 023/108] 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 @@ class AzureOpenAILLM(OpenAILLM): 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 024/108] 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 @@ class Engineer(Role): 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 025/108] 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 @@ class Engineer(Role): 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 026/108] 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 @@ class Engineer(Role): 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 027/108] 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._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 @@ -43,8 +45,36 @@ class AzureOpenAILLM(OpenAILLM): 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 @@ TOKEN_COSTS = { "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 028/108] 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 @@ class AzureOpenAILLM(OpenAILLM): # 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 @@ class AzureOpenAILLM(OpenAILLM): 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 @@ class FireworksLLM(OpenAILLM): 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 @@ class GeminiLLM(BaseLLM): 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 @@ class GeminiLLM(BaseLLM): kwargs = {"contents": messages, "generation_config": GenerationConfig(temperature=0.3), "stream": stream} return kwargs - def _update_costs(self, usage: dict): - """update each request's token cost""" - if 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 @@ from metagpt.utils.exceptions import handle_exception @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 @@ class OllamaLLM(BaseLLM): 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 @@ from metagpt.utils.token_counter import count_message_tokens, count_string_token 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 @@ class OpenLLM(OpenAILLM): 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 @@ class OpenAILLM(BaseLLM): 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 @@ class OpenAILLM(BaseLLM): 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.base_llm import BaseLLM from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import log_and_reraise from metagpt.provider.zhipuai.zhipu_model_api import ZhiPuModelAPI +from metagpt.utils.cost_manager import CostManager class ZhiPuEvent(Enum): @@ -41,8 +43,10 @@ class ZhiPuAILLM(BaseLLM): 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 @@ class ZhiPuAILLM(BaseLLM): 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 @@ class CostManager(BaseModel): completion_tokens (int): The number of tokens used in the completion. model (str): The model used for the API call. """ - if prompt_tokens + completion_tokens == 0: + 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 @@ TOKEN_COSTS = { "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 029/108] 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 @@ class BaseLLM(ABC): {'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 @@ class OpenAILLM(BaseLLM): 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 030/108] 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 openai.types import CompletionUsage from metagpt.configs.llm_config import LLMType from metagpt.provider import OpenAILLM from metagpt.provider.llm_provider_registry import register_provider -from metagpt.utils.exceptions import handle_exception @register_provider(LLMType.METAGPT) @@ -19,7 +18,3 @@ class MetaGPTLLM(OpenAILLM): # 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 031/108] 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 @@ TOKEN_COSTS = { "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 13d6159468ce32ad0882d7da47e257184e811afc Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Sun, 4 Feb 2024 17:23:00 +0800 Subject: [PATCH 032/108] 1. remove CODE_PLAN_AND_CHANGE_FILENAME 2. add code_plan_and_change_doc to _new_code_actions --- metagpt/actions/write_code.py | 14 +++------- metagpt/actions/write_code_review.py | 34 ++++++++++--------------- metagpt/const.py | 1 - metagpt/roles/engineer.py | 38 ++++++++++++++++++++-------- metagpt/schema.py | 3 +-- 5 files changed, 46 insertions(+), 44 deletions(-) diff --git a/metagpt/actions/write_code.py b/metagpt/actions/write_code.py index 0b86ac1bb..feb15657d 100644 --- a/metagpt/actions/write_code.py +++ b/metagpt/actions/write_code.py @@ -23,11 +23,7 @@ from tenacity import retry, stop_after_attempt, wait_random_exponential from metagpt.actions.action import Action from metagpt.actions.project_management_an import REFINED_TASK_LIST, TASK_LIST from metagpt.actions.write_code_plan_and_change_an import REFINED_TEMPLATE -from metagpt.const import ( - BUGFIX_FILENAME, - CODE_PLAN_AND_CHANGE_FILENAME, - REQUIREMENT_FILENAME, -) +from metagpt.const import BUGFIX_FILENAME, REQUIREMENT_FILENAME from metagpt.logs import logger from metagpt.schema import CodingContext, Document, RunCodeResult from metagpt.utils.common import CodeParser @@ -98,8 +94,6 @@ class WriteCode(Action): bug_feedback = await self.repo.docs.get(filename=BUGFIX_FILENAME) coding_context = CodingContext.loads(self.i_context.content) test_doc = await self.repo.test_outputs.get(filename="test_" + coding_context.filename + ".json") - code_plan_and_change_doc = await self.repo.docs.code_plan_and_change.get(filename=CODE_PLAN_AND_CHANGE_FILENAME) - code_plan_and_change = code_plan_and_change_doc.content if code_plan_and_change_doc else "" requirement_doc = await self.repo.docs.get(filename=REQUIREMENT_FILENAME) summary_doc = None if coding_context.design_doc and coding_context.design_doc.filename: @@ -111,7 +105,7 @@ class WriteCode(Action): if bug_feedback: code_context = coding_context.code_doc.content - elif code_plan_and_change: + elif self.config.inc: code_context = await self.get_codes( coding_context.task_doc, exclude=self.i_context.filename, project_repo=self.repo, use_inc=True ) @@ -122,10 +116,10 @@ class WriteCode(Action): project_repo=self.repo.with_src_path(self.context.src_workspace), ) - if code_plan_and_change: + if self.config.inc: prompt = REFINED_TEMPLATE.format( user_requirement=requirement_doc.content if requirement_doc else "", - code_plan_and_change=code_plan_and_change, + code_plan_and_change=str(coding_context.code_plan_and_change_doc), design=coding_context.design_doc.content if coding_context.design_doc else "", task=coding_context.task_doc.content if coding_context.task_doc else "", code=code_context, diff --git a/metagpt/actions/write_code_review.py b/metagpt/actions/write_code_review.py index da636eb36..ac6fe7045 100644 --- a/metagpt/actions/write_code_review.py +++ b/metagpt/actions/write_code_review.py @@ -13,7 +13,7 @@ from tenacity import retry, stop_after_attempt, wait_random_exponential from metagpt.actions import WriteCode from metagpt.actions.action import Action -from metagpt.const import CODE_PLAN_AND_CHANGE_FILENAME, REQUIREMENT_FILENAME +from metagpt.const import REQUIREMENT_FILENAME from metagpt.logs import logger from metagpt.schema import CodingContext from metagpt.utils.common import CodeParser @@ -149,29 +149,21 @@ class WriteCodeReview(Action): use_inc=self.config.inc, ) - if not self.config.inc: - context = "\n".join( - [ - "## System Design\n" + str(self.i_context.design_doc) + "\n", - "## Task\n" + task_content + "\n", - "## Code Files\n" + code_context + "\n", - ] - ) - else: + ctx_list = [ + "## System Design\n" + str(self.i_context.design_doc) + "\n", + "## Task\n" + task_content + "\n", + "## Code Files\n" + code_context + "\n", + ] + if self.config.inc: requirement_doc = await self.repo.docs.get(filename=REQUIREMENT_FILENAME) - code_plan_and_change_doc = await self.repo.get(filename=CODE_PLAN_AND_CHANGE_FILENAME) - context = "\n".join( - [ - "## User New Requirements\n" + str(requirement_doc) + "\n", - "## Code Plan And Change\n" + str(code_plan_and_change_doc) + "\n", - "## System Design\n" + str(self.i_context.design_doc) + "\n", - "## Task\n" + task_content + "\n", - "## Code Files\n" + code_context + "\n", - ] - ) + insert_ctx_list = [ + "## User New Requirements\n" + str(requirement_doc) + "\n", + "## Code Plan And Change\n" + str(self.i_context.code_plan_and_change_doc) + "\n", + ] + ctx_list = insert_ctx_list + ctx_list context_prompt = PROMPT_TEMPLATE.format( - context=context, + context="\n".join(ctx_list), code=iterative_code, filename=self.i_context.code_doc.filename, ) diff --git a/metagpt/const.py b/metagpt/const.py index a1c650ce3..8fde31ed3 100644 --- a/metagpt/const.py +++ b/metagpt/const.py @@ -82,7 +82,6 @@ MESSAGE_ROUTE_TO_NONE = "" REQUIREMENT_FILENAME = "requirement.txt" BUGFIX_FILENAME = "bugfix.txt" PACKAGE_REQUIREMENTS_FILENAME = "requirements.txt" -CODE_PLAN_AND_CHANGE_FILENAME = "code_plan_and_change.json" DOCS_FILE_REPO = "docs" PRDS_FILE_REPO = "docs/prd" diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py index 40ade2110..7037ca0b3 100644 --- a/metagpt/roles/engineer.py +++ b/metagpt/roles/engineer.py @@ -20,7 +20,6 @@ from __future__ import annotations import json -import os from collections import defaultdict from pathlib import Path from typing import Set @@ -32,7 +31,6 @@ from metagpt.actions.summarize_code import SummarizeCode from metagpt.actions.write_code_plan_and_change_an import WriteCodePlanAndChange from metagpt.const import ( CODE_PLAN_AND_CHANGE_FILE_REPO, - CODE_PLAN_AND_CHANGE_FILENAME, REQUIREMENT_FILENAME, SYSTEM_DESIGN_FILE_REPO, TASK_FILE_REPO, @@ -119,10 +117,10 @@ class Engineer(Role): dependencies = {coding_context.design_doc.root_relative_path, coding_context.task_doc.root_relative_path} if self.config.inc: - dependencies.add(os.path.join(CODE_PLAN_AND_CHANGE_FILE_REPO, CODE_PLAN_AND_CHANGE_FILENAME)) + dependencies.add(coding_context.code_plan_and_change_doc.root_relative_path) await self.project_repo.srcs.save( filename=coding_context.filename, - dependencies=dependencies, + dependencies=list(dependencies), content=coding_context.code_doc.content, ) msg = Message( @@ -215,11 +213,12 @@ class Engineer(Role): self.rc.todo.i_context.design_filename, self.rc.todo.i_context.task_filename, } + code_plan_and_change_filepath = Path(self.rc.todo.i_context.design_filename) await self.project_repo.docs.code_plan_and_change.save( - filename=self.rc.todo.i_context.filename, content=code_plan_and_change, dependencies=dependencies + filename=code_plan_and_change_filepath.name, content=code_plan_and_change, dependencies=dependencies ) await self.project_repo.resources.code_plan_and_change.save( - filename=Path(self.rc.todo.i_context.filename).with_suffix(".md").name, + filename=code_plan_and_change_filepath.with_suffix(".md").name, content=node.content, dependencies=dependencies, ) @@ -269,15 +268,24 @@ class Engineer(Role): dependencies = {Path(i) for i in await dependency.get(old_code_doc.root_relative_path)} task_doc = None design_doc = None + code_plan_and_change_doc = None for i in dependencies: if str(i.parent) == TASK_FILE_REPO: task_doc = await self.project_repo.docs.task.get(i.name) elif str(i.parent) == SYSTEM_DESIGN_FILE_REPO: design_doc = await self.project_repo.docs.system_design.get(i.name) + elif str(i.parent) == CODE_PLAN_AND_CHANGE_FILE_REPO: + code_plan_and_change_doc = await self.project_repo.docs.code_plan_and_change.get(i.name) if not task_doc or not design_doc: logger.error(f'Detected source code "{filename}" from an unknown origin.') raise ValueError(f'Detected source code "{filename}" from an unknown origin.') - context = CodingContext(filename=filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc) + context = CodingContext( + filename=filename, + design_doc=design_doc, + task_doc=task_doc, + code_doc=old_code_doc, + code_plan_and_change_doc=code_plan_and_change_doc, + ) return context async def _new_coding_doc(self, filename, dependency): @@ -296,6 +304,7 @@ class Engineer(Role): for filename in changed_task_files: design_doc = await self.project_repo.docs.system_design.get(filename) task_doc = await self.project_repo.docs.task.get(filename) + code_plan_and_change_doc = await self.project_repo.docs.code_plan_and_change.get(filename) task_list = self._parse_tasks(task_doc) for task_filename in task_list: old_code_doc = await self.project_repo.srcs.get(task_filename) @@ -303,9 +312,18 @@ class Engineer(Role): old_code_doc = Document( root_path=str(self.project_repo.src_relative_path), filename=task_filename, content="" ) - context = CodingContext( - filename=task_filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc - ) + if not code_plan_and_change_doc: + context = CodingContext( + filename=task_filename, design_doc=design_doc, task_doc=task_doc, code_doc=old_code_doc + ) + else: + context = CodingContext( + filename=task_filename, + design_doc=design_doc, + task_doc=task_doc, + code_doc=old_code_doc, + code_plan_and_change_doc=code_plan_and_change_doc, + ) coding_doc = Document( root_path=str(self.project_repo.src_relative_path), filename=task_filename, diff --git a/metagpt/schema.py b/metagpt/schema.py index ee194afbd..ff21baff0 100644 --- a/metagpt/schema.py +++ b/metagpt/schema.py @@ -37,7 +37,6 @@ from pydantic import ( ) from metagpt.const import ( - CODE_PLAN_AND_CHANGE_FILENAME, MESSAGE_ROUTE_CAUSE_BY, MESSAGE_ROUTE_FROM, MESSAGE_ROUTE_TO, @@ -419,6 +418,7 @@ class CodingContext(BaseContext): design_doc: Optional[Document] = None task_doc: Optional[Document] = None code_doc: Optional[Document] = None + code_plan_and_change_doc: Optional[Document] = None class TestingContext(BaseContext): @@ -473,7 +473,6 @@ class BugFixContext(BaseContext): class CodePlanAndChangeContext(BaseModel): - filename: str = CODE_PLAN_AND_CHANGE_FILENAME requirement: str = "" prd_filename: str = "" design_filename: str = "" From 04ba43d66d35e9d765a28e303c8c1dcd63495bbc Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Wed, 7 Feb 2024 00:05:50 +0800 Subject: [PATCH 033/108] remove .gitignore to update zip file --- tests/data/incremental_dev_project/Gomoku.zip | Bin 94000 -> 25822 bytes .../dice_simulator_new.zip | Bin 56393 -> 16807 bytes .../number_guessing_game.zip | Bin 53764 -> 15150 bytes .../incremental_dev_project/pygame_2048.zip | Bin 63452 -> 20336 bytes .../simple_add_calculator.zip | Bin 56546 -> 15141 bytes .../incremental_dev_project/snake_game.zip | Bin 108388 -> 19434 bytes .../incremental_dev_project/word_cloud.zip | Bin 12752 -> 12634 bytes 7 files changed, 0 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ztDu$cBxu`OXb~6$QUv`05#grii1grIe&?Qh-+gaz&@Wu{aWB|$Zna5~a^7w$hR49WU}IwdUuG0BBfJwu)+*b*H0)Ki3thLa4fkj4b5DB~`aCMJnFD#S1)xiKd2 z5Lv{&%_NTZbDW*UvCWw7*i7iLzRpz2utz9y%7&YlE!bf)Ka~sYCQ44`40kgsv5!&m zIF)Ps2v^Z8iF!o65H?p+-} F@(+A=d>a4& From fd4df17a16c9a53f6190cdc6f20a2e73d9f6b265 Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Wed, 7 Feb 2024 09:48:02 +0800 Subject: [PATCH 034/108] add .gitignore --- tests/metagpt/test_incremental_dev.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/metagpt/test_incremental_dev.py b/tests/metagpt/test_incremental_dev.py index c47397dd7..3322df234 100644 --- a/tests/metagpt/test_incremental_dev.py +++ b/tests/metagpt/test_incremental_dev.py @@ -142,6 +142,9 @@ def check_or_create_base_tag(project_path): # Initialize a Git repository subprocess.run(["git", "init"], check=True) + # Check if the .gitignore exists. If it doesn't exist, create .gitignore and add the comment + subprocess.run(f"echo # Ignore these files or directories > {'.gitignore'}", shell=True) + # Check if the 'base' tag exists check_base_tag_cmd = ["git", "show-ref", "--verify", "--quiet", "refs/tags/base"] if subprocess.run(check_base_tag_cmd).returncode == 0: From c7ee54ace108f24571a5434ded2452a102be7c86 Mon Sep 17 00:00:00 2001 From: better629 Date: Wed, 7 Feb 2024 22:50:30 +0800 Subject: [PATCH 035/108] add dashscope including QWEN and its ut code --- examples/llm_hello_world.py | 2 +- metagpt/configs/llm_config.py | 1 + metagpt/provider/__init__.py | 2 + metagpt/provider/dashscope_api.py | 246 +++++++++++++++++++ metagpt/utils/token_counter.py | 29 +++ requirements.txt | 1 + tests/metagpt/provider/mock_llm_config.py | 2 + tests/metagpt/provider/req_resp_const.py | 28 +++ tests/metagpt/provider/test_dashscope_api.py | 61 +++++ 9 files changed, 371 insertions(+), 1 deletion(-) create mode 100644 metagpt/provider/dashscope_api.py create mode 100644 tests/metagpt/provider/test_dashscope_api.py diff --git a/examples/llm_hello_world.py b/examples/llm_hello_world.py index e22edbdf2..9340f7d5a 100644 --- a/examples/llm_hello_world.py +++ b/examples/llm_hello_world.py @@ -21,7 +21,7 @@ async def main(): logger.info( await llm.aask( - "who are you", system_msgs=["act as a robot, answer 'I'am robot' if the question is 'who are you'"] + "who are you", system_msgs=["act as a robot, just answer 'I'am robot' if the question is 'who are you'"] ) ) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 1b05b5270..36f5d7ae7 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -25,6 +25,7 @@ class LLMType(Enum): AZURE = "azure" OLLAMA = "ollama" QIANFAN = "qianfan" # Baidu BCE + DASHSCOPE = "dashscope" # Aliyun LingJi DashScope def __missing__(self, key): return self.OPENAI diff --git a/metagpt/provider/__init__.py b/metagpt/provider/__init__.py index 8c0aab836..44e6d3f3b 100644 --- a/metagpt/provider/__init__.py +++ b/metagpt/provider/__init__.py @@ -17,6 +17,7 @@ from metagpt.provider.metagpt_api import MetaGPTLLM from metagpt.provider.human_provider import HumanProvider from metagpt.provider.spark_api import SparkLLM from metagpt.provider.qianfan_api import QianFanLLM +from metagpt.provider.dashscope_api import DashScopeLLM __all__ = [ "FireworksLLM", @@ -30,4 +31,5 @@ __all__ = [ "HumanProvider", "SparkLLM", "QianFanLLM", + "DashScopeLLM", ] diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py new file mode 100644 index 000000000..58031e452 --- /dev/null +++ b/metagpt/provider/dashscope_api.py @@ -0,0 +1,246 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# @Desc : + +import json +from http import HTTPStatus +from typing import Any, AsyncGenerator, Dict, List, Union + +import dashscope +from dashscope.aigc.generation import Generation +from dashscope.api_entities.aiohttp_request import AioHttpRequest +from dashscope.api_entities.api_request_data import ApiRequestData +from dashscope.api_entities.api_request_factory import _get_protocol_params +from dashscope.api_entities.dashscope_response import ( + GenerationOutput, + GenerationResponse, + Message, +) +from dashscope.client.base_api import BaseAioApi +from dashscope.common.constants import SERVICE_API_PATH, ApiProtocol +from dashscope.common.error import ( + InputDataRequired, + InputRequired, + ModelRequired, + UnsupportedApiProtocol, +) +from tenacity import ( + after_log, + retry, + retry_if_exception_type, + stop_after_attempt, + wait_random_exponential, +) + +from metagpt.logs import log_llm_stream, logger +from metagpt.provider.base_llm import BaseLLM, LLMConfig +from metagpt.provider.llm_provider_registry import LLMType, register_provider +from metagpt.provider.openai_api import log_and_reraise +from metagpt.utils.cost_manager import CostManager +from metagpt.utils.token_counter import DashScore_TOKEN_COSTS + + +def build_api_arequest( + model: str, input: object, task_group: str, task: str, function: str, api_key: str, is_service=True, **kwargs +): + ( + api_protocol, + ws_stream_mode, + is_binary_input, + http_method, + stream, + async_request, + query, + headers, + request_timeout, + form, + resources, + ) = _get_protocol_params(kwargs) + task_id = kwargs.pop("task_id", None) + if api_protocol in [ApiProtocol.HTTP, ApiProtocol.HTTPS]: + if not dashscope.base_http_api_url.endswith("/"): + http_url = dashscope.base_http_api_url + "/" + else: + http_url = dashscope.base_http_api_url + + if is_service: + http_url = http_url + SERVICE_API_PATH + "/" + + if task_group: + http_url += "%s/" % task_group + if task: + http_url += "%s/" % task + if function: + http_url += function + request = AioHttpRequest( + url=http_url, + api_key=api_key, + http_method=http_method, + stream=stream, + async_request=async_request, + query=query, + timeout=request_timeout, + task_id=task_id, + ) + else: + raise UnsupportedApiProtocol("Unsupported protocol: %s, support [http, https, websocket]" % api_protocol) + + if headers is not None: + request.add_headers(headers=headers) + + if input is None and form is None: + raise InputDataRequired("There is no input data and form data") + + request_data = ApiRequestData( + model, + task_group=task_group, + task=task, + function=function, + input=input, + form=form, + is_binary_input=is_binary_input, + api_protocol=api_protocol, + ) + request_data.add_resources(resources) + request_data.add_parameters(**kwargs) + request.data = request_data + return request + + +class AGeneration(Generation, BaseAioApi): + @classmethod + async def acall( + cls, + model: str, + prompt: Any = None, + history: list = None, + api_key: str = None, + messages: List[Message] = None, + plugins: Union[str, Dict[str, Any]] = None, + **kwargs, + ) -> Union[GenerationResponse, AsyncGenerator[GenerationResponse, None]]: + if (prompt is None or not prompt) and (messages is None or not messages): + raise InputRequired("prompt or messages is required!") + if model is None or not model: + raise ModelRequired("Model is required!") + task_group, function = "aigc", "generation" # fixed value + if plugins is not None: + headers = kwargs.pop("headers", {}) + if isinstance(plugins, str): + headers["X-DashScope-Plugin"] = plugins + else: + headers["X-DashScope-Plugin"] = json.dumps(plugins) + kwargs["headers"] = headers + input, parameters = cls._build_input_parameters(model, prompt, history, messages, **kwargs) + + api_key, model = BaseAioApi._validate_params(api_key, model) + request = build_api_arequest( + model=model, + input=input, + task_group=task_group, + task=Generation.task, + function=function, + api_key=api_key, + **kwargs, + ) + response = await request.aio_call() + is_stream = kwargs.get("stream", False) + if is_stream: + + async def aresp_iterator(response): + async for resp in response: + yield GenerationResponse.from_api_response(resp) + + return aresp_iterator(response) + else: + return GenerationResponse.from_api_response(response) + + +@register_provider(LLMType.DASHSCOPE) +class DashScopeLLM(BaseLLM): + def __init__(self, llm_config: LLMConfig): + self.config = llm_config + self.use_system_prompt = False # only some models support system_prompt + self.__init_dashscope() + self.cost_manager = CostManager(token_costs=self.token_costs) + + def __init_dashscope(self): + self.model = self.config.model + self.api_key = self.config.api_key + self.token_costs = DashScore_TOKEN_COSTS + self.aclient: AGeneration = AGeneration + + # check support system_message models + support_system_models = [ + "qwen-", # all support + "llama2-", # all support + "baichuan2-7b-chat-v1", + "chatglm3-6b", + ] + for support_model in support_system_models: + if support_model in self.model: + self.use_system_prompt = True + + def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict: + kwargs = { + "api_key": self.api_key, + "model": self.model, + "messages": messages, + "stream": stream, + "result_format": "message", + } + if self.config.temperature > 0: + # different model has default temperature. only set when it"s specified. + kwargs["temperature"] = self.config.temperature + return kwargs + + def _check_response(self, resp: GenerationResponse): + if resp.status_code != HTTPStatus.OK: + raise RuntimeError(f"code: {resp.code}, request_id: {resp.request_id}, message: {resp.message}") + + def get_choice_text(self, output: GenerationOutput) -> str: + return output.get("choices", [{}])[0].get("message", {}).get("content", "") + + def completion(self, messages: list[dict]) -> GenerationOutput: + resp: GenerationResponse = self.aclient.call(**self._const_kwargs(messages, stream=False)) + self._check_response(resp) + + self._update_costs(dict(resp.usage)) + return resp.output + + async def _achat_completion(self, messages: list[dict]) -> GenerationOutput: + resp: GenerationResponse = await self.aclient.acall(**self._const_kwargs(messages, stream=False)) + self._check_response(resp) + self._update_costs(dict(resp.usage)) + return resp.output + + async def acompletion(self, messages: list[dict], timeout=3) -> GenerationOutput: + return await self._achat_completion(messages) + + async def _achat_completion_stream(self, messages: list[dict]) -> str: + resp = await self.aclient.acall(**self._const_kwargs(messages, stream=True)) + collected_content = [] + usage = {} + async for chunk in resp: + self._check_response(chunk) + content = chunk.output.choices[0]["message"]["content"] + usage = dict(chunk.usage) # each chunk has usage + log_llm_stream(content) + collected_content.append(content) + log_llm_stream("\n") + self._update_costs(usage) + full_content = "".join(collected_content) + return full_content + + @retry( + stop=stop_after_attempt(3), + wait=wait_random_exponential(min=1, max=60), + after=after_log(logger, logger.level("WARNING").name), + retry=retry_if_exception_type(ConnectionError), + retry_error_callback=log_and_reraise, + ) + async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: + if stream: + return await self._achat_completion_stream(messages) + resp = await self._achat_completion(messages) + return self.get_choice_text(resp) diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index b69ec73d3..cac706f6c 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -90,6 +90,35 @@ QianFan_EndPoint_TOKEN_COSTS = { "yi_34b_chat": QianFan_MODEL_TOKEN_COSTS["Yi-34B-Chat"], } +""" +DashScore Token price https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-thousand-questions-metering-and-billing +Different model has different detail page. Attention, some model are free for a limited time. +""" +DashScore_TOKEN_COSTS = { + "qwen-turbo": {"prompt": 0.0011, "completion": 0.0011}, + "qwen-plus": {"prompt": 0.0028, "completion": 0.0028}, + "qwen-max": {"prompt": 0.0, "completion": 0.0}, + "qwen-max-1201": {"prompt": 0.0, "completion": 0.0}, + "qwen-max-longcontext": {"prompt": 0.0, "completion": 0.0}, + "llama2-7b-chat-v2": {"prompt": 0.0, "completion": 0.0}, + "llama2-13b-chat-v2": {"prompt": 0.0, "completion": 0.0}, + "qwen-72b-chat": {"prompt": 0.0, "completion": 0.0}, + "qwen-14b-chat": {"prompt": 0.0011, "completion": 0.0011}, + "qwen-7b-chat": {"prompt": 0.00084, "completion": 0.00084}, + "qwen-1.8b-chat": {"prompt": 0.0, "completion": 0.0}, + "baichuan2-13b-chat-v1": {"prompt": 0.0011, "completion": 0.0011}, + "baichuan2-7b-chat-v1": {"prompt": 0.00084, "completion": 0.00084}, + "baichuan-7b-v1": {"prompt": 0.0, "completion": 0.0}, + "chatglm-6b-v2": {"prompt": 0.0011, "completion": 0.0011}, + "chatglm3-6b": {"prompt": 0.0, "completion": 0.0}, + "ziya-llama-13b-v1": {"prompt": 0.0, "completion": 0.0}, # no price page, judge it as free + "dolly-12b-v2": {"prompt": 0.0, "completion": 0.0}, + "belle-llama-13b-2m-v1": {"prompt": 0.0, "completion": 0.0}, + "moss-moon-003-sft-v1": {"prompt": 0.0, "completion": 0.0}, + "chatyuan-large-v2": {"prompt": 0.0, "completion": 0.0}, + "billa-7b-sft-v1": {"prompt": 0.0, "completion": 0.0}, +} + TOKEN_MAX = { "gpt-3.5-turbo": 4096, diff --git a/requirements.txt b/requirements.txt index c893bd713..ff5f97252 100644 --- a/requirements.txt +++ b/requirements.txt @@ -68,3 +68,4 @@ anytree ipywidgets==8.1.1 Pillow qianfan==0.3.1 +dashscope==1.14.1 diff --git a/tests/metagpt/provider/mock_llm_config.py b/tests/metagpt/provider/mock_llm_config.py index e0afaa51e..bb5508d80 100644 --- a/tests/metagpt/provider/mock_llm_config.py +++ b/tests/metagpt/provider/mock_llm_config.py @@ -54,3 +54,5 @@ mock_llm_config_spark = LLMConfig( ) mock_llm_config_qianfan = LLMConfig(api_type="qianfan", access_key="xxx", secret_key="xxx", model="ERNIE-Bot-turbo") + +mock_llm_config_dashscope = LLMConfig(api_type="dashscore", api_key="xxx", model="qwen-max") diff --git a/tests/metagpt/provider/req_resp_const.py b/tests/metagpt/provider/req_resp_const.py index 73939e1c6..802962013 100644 --- a/tests/metagpt/provider/req_resp_const.py +++ b/tests/metagpt/provider/req_resp_const.py @@ -3,6 +3,12 @@ # @Desc : default request & response data for provider unittest +from dashscope.api_entities.dashscope_response import ( + DashScopeAPIResponse, + GenerationOutput, + GenerationResponse, + GenerationUsage, +) from openai.types.chat.chat_completion import ( ChatCompletion, ChatCompletionMessage, @@ -102,6 +108,28 @@ def get_qianfan_response(name: str) -> QfResponse: return QfResponse(code=200, body=qf_jsonbody_dict) +# For DashScope +def get_dashscope_response(name: str) -> GenerationResponse: + return GenerationResponse.from_api_response( + DashScopeAPIResponse( + status_code=200, + output=GenerationOutput( + **{ + "text": "", + "finish_reason": "", + "choices": [ + { + "finish_reason": "stop", + "message": {"role": "assistant", "content": resp_cont_tmpl.format(name=name)}, + } + ], + } + ), + usage=GenerationUsage(**{"input_tokens": 12, "output_tokens": 98, "total_tokens": 110}), + ) + ) + + # For llm general chat functions call async def llm_general_chat_funcs_test(llm: BaseLLM, prompt: str, messages: list[dict], resp_cont: str): resp = await llm.aask(prompt, stream=False) diff --git a/tests/metagpt/provider/test_dashscope_api.py b/tests/metagpt/provider/test_dashscope_api.py new file mode 100644 index 000000000..48a676bc7 --- /dev/null +++ b/tests/metagpt/provider/test_dashscope_api.py @@ -0,0 +1,61 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# @Desc : the unittest of DashScopeLLM + +from typing import AsyncGenerator, Union + +import pytest +from dashscope.api_entities.dashscope_response import GenerationResponse + +from metagpt.provider.dashscope_api import DashScopeLLM +from tests.metagpt.provider.mock_llm_config import mock_llm_config_dashscope +from tests.metagpt.provider.req_resp_const import ( + get_dashscope_response, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) + +name = "qwen-max" +resp_cont = resp_cont_tmpl.format(name=name) + + +@classmethod +def mock_dashscope_call( + cls, messages: list[dict], model: str, api_key: str, result_format: str, stream: bool = False +) -> GenerationResponse: + return get_dashscope_response(name) + + +@classmethod +async def mock_dashscope_acall( + cls, messages: list[dict], model: str, api_key: str, result_format: str, stream: bool = False +) -> Union[AsyncGenerator[GenerationResponse, None], GenerationResponse]: + resps = [get_dashscope_response(name)] + + if stream: + + async def aresp_iterator(resps: list[GenerationResponse]): + for resp in resps: + yield resp + + return aresp_iterator(resps) + else: + return resps[0] + + +@pytest.mark.asyncio +async def test_dashscope_acompletion(mocker): + mocker.patch("dashscope.aigc.generation.Generation.call", mock_dashscope_call) + mocker.patch("metagpt.provider.dashscope_api.AGeneration.acall", mock_dashscope_acall) + + dashscore_llm = DashScopeLLM(mock_llm_config_dashscope) + + resp = dashscore_llm.completion(messages) + assert resp.choices[0]["message"]["content"] == resp_cont + + resp = await dashscore_llm.acompletion(messages) + assert resp.choices[0]["message"]["content"] == resp_cont + + await llm_general_chat_funcs_test(dashscore_llm, prompt, messages, resp_cont) From e22f5c72ec7936b7a8f156208dc5be628a21de13 Mon Sep 17 00:00:00 2001 From: better629 Date: Wed, 7 Feb 2024 23:01:40 +0800 Subject: [PATCH 036/108] update spell-mistake --- tests/metagpt/provider/mock_llm_config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/metagpt/provider/mock_llm_config.py b/tests/metagpt/provider/mock_llm_config.py index bb5508d80..e75acf68f 100644 --- a/tests/metagpt/provider/mock_llm_config.py +++ b/tests/metagpt/provider/mock_llm_config.py @@ -55,4 +55,4 @@ mock_llm_config_spark = LLMConfig( mock_llm_config_qianfan = LLMConfig(api_type="qianfan", access_key="xxx", secret_key="xxx", model="ERNIE-Bot-turbo") -mock_llm_config_dashscope = LLMConfig(api_type="dashscore", api_key="xxx", model="qwen-max") +mock_llm_config_dashscope = LLMConfig(api_type="dashscope", api_key="xxx", model="qwen-max") From 4dde9b71304bd3260ae0f675567fd0a0bfc2b085 Mon Sep 17 00:00:00 2001 From: better629 Date: Wed, 7 Feb 2024 23:15:56 +0800 Subject: [PATCH 037/108] stream using log_llm_stream --- metagpt/provider/fireworks_api.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/metagpt/provider/fireworks_api.py b/metagpt/provider/fireworks_api.py index e62a7066e..d0394296d 100644 --- a/metagpt/provider/fireworks_api.py +++ b/metagpt/provider/fireworks_api.py @@ -16,7 +16,7 @@ from tenacity import ( ) from metagpt.configs.llm_config import LLMConfig, LLMType -from metagpt.logs import logger +from metagpt.logs import log_llm_stream, logger from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import OpenAILLM, log_and_reraise from metagpt.utils.cost_manager import CostManager @@ -96,10 +96,11 @@ class FireworksLLM(OpenAILLM): finish_reason = choice.finish_reason if hasattr(choice, "finish_reason") else None if choice_delta.content: collected_content.append(choice_delta.content) - print(choice_delta.content, end="") + log_llm_stream(choice_delta.content) if finish_reason: # fireworks api return usage when finish_reason is not None usage = CompletionUsage(**chunk.usage) + log_llm_stream("\n") full_content = "".join(collected_content) self._update_costs(usage.model_dump()) From 2fc18b49f9707c4004d854720bc11e5579f82464 Mon Sep 17 00:00:00 2001 From: yzlin Date: Sun, 18 Feb 2024 17:06:39 +0800 Subject: [PATCH 038/108] unified Interpreter naming --- README.md | 2 +- examples/ci/README.md | 18 ------------------ examples/mi/README.md | 18 ++++++++++++++++++ examples/{ci => mi}/crawl_webpage.py | 6 +++--- examples/{ci => mi}/data_visualization.py | 6 +++--- examples/{ci => mi}/email_summary.py | 6 +++--- examples/{ci => mi}/imitate_webpage.py | 6 +++--- examples/{ci => mi}/machine_learning.py | 6 +++--- examples/{ci => mi}/ml_engineer_with_tools.py | 2 +- examples/{ci => mi}/ocr_receipt.py | 8 ++++---- examples/{ci => mi}/rm_image_background.py | 6 +++--- examples/{ci => mi}/sd_tool_usage.py | 6 +++--- examples/{ci => mi}/solve_math_problems.py | 6 +++--- metagpt/actions/__init__.py | 6 +++--- metagpt/actions/{ci => mi}/__init__.py | 0 metagpt/actions/{ci => mi}/ask_review.py | 0 metagpt/actions/{ci => mi}/debug_code.py | 2 +- metagpt/actions/{ci => mi}/execute_nb_code.py | 0 metagpt/actions/{ci => mi}/ml_action.py | 6 +++--- .../actions/{ci => mi}/write_analysis_code.py | 2 +- metagpt/actions/{ci => mi}/write_plan.py | 2 +- metagpt/prompts/{ci => mi}/__init__.py | 0 metagpt/prompts/{ci => mi}/ml_action.py | 0 .../prompts/{ci => mi}/write_analysis_code.py | 0 metagpt/roles/{ci => mi}/__init__.py | 0 .../code_interpreter.py => mi/interpreter.py} | 12 ++++++------ metagpt/roles/{ci => mi}/ml_engineer.py | 10 +++++----- metagpt/strategy/planner.py | 4 ++-- metagpt/strategy/solver.py | 4 ++-- .../actions/{ci => mi}/test_ask_review.py | 2 +- .../actions/{ci => mi}/test_debug_code.py | 2 +- .../actions/{ci => mi}/test_execute_nb_code.py | 2 +- .../actions/{ci => mi}/test_ml_action.py | 2 +- .../{ci => mi}/test_write_analysis_code.py | 4 ++-- .../actions/{ci => mi}/test_write_plan.py | 2 +- .../test_interpreter.py} | 12 ++++++------ .../roles/{ci => mi}/test_ml_engineer.py | 10 +++++----- tests/metagpt/utils/test_save_code.py | 2 +- 38 files changed, 91 insertions(+), 91 deletions(-) delete mode 100644 examples/ci/README.md create mode 100644 examples/mi/README.md rename examples/{ci => mi}/crawl_webpage.py (76%) rename examples/{ci => mi}/data_visualization.py (55%) rename examples/{ci => mi}/email_summary.py (90%) rename examples/{ci => mi}/imitate_webpage.py (81%) rename examples/{ci => mi}/machine_learning.py (66%) rename examples/{ci => mi}/ml_engineer_with_tools.py (94%) rename examples/{ci => mi}/ocr_receipt.py (72%) rename examples/{ci => mi}/rm_image_background.py (71%) rename examples/{ci => mi}/sd_tool_usage.py (70%) rename examples/{ci => mi}/solve_math_problems.py (66%) rename metagpt/actions/{ci => mi}/__init__.py (100%) rename metagpt/actions/{ci => mi}/ask_review.py (100%) rename metagpt/actions/{ci => mi}/debug_code.py (98%) rename metagpt/actions/{ci => mi}/execute_nb_code.py (100%) rename metagpt/actions/{ci => mi}/ml_action.py (93%) rename metagpt/actions/{ci => mi}/write_analysis_code.py (99%) rename metagpt/actions/{ci => mi}/write_plan.py (98%) rename metagpt/prompts/{ci => mi}/__init__.py (100%) rename metagpt/prompts/{ci => mi}/ml_action.py (100%) rename metagpt/prompts/{ci => mi}/write_analysis_code.py (100%) rename metagpt/roles/{ci => mi}/__init__.py (100%) rename metagpt/roles/{ci/code_interpreter.py => mi/interpreter.py} (91%) rename metagpt/roles/{ci => mi}/ml_engineer.py (89%) rename tests/metagpt/actions/{ci => mi}/test_ask_review.py (84%) rename tests/metagpt/actions/{ci => mi}/test_debug_code.py (96%) rename tests/metagpt/actions/{ci => mi}/test_execute_nb_code.py (98%) rename tests/metagpt/actions/{ci => mi}/test_ml_action.py (95%) rename tests/metagpt/actions/{ci => mi}/test_write_analysis_code.py (99%) rename tests/metagpt/actions/{ci => mi}/test_write_plan.py (95%) rename tests/metagpt/roles/{ci/test_code_interpreter.py => mi/test_interpreter.py} (59%) rename tests/metagpt/roles/{ci => mi}/test_ml_engineer.py (91%) diff --git a/README.md b/README.md index d3a035abe..a1aa5ded8 100644 --- a/README.md +++ b/README.md @@ -26,7 +26,7 @@ # MetaGPT: The Multi-Agent Framework

## News -🚀 Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced CodeInterpreter, a powerful agent capable of solving a wide range of real-world problems. +🚀 Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced [Interpreter](https://github.com/geekan/MetaGPT/blob/main/examples/mi/README.md), a powerful agent capable of solving a wide range of real-world problems. 🚀 Jan. 16, 2024: Our paper [MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework ](https://arxiv.org/abs/2308.00352) accepted for oral presentation **(top 1.2%)** at ICLR 2024, **ranking #1** in the LLM-based Agent category. diff --git a/examples/ci/README.md b/examples/ci/README.md deleted file mode 100644 index d526b94c7..000000000 --- a/examples/ci/README.md +++ /dev/null @@ -1,18 +0,0 @@ -# Code Interpreter (CI) - -## What is CodeInterpreter -CodeInterpreter is an agent who solves problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. - -## Example List -- Data visualization -- Machine learning modeling -- Image background removal -- Solve math problems -- Receipt OCR -- Tool usage: web page imitation -- Tool usage: web crawling -- Tool usage: text2image -- Tool usage: email summarization and response -- More on the way! - -Please see [here](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/code_interpreter/ci_intro.html) for detailed explanation. \ No newline at end of file diff --git a/examples/mi/README.md b/examples/mi/README.md new file mode 100644 index 000000000..1734ba388 --- /dev/null +++ b/examples/mi/README.md @@ -0,0 +1,18 @@ +# MetaGPT Interpreter (MI) + +## What is Interpreter +Interpreter is an agent who solves problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. + +## Example List +- Data visualization +- Machine learning modeling +- Image background removal +- Solve math problems +- Receipt OCR +- Tool usage: web page imitation +- Tool usage: web crawling +- Tool usage: text2image +- Tool usage: email summarization and response +- More on the way! + +Please see [here](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/mi_intro.html) for detailed explanation. \ No newline at end of file diff --git a/examples/ci/crawl_webpage.py b/examples/mi/crawl_webpage.py similarity index 76% rename from examples/ci/crawl_webpage.py rename to examples/mi/crawl_webpage.py index 2db9e407b..b5d2fb3d0 100644 --- a/examples/ci/crawl_webpage.py +++ b/examples/mi/crawl_webpage.py @@ -5,15 +5,15 @@ @File : crawl_webpage.py """ -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(): prompt = """Get data from `paperlist` table in https://papercopilot.com/statistics/iclr-statistics/iclr-2024-statistics/, and save it to a csv file. paper title must include `multiagent` or `large language model`. *notice: print key variables*""" - ci = CodeInterpreter(goal=prompt, use_tools=True) + mi = Interpreter(use_tools=True) - await ci.run(prompt) + await mi.run(prompt) if __name__ == "__main__": diff --git a/examples/ci/data_visualization.py b/examples/mi/data_visualization.py similarity index 55% rename from examples/ci/data_visualization.py rename to examples/mi/data_visualization.py index 8dc4340d4..2e4acc9b4 100644 --- a/examples/ci/data_visualization.py +++ b/examples/mi/data_visualization.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(requirement: str = ""): - code_interpreter = CodeInterpreter(use_tools=False) - await code_interpreter.run(requirement) + mi = Interpreter(use_tools=False) + await mi.run(requirement) if __name__ == "__main__": diff --git a/examples/ci/email_summary.py b/examples/mi/email_summary.py similarity index 90% rename from examples/ci/email_summary.py rename to examples/mi/email_summary.py index d6fa283ca..e1511c5b0 100644 --- a/examples/ci/email_summary.py +++ b/examples/mi/email_summary.py @@ -6,7 +6,7 @@ """ import os -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(): @@ -22,9 +22,9 @@ async def main(): Firstly, Please help me fetch the latest 5 senders and full letter contents. Then, summarize each of the 5 emails into one sentence (you can do this by yourself, no need to import other models to do this) and output them in a markdown format.""" - ci = CodeInterpreter(use_tools=True) + mi = Interpreter(use_tools=True) - await ci.run(prompt) + await mi.run(prompt) if __name__ == "__main__": diff --git a/examples/ci/imitate_webpage.py b/examples/mi/imitate_webpage.py similarity index 81% rename from examples/ci/imitate_webpage.py rename to examples/mi/imitate_webpage.py index 6a83d3a33..0e9ca731d 100644 --- a/examples/ci/imitate_webpage.py +++ b/examples/mi/imitate_webpage.py @@ -5,7 +5,7 @@ @Author : mannaandpoem @File : imitate_webpage.py """ -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(): @@ -15,9 +15,9 @@ Firstly, utilize Selenium and WebDriver for rendering. Secondly, convert image to a webpage including HTML, CSS and JS in one go. Finally, save webpage in a text file. Note: All required dependencies and environments have been fully installed and configured.""" - ci = CodeInterpreter(use_tools=True) + mi = Interpreter(use_tools=True) - await ci.run(prompt) + await mi.run(prompt) if __name__ == "__main__": diff --git a/examples/ci/machine_learning.py b/examples/mi/machine_learning.py similarity index 66% rename from examples/ci/machine_learning.py rename to examples/mi/machine_learning.py index 9eda981ac..ee3b47f26 100644 --- a/examples/ci/machine_learning.py +++ b/examples/mi/machine_learning.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(requirement: str): - role = CodeInterpreter(auto_run=True, use_tools=False) - await role.run(requirement) + mi = Interpreter(auto_run=True, use_tools=False) + await mi.run(requirement) if __name__ == "__main__": diff --git a/examples/ci/ml_engineer_with_tools.py b/examples/mi/ml_engineer_with_tools.py similarity index 94% rename from examples/ci/ml_engineer_with_tools.py rename to examples/mi/ml_engineer_with_tools.py index 66d37316b..9d0e7f951 100644 --- a/examples/ci/ml_engineer_with_tools.py +++ b/examples/mi/ml_engineer_with_tools.py @@ -1,6 +1,6 @@ import asyncio -from metagpt.roles.ci.ml_engineer import MLEngineer +from metagpt.roles.mi.ml_engineer import MLEngineer async def main(requirement: str): diff --git a/examples/ci/ocr_receipt.py b/examples/mi/ocr_receipt.py similarity index 72% rename from examples/ci/ocr_receipt.py rename to examples/mi/ocr_receipt.py index dc2db2d01..ffa5cff05 100644 --- a/examples/ci/ocr_receipt.py +++ b/examples/mi/ocr_receipt.py @@ -1,16 +1,16 @@ -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(): # Notice: pip install metagpt[ocr] before using this example image_path = "image.jpg" language = "English" - requirement = f"""This is a {language} invoice image. + requirement = f"""This is a {language} receipt image. Your goal is to perform OCR on images using PaddleOCR, then extract the total amount from ocr text results, and finally save as table. Image path: {image_path}. NOTE: The environments for Paddle and PaddleOCR are all ready and has been fully installed.""" - ci = CodeInterpreter() + mi = Interpreter() - await ci.run(requirement) + await mi.run(requirement) if __name__ == "__main__": diff --git a/examples/ci/rm_image_background.py b/examples/mi/rm_image_background.py similarity index 71% rename from examples/ci/rm_image_background.py rename to examples/mi/rm_image_background.py index 83dbbdc77..57e89b103 100644 --- a/examples/ci/rm_image_background.py +++ b/examples/mi/rm_image_background.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(requirement: str = ""): - code_interpreter = CodeInterpreter(use_tools=False) - await code_interpreter.run(requirement) + mi = Interpreter(use_tools=False) + await mi.run(requirement) if __name__ == "__main__": diff --git a/examples/ci/sd_tool_usage.py b/examples/mi/sd_tool_usage.py similarity index 70% rename from examples/ci/sd_tool_usage.py rename to examples/mi/sd_tool_usage.py index b4642af23..f8507a411 100644 --- a/examples/ci/sd_tool_usage.py +++ b/examples/mi/sd_tool_usage.py @@ -4,12 +4,12 @@ # @Desc : import asyncio -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(requirement: str = ""): - code_interpreter = CodeInterpreter(use_tools=True, goal=requirement) - await code_interpreter.run(requirement) + mi = Interpreter(use_tools=True, goal=requirement) + await mi.run(requirement) if __name__ == "__main__": diff --git a/examples/ci/solve_math_problems.py b/examples/mi/solve_math_problems.py similarity index 66% rename from examples/ci/solve_math_problems.py rename to examples/mi/solve_math_problems.py index 8c660975b..dce2edb00 100644 --- a/examples/ci/solve_math_problems.py +++ b/examples/mi/solve_math_problems.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter async def main(requirement: str = ""): - code_interpreter = CodeInterpreter(use_tools=False) - await code_interpreter.run(requirement) + mi = Interpreter(use_tools=False) + await mi.run(requirement) if __name__ == "__main__": diff --git a/metagpt/actions/__init__.py b/metagpt/actions/__init__.py index 363b4fd33..19a7c10d5 100644 --- a/metagpt/actions/__init__.py +++ b/metagpt/actions/__init__.py @@ -22,9 +22,9 @@ from metagpt.actions.write_code_review import WriteCodeReview from metagpt.actions.write_prd import WritePRD from metagpt.actions.write_prd_review import WritePRDReview from metagpt.actions.write_test import WriteTest -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode -from metagpt.actions.ci.write_analysis_code import WriteCodeWithoutTools, WriteCodeWithTools -from metagpt.actions.ci.write_plan import WritePlan +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.write_analysis_code import WriteCodeWithoutTools, WriteCodeWithTools +from metagpt.actions.mi.write_plan import WritePlan class ActionType(Enum): diff --git a/metagpt/actions/ci/__init__.py b/metagpt/actions/mi/__init__.py similarity index 100% rename from metagpt/actions/ci/__init__.py rename to metagpt/actions/mi/__init__.py diff --git a/metagpt/actions/ci/ask_review.py b/metagpt/actions/mi/ask_review.py similarity index 100% rename from metagpt/actions/ci/ask_review.py rename to metagpt/actions/mi/ask_review.py diff --git a/metagpt/actions/ci/debug_code.py b/metagpt/actions/mi/debug_code.py similarity index 98% rename from metagpt/actions/ci/debug_code.py rename to metagpt/actions/mi/debug_code.py index 4a6617dc6..db3b7a9db 100644 --- a/metagpt/actions/ci/debug_code.py +++ b/metagpt/actions/mi/debug_code.py @@ -1,6 +1,6 @@ from __future__ import annotations -from metagpt.actions.ci.write_analysis_code import BaseWriteAnalysisCode +from metagpt.actions.mi.write_analysis_code import BaseWriteAnalysisCode from metagpt.logs import logger from metagpt.schema import Message from metagpt.utils.common import create_func_call_config diff --git a/metagpt/actions/ci/execute_nb_code.py b/metagpt/actions/mi/execute_nb_code.py similarity index 100% rename from metagpt/actions/ci/execute_nb_code.py rename to metagpt/actions/mi/execute_nb_code.py diff --git a/metagpt/actions/ci/ml_action.py b/metagpt/actions/mi/ml_action.py similarity index 93% rename from metagpt/actions/ci/ml_action.py rename to metagpt/actions/mi/ml_action.py index e18d0fd20..60b2fb547 100644 --- a/metagpt/actions/ci/ml_action.py +++ b/metagpt/actions/mi/ml_action.py @@ -3,14 +3,14 @@ from __future__ import annotations from typing import Tuple from metagpt.actions import Action -from metagpt.actions.ci.write_analysis_code import WriteCodeWithTools -from metagpt.prompts.ci.ml_action import ( +from metagpt.actions.mi.write_analysis_code import WriteCodeWithTools +from metagpt.prompts.mi.ml_action import ( ML_GENERATE_CODE_PROMPT, ML_TOOL_USAGE_PROMPT, PRINT_DATA_COLUMNS, UPDATE_DATA_COLUMNS, ) -from metagpt.prompts.ci.write_analysis_code import CODE_GENERATOR_WITH_TOOLS +from metagpt.prompts.mi.write_analysis_code import CODE_GENERATOR_WITH_TOOLS from metagpt.schema import Message, Plan from metagpt.utils.common import create_func_call_config, remove_comments diff --git a/metagpt/actions/ci/write_analysis_code.py b/metagpt/actions/mi/write_analysis_code.py similarity index 99% rename from metagpt/actions/ci/write_analysis_code.py rename to metagpt/actions/mi/write_analysis_code.py index 421eb0804..b3d0632b6 100644 --- a/metagpt/actions/ci/write_analysis_code.py +++ b/metagpt/actions/mi/write_analysis_code.py @@ -10,7 +10,7 @@ from typing import Tuple from metagpt.actions import Action from metagpt.logs import logger -from metagpt.prompts.ci.write_analysis_code import ( +from metagpt.prompts.mi.write_analysis_code import ( CODE_GENERATOR_WITH_TOOLS, SELECT_FUNCTION_TOOLS, TOOL_RECOMMENDATION_PROMPT, diff --git a/metagpt/actions/ci/write_plan.py b/metagpt/actions/mi/write_plan.py similarity index 98% rename from metagpt/actions/ci/write_plan.py rename to metagpt/actions/mi/write_plan.py index dd9363260..8067d7b87 100644 --- a/metagpt/actions/ci/write_plan.py +++ b/metagpt/actions/mi/write_plan.py @@ -12,7 +12,7 @@ from typing import Tuple from metagpt.actions import Action from metagpt.logs import logger -from metagpt.prompts.ci.write_analysis_code import ( +from metagpt.prompts.mi.write_analysis_code import ( ASSIGN_TASK_TYPE_CONFIG, ASSIGN_TASK_TYPE_PROMPT, ) diff --git a/metagpt/prompts/ci/__init__.py b/metagpt/prompts/mi/__init__.py similarity index 100% rename from metagpt/prompts/ci/__init__.py rename to metagpt/prompts/mi/__init__.py diff --git a/metagpt/prompts/ci/ml_action.py b/metagpt/prompts/mi/ml_action.py similarity index 100% rename from metagpt/prompts/ci/ml_action.py rename to metagpt/prompts/mi/ml_action.py diff --git a/metagpt/prompts/ci/write_analysis_code.py b/metagpt/prompts/mi/write_analysis_code.py similarity index 100% rename from metagpt/prompts/ci/write_analysis_code.py rename to metagpt/prompts/mi/write_analysis_code.py diff --git a/metagpt/roles/ci/__init__.py b/metagpt/roles/mi/__init__.py similarity index 100% rename from metagpt/roles/ci/__init__.py rename to metagpt/roles/mi/__init__.py diff --git a/metagpt/roles/ci/code_interpreter.py b/metagpt/roles/mi/interpreter.py similarity index 91% rename from metagpt/roles/ci/code_interpreter.py rename to metagpt/roles/mi/interpreter.py index 404c93b81..fa50098e9 100644 --- a/metagpt/roles/ci/code_interpreter.py +++ b/metagpt/roles/mi/interpreter.py @@ -2,9 +2,9 @@ from __future__ import annotations from pydantic import Field -from metagpt.actions.ci.ask_review import ReviewConst -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode -from metagpt.actions.ci.write_analysis_code import ( +from metagpt.actions.mi.ask_review import ReviewConst +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.write_analysis_code import ( WriteCodeWithoutTools, WriteCodeWithTools, ) @@ -13,9 +13,9 @@ from metagpt.roles import Role from metagpt.schema import Message, Task, TaskResult -class CodeInterpreter(Role): - name: str = "Charlie" - profile: str = "CodeInterpreter" +class Interpreter(Role): + name: str = "Ivy" + profile: str = "Interpreter" auto_run: bool = True use_tools: bool = False execute_code: ExecuteNbCode = Field(default_factory=ExecuteNbCode, exclude=True) diff --git a/metagpt/roles/ci/ml_engineer.py b/metagpt/roles/mi/ml_engineer.py similarity index 89% rename from metagpt/roles/ci/ml_engineer.py rename to metagpt/roles/mi/ml_engineer.py index f8bcb2c89..78d605d3e 100644 --- a/metagpt/roles/ci/ml_engineer.py +++ b/metagpt/roles/mi/ml_engineer.py @@ -1,13 +1,13 @@ -from metagpt.actions.ci.debug_code import DebugCode -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode -from metagpt.actions.ci.ml_action import UpdateDataColumns, WriteCodeWithToolsML +from metagpt.actions.mi.debug_code import DebugCode +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.ml_action import UpdateDataColumns, WriteCodeWithToolsML from metagpt.logs import logger -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter from metagpt.tools.tool_type import ToolType from metagpt.utils.common import any_to_str -class MLEngineer(CodeInterpreter): +class MLEngineer(Interpreter): name: str = "Mark" profile: str = "MLEngineer" debug_context: list = [] diff --git a/metagpt/strategy/planner.py b/metagpt/strategy/planner.py index fd635df39..851d45893 100644 --- a/metagpt/strategy/planner.py +++ b/metagpt/strategy/planner.py @@ -4,8 +4,8 @@ import json from pydantic import BaseModel, Field -from metagpt.actions.ci.ask_review import AskReview, ReviewConst -from metagpt.actions.ci.write_plan import ( +from metagpt.actions.mi.ask_review import AskReview, ReviewConst +from metagpt.actions.mi.write_plan import ( WritePlan, precheck_update_plan_from_rsp, update_plan_from_rsp, diff --git a/metagpt/strategy/solver.py b/metagpt/strategy/solver.py index e7d61a881..ab16d82bd 100644 --- a/metagpt/strategy/solver.py +++ b/metagpt/strategy/solver.py @@ -49,8 +49,8 @@ class TOTSolver(BaseSolver): raise NotImplementedError -class CodeInterpreterSolver(BaseSolver): - """CodeInterpreterSolver: Write&Run code in the graph""" +class InterpreterSolver(BaseSolver): + """InterpreterSolver: Write&Run code in the graph""" async def solve(self): raise NotImplementedError diff --git a/tests/metagpt/actions/ci/test_ask_review.py b/tests/metagpt/actions/mi/test_ask_review.py similarity index 84% rename from tests/metagpt/actions/ci/test_ask_review.py rename to tests/metagpt/actions/mi/test_ask_review.py index 4f02fe10b..92e8bd046 100644 --- a/tests/metagpt/actions/ci/test_ask_review.py +++ b/tests/metagpt/actions/mi/test_ask_review.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.ci.ask_review import AskReview +from metagpt.actions.mi.ask_review import AskReview @pytest.mark.asyncio diff --git a/tests/metagpt/actions/ci/test_debug_code.py b/tests/metagpt/actions/mi/test_debug_code.py similarity index 96% rename from tests/metagpt/actions/ci/test_debug_code.py rename to tests/metagpt/actions/mi/test_debug_code.py index 0307ac17e..24cfcef10 100644 --- a/tests/metagpt/actions/ci/test_debug_code.py +++ b/tests/metagpt/actions/mi/test_debug_code.py @@ -5,7 +5,7 @@ import pytest -from metagpt.actions.ci.debug_code import DebugCode +from metagpt.actions.mi.debug_code import DebugCode from metagpt.schema import Message ErrorStr = """Tested passed: diff --git a/tests/metagpt/actions/ci/test_execute_nb_code.py b/tests/metagpt/actions/mi/test_execute_nb_code.py similarity index 98% rename from tests/metagpt/actions/ci/test_execute_nb_code.py rename to tests/metagpt/actions/mi/test_execute_nb_code.py index 72a85dd08..59a814054 100644 --- a/tests/metagpt/actions/ci/test_execute_nb_code.py +++ b/tests/metagpt/actions/mi/test_execute_nb_code.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode, truncate +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode, truncate @pytest.mark.asyncio diff --git a/tests/metagpt/actions/ci/test_ml_action.py b/tests/metagpt/actions/mi/test_ml_action.py similarity index 95% rename from tests/metagpt/actions/ci/test_ml_action.py rename to tests/metagpt/actions/mi/test_ml_action.py index 5d9507094..27d47b0e3 100644 --- a/tests/metagpt/actions/ci/test_ml_action.py +++ b/tests/metagpt/actions/mi/test_ml_action.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.ci.ml_action import WriteCodeWithToolsML +from metagpt.actions.mi.ml_action import WriteCodeWithToolsML from metagpt.schema import Plan, Task diff --git a/tests/metagpt/actions/ci/test_write_analysis_code.py b/tests/metagpt/actions/mi/test_write_analysis_code.py similarity index 99% rename from tests/metagpt/actions/ci/test_write_analysis_code.py rename to tests/metagpt/actions/mi/test_write_analysis_code.py index 95c7dfca8..6c2228222 100644 --- a/tests/metagpt/actions/ci/test_write_analysis_code.py +++ b/tests/metagpt/actions/mi/test_write_analysis_code.py @@ -2,8 +2,8 @@ import asyncio import pytest -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode -from metagpt.actions.ci.write_analysis_code import ( +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.write_analysis_code import ( WriteCodeWithoutTools, WriteCodeWithTools, ) diff --git a/tests/metagpt/actions/ci/test_write_plan.py b/tests/metagpt/actions/mi/test_write_plan.py similarity index 95% rename from tests/metagpt/actions/ci/test_write_plan.py rename to tests/metagpt/actions/mi/test_write_plan.py index 3eb80ca3e..97632ea44 100644 --- a/tests/metagpt/actions/ci/test_write_plan.py +++ b/tests/metagpt/actions/mi/test_write_plan.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.ci.write_plan import ( +from metagpt.actions.mi.write_plan import ( Plan, Task, WritePlan, diff --git a/tests/metagpt/roles/ci/test_code_interpreter.py b/tests/metagpt/roles/mi/test_interpreter.py similarity index 59% rename from tests/metagpt/roles/ci/test_code_interpreter.py rename to tests/metagpt/roles/mi/test_interpreter.py index 9d2f2429b..3bae4a1ac 100644 --- a/tests/metagpt/roles/ci/test_code_interpreter.py +++ b/tests/metagpt/roles/mi/test_interpreter.py @@ -1,23 +1,23 @@ import pytest from metagpt.logs import logger -from metagpt.roles.ci.code_interpreter import CodeInterpreter +from metagpt.roles.mi.interpreter import Interpreter @pytest.mark.asyncio @pytest.mark.parametrize("auto_run", [(True), (False)]) -async def test_code_interpreter(mocker, auto_run): - mocker.patch("metagpt.actions.ci.execute_nb_code.ExecuteNbCode.run", return_value=("a successful run", True)) +async def test_interpreter(mocker, auto_run): + mocker.patch("metagpt.actions.mi.execute_nb_code.ExecuteNbCode.run", return_value=("a successful run", True)) mocker.patch("builtins.input", return_value="confirm") requirement = "Run data analysis on sklearn Iris dataset, include a plot" tools = [] - ci = CodeInterpreter(auto_run=auto_run, use_tools=True, tools=tools) - rsp = await ci.run(requirement) + mi = Interpreter(auto_run=auto_run, use_tools=True, tools=tools) + rsp = await mi.run(requirement) logger.info(rsp) assert len(rsp.content) > 0 - finished_tasks = ci.planner.plan.get_finished_tasks() + finished_tasks = mi.planner.plan.get_finished_tasks() assert len(finished_tasks) > 0 assert len(finished_tasks[0].code) > 0 # check one task to see if code is recorded diff --git a/tests/metagpt/roles/ci/test_ml_engineer.py b/tests/metagpt/roles/mi/test_ml_engineer.py similarity index 91% rename from tests/metagpt/roles/ci/test_ml_engineer.py rename to tests/metagpt/roles/mi/test_ml_engineer.py index 3bf9f3b92..921ac8822 100644 --- a/tests/metagpt/roles/ci/test_ml_engineer.py +++ b/tests/metagpt/roles/mi/test_ml_engineer.py @@ -1,16 +1,16 @@ import pytest -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode from metagpt.logs import logger -from metagpt.roles.ci.ml_engineer import MLEngineer +from metagpt.roles.mi.ml_engineer import MLEngineer from metagpt.schema import Message, Plan, Task from metagpt.tools.tool_type import ToolType -from tests.metagpt.actions.ci.test_debug_code import CODE, DebugContext, ErrorStr +from tests.metagpt.actions.mi.test_debug_code import CODE, DebugContext, ErrorStr def test_mle_init(): - ci = MLEngineer(goal="test", auto_run=True, use_tools=True, tools=["tool1", "tool2"]) - assert ci.tools == [] + mle = MLEngineer(goal="test", auto_run=True, use_tools=True, tools=["tool1", "tool2"]) + assert mle.tools == [] MockPlan = Plan( diff --git a/tests/metagpt/utils/test_save_code.py b/tests/metagpt/utils/test_save_code.py index 35ad84baf..9df2650f3 100644 --- a/tests/metagpt/utils/test_save_code.py +++ b/tests/metagpt/utils/test_save_code.py @@ -6,7 +6,7 @@ import nbformat import pytest -from metagpt.actions.ci.execute_nb_code import ExecuteNbCode +from metagpt.actions.mi.execute_nb_code import ExecuteNbCode from metagpt.utils.common import read_json_file from metagpt.utils.save_code import DATA_PATH, save_code_file From 10553b22080c674bdeb82987dcefa79c4fc9ec28 Mon Sep 17 00:00:00 2001 From: yzlin Date: Sun, 18 Feb 2024 19:00:05 +0800 Subject: [PATCH 039/108] release v0.7.1 --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index be3956ea4..4efcebdc1 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr setup( name="metagpt", - version="0.7.0", + version="0.7.1", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", From 464de9e945a03f3e02882e01e3bd64663e82cf81 Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Sun, 18 Feb 2024 19:12:45 +0800 Subject: [PATCH 040/108] 1. Split CODE_PLAN_AND_CHANGE into DEVELOPMENT_PLAN and IMPLEMENT_CHANGE 2. Update prompt 3. Adjust the position of the log for WriteCodePlanAndChange --- .../actions/write_code_plan_and_change_an.py | 58 +++++++++++++------ metagpt/actions/write_prd_an.py | 2 +- metagpt/roles/engineer.py | 1 - 3 files changed, 40 insertions(+), 21 deletions(-) diff --git a/metagpt/actions/write_code_plan_and_change_an.py b/metagpt/actions/write_code_plan_and_change_an.py index 708808050..f14e10ea5 100644 --- a/metagpt/actions/write_code_plan_and_change_an.py +++ b/metagpt/actions/write_code_plan_and_change_an.py @@ -6,30 +6,45 @@ @File : write_code_plan_and_change_an.py """ import os +from typing import List from pydantic import Field from metagpt.actions.action import Action from metagpt.actions.action_node import ActionNode +from metagpt.logs import logger from metagpt.schema import CodePlanAndChangeContext -CODE_PLAN_AND_CHANGE = ActionNode( - key="Code Plan And Change", +DEVELOPMENT_PLAN = ActionNode( + key="Development Plan", expected_type=str, - instruction="Developing comprehensive and step-by-step incremental development plan, and write Incremental " - "Change by making a code draft that how to implement incremental development including detailed steps based on the " - "context. Note: Track incremental changes using mark of '+' or '-' for add/modify/delete code, and conforms to the " - "output format of git diff", - example=""" -1. Plan for calculator.py: Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, multiplication, and division. Additionally, implement robust error handling for the division operation to mitigate potential issues related to division by zero. -```python + instruction="Develop a comprehensive and step-by-step incremental development plan, providing the essential " + "changes to be implemented at each step", + example="""To implement the new feature, we will create/change/update the methods in the calculator to support subtraction, multiplication, and division operations. Additionally, the ... +\nHere are the steps based on the order of 'Task List' we will follow:\n +1. Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, multiplication, and division. Also, the ... +2. Integrate new API endpoints for subtraction, multiplication, and division into the existing codebase of `main.py`. Then, ensure ... +3. ...""", +) + +IMPLEMENT_CHANGE = ActionNode( + key="Implement Change", + expected_type=List[str], + instruction="Write Incremental Change by making a code draft that how to implement incremental development " + "including detailed steps based on the context. Note: Track incremental changes using the marks `+` and `-` to " + "indicate added, deleted, or modified code, and ensure compliance with the output format of `git diff`", + example=[ + '''```diff +--- Old/calculator.py ++++ New/calculator.py + class Calculator: self.result = number1 + number2 return self.result - def sub(self, number1, number2) -> float: + def subtract(self, number1: float, number2: float) -> float: -+ ''' ++ """ + Subtracts the second number from the first and returns the result. + + Args: @@ -38,13 +53,13 @@ class Calculator: + + Returns: + float: The difference of number1 and number2. -+ ''' ++ """ + self.result = number1 - number2 + return self.result + def multiply(self, number1: float, number2: float) -> float: - pass -+ ''' ++ """ + Multiplies two numbers and returns the result. + + Args: @@ -53,15 +68,15 @@ class Calculator: + + Returns: + float: The product of number1 and number2. -+ ''' ++ """ + self.result = number1 * number2 + return self.result + def divide(self, number1: float, number2: float) -> float: - pass -+ ''' ++ """ + ValueError: If the second number is zero. -+ ''' ++ """ + if number2 == 0: + raise ValueError('Cannot divide by zero') + self.result = number1 / number2 @@ -75,10 +90,11 @@ class Calculator: + print("Result is already zero, no need to clear.") + self.result = 0.0 -``` +```''', + """```diff +--- Old/main.py ++++ New/main.py -2. Plan for main.py: Integrate new API endpoints for subtraction, multiplication, and division into the existing codebase of `main.py`. Then, ensure seamless integration with the overall application architecture and maintain consistency with coding standards. -```python def add_numbers(): result = calculator.add_numbers(num1, num2) return jsonify({'result': result}), 200 @@ -106,6 +122,7 @@ def add_numbers(): if __name__ == '__main__': app.run() ```""", + ], ) CODE_PLAN_AND_CHANGE_CONTEXT = """ @@ -179,7 +196,9 @@ Role: You are a professional engineer; The main goal is to complete incremental 9. Attention: Retain details that are not related to incremental development but are important for maintaining the consistency and clarity of the old code. """ -WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children("WriteCodePlanAndChange", [CODE_PLAN_AND_CHANGE]) +WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children( + "WriteCodePlanAndChange", [DEVELOPMENT_PLAN, IMPLEMENT_CHANGE] +) class WriteCodePlanAndChange(Action): @@ -200,6 +219,7 @@ class WriteCodePlanAndChange(Action): task=task_doc.content, code=code_text, ) + logger.info("Writing code plan and change..") return await WRITE_CODE_PLAN_AND_CHANGE_NODE.fill(context=context, llm=self.llm, schema="json") async def get_old_codes(self) -> str: diff --git a/metagpt/actions/write_prd_an.py b/metagpt/actions/write_prd_an.py index 9898be55b..5733b29da 100644 --- a/metagpt/actions/write_prd_an.py +++ b/metagpt/actions/write_prd_an.py @@ -56,7 +56,7 @@ REFINED_PRODUCT_GOALS = ActionNode( key="Refined Product Goals", expected_type=List[str], instruction="Update and expand the original product goals to reflect the evolving needs due to incremental " - "development.Ensure that the refined goals align with the current project direction and contribute to its success.", + "development. Ensure that the refined goals align with the current project direction and contribute to its success.", example=[ "Enhance user engagement through new features", "Optimize performance for scalability", diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py index 7037ca0b3..235ec0f69 100644 --- a/metagpt/roles/engineer.py +++ b/metagpt/roles/engineer.py @@ -204,7 +204,6 @@ class Engineer(Role): async def _act_code_plan_and_change(self): """Write code plan and change that guides subsequent WriteCode and WriteCodeReview""" - logger.info("Writing code plan and change..") node = await self.rc.todo.run() code_plan_and_change = node.instruct_content.model_dump_json() dependencies = { From cec879f71b84667297356b99e49ad68cf1f503db Mon Sep 17 00:00:00 2001 From: better629 Date: Sun, 18 Feb 2024 20:01:27 +0800 Subject: [PATCH 041/108] update repair llm with backslash problem --- metagpt/utils/repair_llm_raw_output.py | 12 ++++++++++++ tests/metagpt/utils/test_repair_llm_raw_output.py | 5 +++++ 2 files changed, 17 insertions(+) diff --git a/metagpt/utils/repair_llm_raw_output.py b/metagpt/utils/repair_llm_raw_output.py index 06484f71d..b8756e8c6 100644 --- a/metagpt/utils/repair_llm_raw_output.py +++ b/metagpt/utils/repair_llm_raw_output.py @@ -119,6 +119,7 @@ def repair_json_format(output: str) -> str: logger.info(f"repair_json_format: {'}]'}") elif output.startswith("{") and output.endswith("]"): output = output[:-1] + "}" + # remove comments in output json string, after json value content, maybe start with #, maybe start with // arr = output.split("\n") new_arr = [] @@ -208,6 +209,17 @@ def repair_invalid_json(output: str, error: str) -> str: elif (rline[col_no] in ["'", '"']) and (line.startswith('"') or line.startswith("'")) and "," not in line: # problem, `"""` or `'''` without `,` new_line = f",{line}" + elif col_no - 1 >= 0 and rline[col_no - 1] in ['"', "'"]: + # backslash problem like \" in the output + char = rline[col_no - 1] + nearest_char_idx = rline[col_no:].find(char) + new_line = ( + rline[: col_no - 1] + + "\\" + + rline[col_no - 1 : col_no + nearest_char_idx] + + "\\" + + rline[col_no + nearest_char_idx :] + ) elif '",' not in line and "," not in line and '"' not in line: new_line = f'{line}",' elif not line.endswith(","): diff --git a/tests/metagpt/utils/test_repair_llm_raw_output.py b/tests/metagpt/utils/test_repair_llm_raw_output.py index e28423b91..7a29ea3ee 100644 --- a/tests/metagpt/utils/test_repair_llm_raw_output.py +++ b/tests/metagpt/utils/test_repair_llm_raw_output.py @@ -211,6 +211,11 @@ value output = repair_invalid_json(output, "Expecting ',' delimiter: line 4 column 1") assert output == target_output + raw_output = '{"key": "url "http" \\"https\\" "}' + target_output = '{"key": "url \\"http\\" \\"https\\" "}' + output = repair_invalid_json(raw_output, "Expecting ',' delimiter: line 1 column 15 (char 14)") + assert output == target_output + def test_retry_parse_json_text(): from metagpt.utils.repair_llm_raw_output import retry_parse_json_text From 41d6d2be1d26518593c30ce8af9b9ddc865eeded Mon Sep 17 00:00:00 2001 From: better629 Date: Sun, 18 Feb 2024 20:02:42 +0800 Subject: [PATCH 042/108] update dashscope stream output --- metagpt/provider/dashscope_api.py | 2 ++ requirements.txt | 4 ++-- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py index 58031e452..c02a302e4 100644 --- a/metagpt/provider/dashscope_api.py +++ b/metagpt/provider/dashscope_api.py @@ -192,6 +192,8 @@ class DashScopeLLM(BaseLLM): if self.config.temperature > 0: # different model has default temperature. only set when it"s specified. kwargs["temperature"] = self.config.temperature + if stream: + kwargs["incremental_output"] = True return kwargs def _check_response(self, resp: GenerationResponse): diff --git a/requirements.txt b/requirements.txt index cfac35717..9759248bb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -27,7 +27,7 @@ python_docx==0.8.11 PyYAML==6.0.1 # sentence_transformers==2.2.2 setuptools==65.6.3 -tenacity==8.2.2 +tenacity==8.2.3 tiktoken==0.5.2 tqdm==4.65.0 #unstructured[local-inference] @@ -68,4 +68,4 @@ anytree ipywidgets==8.1.1 Pillow qianfan==0.3.1 -dashscope==1.14.1 +dashscope==1.14.1 \ No newline at end of file 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 043/108] 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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): 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 @@ class RepoParser(BaseModel): v = RepoParser._parse_variable(n.test.left) if v: tokens.append(v) - for item in n.test.comparators: - v = RepoParser._parse_variable(item) - if v: - tokens.append(v) + if isinstance(n.test, ast.Name): + v = RepoParser._parse_variable(n.test) + tokens.append(v) + if hasattr(n.test, "comparators"): + for item in n.test.comparators: + v = RepoParser._parse_variable(item) + if v: + tokens.append(v) return tokens except Exception as e: logger.warning(f"Unsupported if: {n}, err:{e}") @@ -683,7 +688,7 @@ class RepoParser(BaseModel): if hasattr(x.value, "id") else f"{x.attr}", any_to_str(ast.Call): lambda x: RepoParser._parse_variable(x.func), - any_to_str(ast.Tuple): lambda x: "", + any_to_str(ast.Tuple): lambda x: [d.value for d in x.dims], } func = funcs.get(any_to_str(node)) if not func: 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: 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, 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In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\n@Modified By: mashenquan, 2023-11-27.\n 1. Following the think-act principle, solidify the task parameters when creating the\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\n to using file references.\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\n of SummarizeCode.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : qa_engineer.py\\n@Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.2.1 and 2.2.2 of RFC 116, modify the data\\n type of the `cause_by` value in the `Message` to a string, and utilize the new message filtering feature.\\n@Modified By: mashenquan, 2023-11-27.\\n 1. Following the think-act principle, solidify the task parameters when creating the\\n WriteTest/RunCode/DebugError object, rather than passing them in when calling the run function.\\n 2. According to Section 2.2.3.5.7 of RFC 135, change the method of transferring files from using the Message\\n to using file references.\\n@Modified By: mashenquan, 2023-12-5. Enhance the workflow to navigate to WriteCode or QaEngineer based on the results\\n of SummarizeCode.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"DebugError\",\"RunCode\",\"WriteTest\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['DebugError', 'RunCode', 'WriteTest']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.actions.summarize_code"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.summarize_code\",\"names\":[\"SummarizeCode\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['SummarizeCode']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.const"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.const\",\"names\":[\"MESSAGE_ROUTE_TO_NONE\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['MESSAGE_ROUTE_TO_NONE']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.logs"}, {"id": "metagpt/roles/qa_engineer.py:names:['logger']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.roles"}, {"id": "metagpt/roles/qa_engineer.py:names:['Role']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.schema"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Document\",\"Message\",\"RunCodeContext\",\"TestingContext\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['Document', 'Message', 'RunCodeContext', 'TestingContext']"}, {"id": "metagpt/roles/qa_engineer.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str_set\",\"parse_recipient\"]}}"}, {"id": "metagpt/roles/qa_engineer.py:names:['any_to_str_set', 'parse_recipient']"}, {"id": "{\"lineno\":27,\"end_lineno\":181,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"QaEngineer\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:Teacher:__init__"}, {"id": "metagpt/roles/teacher.py:Teacher:_think"}, {"id": "metagpt/roles/teacher.py:Teacher:_react"}, {"id": "metagpt/roles/teacher.py:ast.Constant:\n@Time : 2023/7/27\n@Author : mashenquan\n@File : teacher.py\n@Desc : Used by Agent Store\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":10,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/7/27\\n@Author : mashenquan\\n@File : teacher.py\\n@Desc : Used by Agent Store\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/teacher.py:re"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['UserRequirement']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.actions.write_teaching_plan"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.write_teaching_plan\",\"names\":[\"TeachingPlanBlock\",\"WriteTeachingPlanPart\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['TeachingPlanBlock', 'WriteTeachingPlanPart']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.logs"}, {"id": "metagpt/roles/teacher.py:names:['logger']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.roles"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Role']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.schema"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['Message']"}, {"id": "metagpt/roles/teacher.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_str\",\"awrite\"]}}"}, {"id": "metagpt/roles/teacher.py:names:['any_to_str', 'awrite']"}, {"id": "{\"lineno\":22,\"end_lineno\":111,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Teacher\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:ProductManager:__init__"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_think"}, {"id": "metagpt/roles/product_manager.py:ProductManager:_observe"}, {"id": "metagpt/roles/product_manager.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : product_manager.py\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":8,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : product_manager.py\\n@Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions"}, {"id": "{\"lineno\":10,\"end_lineno\":10,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"UserRequirement\",\"WritePRD\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['UserRequirement', 'WritePRD']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.actions.prepare_documents"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.prepare_documents\",\"names\":[\"PrepareDocuments\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['PrepareDocuments']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.roles.role"}, {"id": "{\"lineno\":12,\"end_lineno\":12,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles.role\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['Role']"}, {"id": "metagpt/roles/product_manager.py:module:metagpt.utils.common"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.common\",\"names\":[\"any_to_name\"]}}"}, {"id": "metagpt/roles/product_manager.py:names:['any_to_name']"}, {"id": "{\"lineno\":16,\"end_lineno\":51,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"ProductManager\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:Sales:__init__"}, {"id": "metagpt/roles/sales.py:Sales:_set_store"}, {"id": "metagpt/roles/sales.py:ast.Constant:\n@Time : 2023/5/25 17:21\n@Author : alexanderwu\n@File : sales.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/25 17:21\\n@Author : alexanderwu\\n@File : sales.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/sales.py:module:typing"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Optional']"}, {"id": "metagpt/roles/sales.py:module:pydantic"}, {"id": "{\"lineno\":11,\"end_lineno\":11,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Field']"}, {"id": "metagpt/roles/sales.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\",\"UserRequirement\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchAndSummarize', 'UserRequirement']"}, {"id": "metagpt/roles/sales.py:module:metagpt.document_store.base_store"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.document_store.base_store\",\"names\":[\"BaseStore\"]}}"}, {"id": "metagpt/roles/sales.py:names:['BaseStore']"}, {"id": "metagpt/roles/sales.py:module:metagpt.roles"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/sales.py:names:['Role']"}, {"id": "metagpt/roles/sales.py:module:metagpt.tools"}, {"id": "{\"lineno\":16,\"end_lineno\":16,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/sales.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":19,\"end_lineno\":42,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Sales\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:Searcher:__init__"}, {"id": "metagpt/roles/searcher.py:Searcher:_act_sp"}, {"id": "metagpt/roles/searcher.py:Searcher:_act"}, {"id": "metagpt/roles/searcher.py:ast.Constant:\n@Time : 2023/5/23 17:25\n@Author : alexanderwu\n@File : searcher.py\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\n"}, {"id": "{\"lineno\":3,\"end_lineno\":9,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/23 17:25\\n@Author : alexanderwu\\n@File : searcher.py\\n@Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, change the data type of\\n the `cause_by` value in the `Message` to a string to support the new message distribution feature.\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/searcher.py:module:pydantic"}, {"id": "metagpt/roles/searcher.py:names:['Field']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions"}, {"id": "{\"lineno\":13,\"end_lineno\":13,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions\",\"names\":[\"SearchAndSummarize\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchAndSummarize']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":14,\"end_lineno\":14,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionNode']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.actions.action_output"}, {"id": "{\"lineno\":15,\"end_lineno\":15,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_output\",\"names\":[\"ActionOutput\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['ActionOutput']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.logs"}, {"id": "metagpt/roles/searcher.py:names:['logger']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.roles"}, {"id": "metagpt/roles/searcher.py:names:['Role']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.schema"}, {"id": "metagpt/roles/searcher.py:names:['Message']"}, {"id": "metagpt/roles/searcher.py:module:metagpt.tools"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.tools\",\"names\":[\"SearchEngineType\"]}}"}, {"id": "metagpt/roles/searcher.py:names:['SearchEngineType']"}, {"id": "{\"lineno\":22,\"end_lineno\":78,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Searcher\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:Assistant:__init__"}, {"id": "metagpt/roles/assistant.py:Assistant:_plan"}, {"id": "metagpt/roles/assistant.py:ast.Constant:\n@Time : 2023/8/7\n@Author : mashenquan\n@File : assistant.py\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\n make these symbols configurable and standardized, making the process of building flows more convenient.\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\n configuration file.\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\n indicates that further reasoning cannot continue.\n\n"}, {"id": "{\"lineno\":3,\"end_lineno\":16,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/8/7\\n@Author : mashenquan\\n@File : assistant.py\\n@Desc : I am attempting to incorporate certain symbol concepts from UML into MetaGPT, enabling it to have the\\n ability to freely construct flows through symbol concatenation. Simultaneously, I am also striving to\\n make these symbols configurable and standardized, making the process of building flows more convenient.\\n For more about `fork` node in activity diagrams, see: `https://www.uml-diagrams.org/activity-diagrams.html`\\n This file defines a `fork` style meta role capable of generating arbitrary roles at runtime based on a\\n configuration file.\\n@Modified By: mashenquan, 2023/8/22. A definition has been provided for the return value of _think: returning false\\n indicates that further reasoning cannot continue.\\n\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/assistant.py:module:enum"}, {"id": "{\"lineno\":17,\"end_lineno\":17,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"enum\",\"names\":[\"Enum\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Enum']"}, {"id": "metagpt/roles/assistant.py:module:pathlib"}, {"id": "{\"lineno\":18,\"end_lineno\":18,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Path']"}, {"id": "metagpt/roles/assistant.py:module:typing"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"typing\",\"names\":[\"Optional\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Optional']"}, {"id": "metagpt/roles/assistant.py:module:pydantic"}, {"id": "{\"lineno\":21,\"end_lineno\":21,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pydantic\",\"names\":[\"Field\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Field']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.skill_action"}, {"id": "{\"lineno\":23,\"end_lineno\":23,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.skill_action\",\"names\":[\"ArgumentsParingAction\",\"SkillAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['ArgumentsParingAction', 'SkillAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.actions.talk_action"}, {"id": "{\"lineno\":24,\"end_lineno\":24,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.talk_action\",\"names\":[\"TalkAction\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['TalkAction']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.learn.skill_loader"}, {"id": "{\"lineno\":25,\"end_lineno\":25,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.learn.skill_loader\",\"names\":[\"SkillsDeclaration\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['SkillsDeclaration']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.logs"}, {"id": "metagpt/roles/assistant.py:names:['logger']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.memory.brain_memory"}, {"id": "{\"lineno\":27,\"end_lineno\":27,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.memory.brain_memory\",\"names\":[\"BrainMemory\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['BrainMemory']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.roles"}, {"id": "{\"lineno\":28,\"end_lineno\":28,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.roles\",\"names\":[\"Role\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Role']"}, {"id": "metagpt/roles/assistant.py:module:metagpt.schema"}, {"id": "{\"lineno\":29,\"end_lineno\":29,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.schema\",\"names\":[\"Message\"]}}"}, {"id": "metagpt/roles/assistant.py:names:['Message']"}, {"id": "{\"lineno\":32,\"end_lineno\":34,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"MessageType\"],\"properties\":{}}"}, {"id": "{\"lineno\":37,\"end_lineno\":139,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"Assistant\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py"}, {"id": "metagpt/roles/__init__.py:__all__"}, {"id": "metagpt/roles/__init__.py:ast.Constant:\n@Time : 2023/5/11 14:43\n@Author : alexanderwu\n@File : __init__.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/5/11 14:43\\n@Author : alexanderwu\\n@File : __init__.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/roles/__init__.py:module:metagpt.roles.role"}, {"id": 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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 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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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": "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. 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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_prd.py:names:['FileRepository']"}, {"id": "metagpt/actions/write_prd.py:module:metagpt.utils.mermaid"}, {"id": "{\"lineno\":39,\"end_lineno\":39,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.mermaid\",\"names\":[\"mermaid_to_file\"]}}"}, {"id": "metagpt/actions/write_prd.py:names:['mermaid_to_file']"}, {"id": "{\"lineno\":41,\"end_lineno\":50,\"type_name\":\"ast.Assign\",\"tokens\":[\"CONTEXT_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":52,\"end_lineno\":58,\"type_name\":\"ast.Assign\",\"tokens\":[\"NEW_REQ_TEMPLATE\"],\"properties\":{}}"}, {"id": "{\"lineno\":61,\"end_lineno\":172,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"WritePRD\"],\"properties\":{}}"}, {"id": "metagpt/actions/write_docstring.py:_simplify_python_code"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_SYSTEM"}, {"id": "metagpt/actions/write_docstring.py:PYTHON_DOCSTRING_EXAMPLE_GOOGLE"}, {"id": 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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. 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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"{\"lineno\":32,\"end_lineno\":32,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.utils.pycst\",\"names\":[\"merge_docstring\"]}}"}, {"id": "metagpt/actions/write_docstring.py:names:['merge_docstring']"}, {"id": "{\"lineno\":34,\"end_lineno\":54,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_SYSTEM\"],\"properties\":{}}"}, {"id": "{\"lineno\":58,\"end_lineno\":84,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_GOOGLE\"],\"properties\":{}}"}, {"id": "{\"lineno\":86,\"end_lineno\":122,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_NUMPY\"],\"properties\":{}}"}, {"id": "{\"lineno\":124,\"end_lineno\":147,\"type_name\":\"ast.Assign\",\"tokens\":[\"PYTHON_DOCSTRING_EXAMPLE_SPHINX\"],\"properties\":{}}"}, {"id": "{\"lineno\":149,\"end_lineno\":153,\"type_name\":\"ast.Assign\",\"tokens\":[\"_python_docstring_style\"],\"properties\":{}}"}, {"id": 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"metagpt/actions/fix_bug.py:names:['Action']"}, {"id": "{\"lineno\":10,\"end_lineno\":13,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"FixBug\"],\"properties\":{}}"}, {"id": "metagpt/actions/prepare_interview.py:QUESTIONS"}, {"id": "metagpt/actions/prepare_interview.py:ast.Constant:\n@Time : 2023/9/19 15:02\n@Author : DevXiaolan\n@File : prepare_interview.py\n"}, {"id": "{\"lineno\":3,\"end_lineno\":7,\"type_name\":\"ast.Expr\",\"tokens\":[\"ast.Constant\",\"\\n@Time : 2023/9/19 15:02\\n@Author : DevXiaolan\\n@File : prepare_interview.py\\n\"],\"properties\":{}}"}, {"id": "metagpt/actions/prepare_interview.py:module:metagpt.actions"}, {"id": "metagpt/actions/prepare_interview.py:names:['Action']"}, {"id": "metagpt/actions/prepare_interview.py:module:metagpt.actions.action_node"}, {"id": "{\"lineno\":9,\"end_lineno\":9,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"metagpt.actions.action_node\",\"names\":[\"ActionNode\"]}}"}, {"id": "metagpt/actions/prepare_interview.py:names:['ActionNode']"}, {"id": "{\"lineno\":11,\"end_lineno\":18,\"type_name\":\"ast.Assign\",\"tokens\":[\"QUESTIONS\"],\"properties\":{}}"}, {"id": "{\"lineno\":21,\"end_lineno\":25,\"type_name\":\"ast.ClassDef\",\"tokens\":[\"PrepareInterview\"],\"properties\":{}}"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_via_subprocess"}, {"id": "metagpt/actions/run_code.py:RunCode:_install_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. 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:pathlib"}, {"id": "{\"lineno\":19,\"end_lineno\":19,\"type_name\":\"ast.ImportFrom\",\"tokens\":[],\"properties\":{\"module\":\"pathlib\",\"names\":[\"Path\"]}}"}, {"id": "metagpt/actions/run_code.py:names:['Path']"}, {"id": "metagpt/actions/run_code.py:module:typing"}, {"id": "{\"lineno\":20,\"end_lineno\":20,\"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": 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"{\"lineno\":13,\"end_lineno\":22,\"type_name\":\"ast.Assign\",\"tokens\":[\"REVIEW\"],\"properties\":{}}"}, {"id": "{\"lineno\":24,\"end_lineno\":29,\"type_name\":\"ast.Assign\",\"tokens\":[\"REVIEW_RESULT\"],\"properties\":{}}"}, {"id": "{\"lineno\":31,\"end_lineno\":61,\"type_name\":\"ast.Assign\",\"tokens\":[\"NEXT_STEPS\"],\"properties\":{}}"}, {"id": "{\"lineno\":63,\"end_lineno\":68,\"type_name\":\"ast.Assign\",\"tokens\":[\"WRITE_DRAFT\"],\"properties\":{}}"}, {"id": "{\"lineno\":71,\"end_lineno\":80,\"type_name\":\"ast.Assign\",\"tokens\":[\"WRITE_FUNCTION\"],\"properties\":{}}"}, {"id": "{\"lineno\":83,\"end_lineno\":94,\"type_name\":\"ast.Assign\",\"tokens\":[\"REWRITE_CODE\"],\"properties\":{}}"}, {"id": "{\"lineno\":97,\"end_lineno\":416,\"type_name\":\"ast.Assign\",\"tokens\":[\"CODE_REVIEW_CONTEXT\"],\"properties\":{}}"}, {"id": "{\"lineno\":419,\"end_lineno\":489,\"type_name\":\"ast.Assign\",\"tokens\":[\"CODE_REVIEW_SMALLEST_CONTEXT\"],\"properties\":{}}"}, {"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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Update zip files to maintain consistency with TASK_PDF_FILE_REPO of const.py 2. Update prompt --- .../actions/write_code_plan_and_change_an.py | 16 ++++++++-------- tests/data/incremental_dev_project/Gomoku.zip | Bin 25822 -> 25572 bytes .../dice_simulator_new.zip | Bin 16807 -> 16549 bytes .../number_guessing_game.zip | Bin 15150 -> 14844 bytes .../incremental_dev_project/pygame_2048.zip | Bin 20336 -> 20066 bytes .../simple_add_calculator.zip | Bin 15141 -> 14831 bytes .../incremental_dev_project/snake_game.zip | Bin 19434 -> 19020 bytes .../incremental_dev_project/word_cloud.zip | Bin 12634 -> 12368 bytes 8 files changed, 8 insertions(+), 8 deletions(-) diff --git a/metagpt/actions/write_code_plan_and_change_an.py b/metagpt/actions/write_code_plan_and_change_an.py index f14e10ea5..7d40d0695 100644 --- a/metagpt/actions/write_code_plan_and_change_an.py +++ b/metagpt/actions/write_code_plan_and_change_an.py @@ -18,21 +18,21 @@ from metagpt.schema import CodePlanAndChangeContext DEVELOPMENT_PLAN = ActionNode( key="Development Plan", expected_type=str, - instruction="Develop a comprehensive and step-by-step incremental development plan, providing the essential " - "changes to be implemented at each step", - example="""To implement the new feature, we will create/change/update the methods in the calculator to support subtraction, multiplication, and division operations. Additionally, the ... -\nHere are the steps based on the order of 'Task List' we will follow:\n + instruction="Develop a comprehensive and step-by-step incremental development plan, providing the detail " + "changes to be implemented at each step based on the order of 'Task List'", + example="""To implement the new feature, we will create/change/update the methods in the calculator to support subtraction, multiplication, and division operations. +\nSteps to be followed:\n 1. Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, multiplication, and division. Also, the ... 2. Integrate new API endpoints for subtraction, multiplication, and division into the existing codebase of `main.py`. Then, ensure ... 3. ...""", ) -IMPLEMENT_CHANGE = ActionNode( - key="Implement Change", +INCREMENTAL_CHANGE = ActionNode( + key="Incremental Change", expected_type=List[str], instruction="Write Incremental Change by making a code draft that how to implement incremental development " "including detailed steps based on the context. Note: Track incremental changes using the marks `+` and `-` to " - "indicate added, deleted, or modified code, and ensure compliance with the output format of `git diff`", + "indicate additions and deletions, and ensure compliance with the output format of `git diff`", example=[ '''```diff --- Old/calculator.py @@ -197,7 +197,7 @@ Role: You are a professional engineer; The main goal is to complete incremental """ WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children( - "WriteCodePlanAndChange", [DEVELOPMENT_PLAN, IMPLEMENT_CHANGE] + "WriteCodePlanAndChange", [DEVELOPMENT_PLAN, INCREMENTAL_CHANGE] ) diff --git a/tests/data/incremental_dev_project/Gomoku.zip b/tests/data/incremental_dev_project/Gomoku.zip index a110ccdd227458dcd40b9ee242418da2184c60af..5877b8b81f9b495258c758a3d667d4fe63359ea9 100644 GIT binary patch delta 562 zcmX|8&1(}u6yNuXHpVsG#%+uyt_^9EGD-_lP&8^R?%FmMQdhxjw)xtEAU!Bj5L&U& zgB}W+{{9Cq;z5cC1x39`@zj$NMLj4|=vfd%oZTkQFpuBYdkiyQHt731dbHj(U$mPq 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lancedb==0.4.0 langchain==0.0.352 loguru==0.6.0 meilisearch==0.21.0 -numpy>=1.24.3 +numpy>=1.24.3,<1.25.0 openai==1.6.0 openpyxl beautifulsoup4==4.12.2 From 669c525b64d4749120700f3fd6846a0048aa3208 Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Tue, 20 Feb 2024 10:30:50 +0800 Subject: [PATCH 046/108] Update test case and prompt --- .../actions/write_code_plan_and_change_an.py | 19 +++++++++---------- tests/data/incremental_dev_project/mock.py | 9 ++++++++- .../test_write_code_plan_and_change_an.py | 3 ++- 3 files changed, 19 insertions(+), 12 deletions(-) diff --git a/metagpt/actions/write_code_plan_and_change_an.py b/metagpt/actions/write_code_plan_and_change_an.py index 7d40d0695..6a78fb5d9 100644 --- a/metagpt/actions/write_code_plan_and_change_an.py +++ b/metagpt/actions/write_code_plan_and_change_an.py @@ -17,14 +17,13 @@ from metagpt.schema import CodePlanAndChangeContext DEVELOPMENT_PLAN = ActionNode( key="Development Plan", - expected_type=str, + expected_type=List[str], instruction="Develop a comprehensive and step-by-step incremental development plan, providing the detail " "changes to be implemented at each step based on the order of 'Task List'", - example="""To implement the new feature, we will create/change/update the methods in the calculator to support subtraction, multiplication, and division operations. -\nSteps to be followed:\n -1. Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, multiplication, and division. Also, the ... -2. Integrate new API endpoints for subtraction, multiplication, and division into the existing codebase of `main.py`. Then, ensure ... -3. ...""", + example=[ + "Enhance the functionality of `calculator.py` by extending it to incorporate methods for subtraction, ...", + "Update the existing codebase in main.py to incorporate new API endpoints for subtraction, ...", + ], ) INCREMENTAL_CHANGE = ActionNode( @@ -189,16 +188,16 @@ Role: You are a professional engineer; The main goal is to complete incremental 2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets. 3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import. 4. Follow design: YOU MUST FOLLOW "Data structures and interfaces". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design. -5. Follow Code Plan And Change: If there is any Incremental Change that is marked by the git diff format using '+' and '-' for add/modify/delete code, or Legacy Code files contain "{filename} to be rewritten", you must merge it into the code file according to the plan. +5. Follow Code Plan And Change: If there is any "Incremental Change" that is marked by the git diff format with '+' and '-' symbols, or Legacy Code files contain "{filename} to be rewritten", you must merge it into the code file according to the "Development Plan". 6. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE. 7. Before using a external variable/module, make sure you import it first. 8. Write out EVERY CODE DETAIL, DON'T LEAVE TODO. 9. Attention: Retain details that are not related to incremental development but are important for maintaining the consistency and clarity of the old code. """ -WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children( - "WriteCodePlanAndChange", [DEVELOPMENT_PLAN, INCREMENTAL_CHANGE] -) +CODE_PLAN_AND_CHANGE = [DEVELOPMENT_PLAN, INCREMENTAL_CHANGE] + +WRITE_CODE_PLAN_AND_CHANGE_NODE = ActionNode.from_children("WriteCodePlanAndChange", CODE_PLAN_AND_CHANGE) class WriteCodePlanAndChange(Action): diff --git a/tests/data/incremental_dev_project/mock.py b/tests/data/incremental_dev_project/mock.py index f2eb71359..5bf1781e8 100644 --- a/tests/data/incremental_dev_project/mock.py +++ b/tests/data/incremental_dev_project/mock.py @@ -373,7 +373,14 @@ REFINED_TASKS_JSON = { } CODE_PLAN_AND_CHANGE_SAMPLE = { - "Code Plan And Change": '\n1. Plan for gui.py: Develop the GUI using Tkinter to replace the command-line interface. Start by setting up the main window and event handling. Then, add widgets for displaying the game status, results, and feedback. Implement interactive elements for difficulty selection and visualize the guess history. Finally, create animations for guess feedback and ensure responsiveness across different screen sizes.\n```python\nclass GUI:\n- pass\n+ def __init__(self):\n+ self.setup_window()\n+\n+ def setup_window(self):\n+ # Initialize the main window using Tkinter\n+ pass\n+\n+ def bind_events(self):\n+ # Bind button clicks and other events\n+ pass\n+\n+ def update_feedback(self, message: str):\n+ # Update the feedback label with the given message\n+ pass\n+\n+ def update_attempts(self, attempts: int):\n+ # Update the attempts label with the number of attempts\n+ pass\n+\n+ def update_history(self, history: list):\n+ # Update the history view with the list of past guesses\n+ pass\n+\n+ def show_difficulty_selector(self):\n+ # Show buttons or a dropdown for difficulty selection\n+ pass\n+\n+ def animate_guess_result(self, correct: bool):\n+ # Trigger an animation for correct or incorrect guesses\n+ pass\n```\n\n2. Plan for main.py: Modify the main.py to initialize the GUI and start the event-driven game loop. Ensure that the GUI is the primary interface for user interaction.\n```python\nclass Main:\n def main(self):\n- user_interface = UI()\n- user_interface.start()\n+ graphical_user_interface = GUI()\n+ graphical_user_interface.setup_window()\n+ graphical_user_interface.bind_events()\n+ # Start the Tkinter main loop\n+ pass\n\n if __name__ == "__main__":\n main_instance = Main()\n main_instance.main()\n```\n\n3. Plan for ui.py: Refactor ui.py to work with the new GUI class. Remove command-line interactions and delegate display and input tasks to the GUI.\n```python\nclass UI:\n- def display_message(self, message: str):\n- print(message)\n+\n+ def display_message(self, message: str):\n+ # This method will now pass the message to the GUI to display\n+ pass\n\n- def get_user_input(self, prompt: str) -> str:\n- return input(prompt)\n+\n+ def get_user_input(self, prompt: str) -> str:\n+ # This method will now trigger the GUI to get user input\n+ pass\n\n- def show_attempts(self, attempts: int):\n- print(f"Number of attempts: {attempts}")\n+\n+ def show_attempts(self, attempts: int):\n+ # This method will now update the GUI with the number of attempts\n+ pass\n\n- def show_history(self, history: list):\n- print("Guess history:")\n- for guess in history:\n- print(guess)\n+\n+ def show_history(self, history: list):\n+ # This method will now update the GUI with the guess history\n+ pass\n```\n\n4. Plan for game.py: Ensure game.py remains mostly unchanged as it contains the core game logic. However, make minor adjustments if necessary to integrate with the new GUI.\n```python\nclass Game:\n # No changes required for now\n```\n' + "Development Plan": [ + "Develop the GUI using Tkinter to replace the command-line interface. Start by setting up the main window and event handling. Then, add widgets for displaying the game status, results, and feedback. Implement interactive elements for difficulty selection and visualize the guess history. Finally, create animations for guess feedback and ensure responsiveness across different screen sizes.", + "Modify the main.py to initialize the GUI and start the event-driven game loop. Ensure that the GUI is the primary interface for user interaction.", + ], + "Incremental Change": [ + """```diff\nclass GUI:\n- pass\n+ def __init__(self):\n+ self.setup_window()\n+\n+ def setup_window(self):\n+ # Initialize the main window using Tkinter\n+ pass\n+\n+ def bind_events(self):\n+ # Bind button clicks and other events\n+ pass\n+\n+ def update_feedback(self, message: str):\n+ # Update the feedback label with the given message\n+ pass\n+\n+ def update_attempts(self, attempts: int):\n+ # Update the attempts label with the number of attempts\n+ pass\n+\n+ def update_history(self, history: list):\n+ # Update the history view with the list of past guesses\n+ pass\n+\n+ def show_difficulty_selector(self):\n+ # Show buttons or a dropdown for difficulty selection\n+ pass\n+\n+ def animate_guess_result(self, correct: bool):\n+ # Trigger an animation for correct or incorrect guesses\n+ pass\n```""", + """```diff\nclass Main:\n def main(self):\n- user_interface = UI()\n- user_interface.start()\n+ graphical_user_interface = GUI()\n+ graphical_user_interface.setup_window()\n+ graphical_user_interface.bind_events()\n+ # Start the Tkinter main loop\n+ pass\n\n if __name__ == "__main__":\n main_instance = Main()\n main_instance.main()\n```\n\n3. Plan for ui.py: Refactor ui.py to work with the new GUI class. Remove command-line interactions and delegate display and input tasks to the GUI.\n```python\nclass UI:\n- def display_message(self, message: str):\n- print(message)\n+\n+ def display_message(self, message: str):\n+ # This method will now pass the message to the GUI to display\n+ pass\n\n- def get_user_input(self, prompt: str) -> str:\n- return input(prompt)\n+\n+ def get_user_input(self, prompt: str) -> str:\n+ # This method will now trigger the GUI to get user input\n+ pass\n\n- def show_attempts(self, attempts: int):\n- print(f"Number of attempts: {attempts}")\n+\n+ def show_attempts(self, attempts: int):\n+ # This method will now update the GUI with the number of attempts\n+ pass\n\n- def show_history(self, history: list):\n- print("Guess history:")\n- for guess in history:\n- print(guess)\n+\n+ def show_history(self, history: list):\n+ # This method will now update the GUI with the guess history\n+ pass\n```\n\n4. Plan for game.py: Ensure game.py remains mostly unchanged as it contains the core game logic. However, make minor adjustments if necessary to integrate with the new GUI.\n```python\nclass Game:\n # No changes required for now\n```\n""", + ], } REFINED_CODE_INPUT_SAMPLE = """ diff --git a/tests/metagpt/actions/test_write_code_plan_and_change_an.py b/tests/metagpt/actions/test_write_code_plan_and_change_an.py index 9cd51398f..e66d97700 100644 --- a/tests/metagpt/actions/test_write_code_plan_and_change_an.py +++ b/tests/metagpt/actions/test_write_code_plan_and_change_an.py @@ -50,7 +50,8 @@ async def test_write_code_plan_and_change_an(mocker): ) node = await WriteCodePlanAndChange(i_context=code_plan_and_change_context).run() - assert "Code Plan And Change" in node.instruct_content.model_dump() + assert "Development Plan" in node.instruct_content.model_dump() + assert "Incremental Change" in node.instruct_content.model_dump() @pytest.mark.asyncio From fdc00e8d9f96324596898a0068f37a79c4470cd7 Mon Sep 17 00:00:00 2001 From: geekan Date: Tue, 20 Feb 2024 15:34:47 +0800 Subject: [PATCH 047/108] fix example --- examples/write_novel.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/examples/write_novel.py b/examples/write_novel.py index b272a56e6..03daf1f0c 100644 --- a/examples/write_novel.py +++ b/examples/write_novel.py @@ -33,14 +33,25 @@ class Chapter(BaseModel): content: str = Field(default="...", description="The content of the chapter. No more than 1000 words.") +class Chapters(BaseModel): + chapters: List[Chapter] = Field( + default=[ + {"name": "Chapter 1", "content": "..."}, + {"name": "Chapter 2", "content": "..."}, + {"name": "Chapter 3", "content": "..."}, + ], + description="The chapters of the novel.", + ) + + async def generate_novel(): instruction = ( - "Write a novel named 'Harry Potter in The Lord of the Rings'. " + "Write a novel named 'Reborn in Skyrim'. " "Fill the empty nodes with your own ideas. Be creative! Use your own words!" "I will tip you $100,000 if you write a good novel." ) novel_node = await ActionNode.from_pydantic(Novel).fill(context=instruction, llm=LLM()) - chap_node = await ActionNode.from_pydantic(Chapter).fill( + chap_node = await ActionNode.from_pydantic(Chapters).fill( context=f"### instruction\n{instruction}\n### novel\n{novel_node.content}", llm=LLM() ) print(chap_node.content) From 54d06960ea3433ffdeb7d282c6d500959aa54b64 Mon Sep 17 00:00:00 2001 From: geekan Date: Tue, 20 Feb 2024 15:35:55 +0800 Subject: [PATCH 048/108] fix example --- examples/write_novel.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/write_novel.py b/examples/write_novel.py index 03daf1f0c..e92d94acf 100644 --- a/examples/write_novel.py +++ b/examples/write_novel.py @@ -54,7 +54,7 @@ async def generate_novel(): chap_node = await ActionNode.from_pydantic(Chapters).fill( context=f"### instruction\n{instruction}\n### novel\n{novel_node.content}", llm=LLM() ) - print(chap_node.content) + print(chap_node.instruct_content) asyncio.run(generate_novel()) From a989a1ab515bdc37c632cb80acbe5787eda8885a Mon Sep 17 00:00:00 2001 From: yzlin Date: Tue, 20 Feb 2024 21:13:34 +0800 Subject: [PATCH 049/108] fix human interact bug & add example --- examples/mi/machine_learning.py | 10 +++++----- metagpt/strategy/planner.py | 2 +- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/examples/mi/machine_learning.py b/examples/mi/machine_learning.py index ee3b47f26..a8ab5051e 100644 --- a/examples/mi/machine_learning.py +++ b/examples/mi/machine_learning.py @@ -1,13 +1,13 @@ -import asyncio +import fire from metagpt.roles.mi.interpreter import Interpreter -async def main(requirement: str): - mi = Interpreter(auto_run=True, use_tools=False) +async def main(auto_run: bool = True): + requirement = "Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy." + mi = Interpreter(auto_run=auto_run) await mi.run(requirement) if __name__ == "__main__": - requirement = "Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy." - asyncio.run(main(requirement)) + fire.Fire(main) diff --git a/metagpt/strategy/planner.py b/metagpt/strategy/planner.py index 851d45893..99d16f78b 100644 --- a/metagpt/strategy/planner.py +++ b/metagpt/strategy/planner.py @@ -122,7 +122,7 @@ class Planner(BaseModel): ) # "confirm, ... (more content, such as changing downstream tasks)" if confirmed_and_more: self.working_memory.add(Message(content=review, role="user", cause_by=AskReview)) - await self.update_plan(review) + await self.update_plan() def get_useful_memories(self, task_exclude_field=None) -> list[Message]: """find useful memories only to reduce context length and improve performance""" From 56435cd6a081cbfecc167369b4813eddfd6f2fd0 Mon Sep 17 00:00:00 2001 From: yzlin Date: Tue, 20 Feb 2024 21:45:53 +0800 Subject: [PATCH 050/108] fix execute_nb_code bug --- metagpt/actions/mi/execute_nb_code.py | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/metagpt/actions/mi/execute_nb_code.py b/metagpt/actions/mi/execute_nb_code.py index a8c9c3085..0371d556c 100644 --- a/metagpt/actions/mi/execute_nb_code.py +++ b/metagpt/actions/mi/execute_nb_code.py @@ -182,7 +182,7 @@ class ExecuteNbCode(Action): outputs = self.parse_outputs(self.nb.cells[-1].outputs) outputs, success = truncate(remove_escape_and_color_codes(outputs), is_success=success) - if "!pip" in outputs: + if "!pip" in code: success = False return outputs, success diff --git a/setup.py b/setup.py index 4efcebdc1..ed3d5f78f 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr setup( name="metagpt", - version="0.7.1", + version="0.7.2", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", From f03a5dd59c2e0c85b20775e9232db33ad2ba5034 Mon Sep 17 00:00:00 2001 From: yzlin Date: Tue, 20 Feb 2024 22:56:50 +0800 Subject: [PATCH 051/108] fix tool path bug --- metagpt/tools/tool_registry.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/metagpt/tools/tool_registry.py b/metagpt/tools/tool_registry.py index 5fbd39421..02eecb0f3 100644 --- a/metagpt/tools/tool_registry.py +++ b/metagpt/tools/tool_registry.py @@ -9,7 +9,6 @@ from __future__ import annotations import inspect import os -import re from collections import defaultdict import yaml @@ -109,7 +108,8 @@ def register_tool(tool_type: str = "other", schema_path: str = "", **kwargs): # Get the file path where the function / class is defined and the source code file_path = inspect.getfile(cls) if "metagpt" in file_path: - file_path = re.search("metagpt.+", file_path).group(0) + # split to handle ../metagpt/metagpt/tools/... where only metapgt/tools/... is needed + file_path = "metagpt" + file_path.split("metagpt")[-1] source_code = inspect.getsource(cls) TOOL_REGISTRY.register_tool( From 06d72698bb379ecd630fe06fcac509d600c14974 Mon Sep 17 00:00:00 2001 From: geekan Date: Wed, 21 Feb 2024 16:49:59 +0800 Subject: [PATCH 052/108] refine code to avoid config error --- metagpt/software_company.py | 21 +++++++++++++++------ 1 file changed, 15 insertions(+), 6 deletions(-) diff --git a/metagpt/software_company.py b/metagpt/software_company.py index 26bb29cd1..f290d497a 100644 --- a/metagpt/software_company.py +++ b/metagpt/software_company.py @@ -2,14 +2,11 @@ # -*- coding: utf-8 -*- import asyncio -import shutil from pathlib import Path import typer -from metagpt.config2 import config -from metagpt.const import CONFIG_ROOT, METAGPT_ROOT -from metagpt.context import Context +from metagpt.const import CONFIG_ROOT from metagpt.utils.project_repo import ProjectRepo app = typer.Typer(add_completion=False, pretty_exceptions_show_locals=False) @@ -30,6 +27,8 @@ def generate_repo( recover_path=None, ) -> ProjectRepo: """Run the startup logic. Can be called from CLI or other Python scripts.""" + from metagpt.config2 import config + from metagpt.context import Context from metagpt.roles import ( Architect, Engineer, @@ -122,7 +121,17 @@ def startup( ) -def copy_config_to(config_path=METAGPT_ROOT / "config" / "config2.yaml"): +DEFAULT_CONFIG = """# Full Example: https://github.com/geekan/MetaGPT/blob/main/config/config2.example.yaml +# Reflected Code: https://github.com/geekan/MetaGPT/blob/main/metagpt/config2.py +llm: + api_type: "openai" # or azure / ollama / open_llm etc. Check LLMType for more options + model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview + base_url: "https://api.openai.com/v1" # or forward url / other llm url + api_key: "YOUR_API_KEY" +""" + + +def copy_config_to(): """Initialize the configuration file for MetaGPT.""" target_path = CONFIG_ROOT / "config2.yaml" @@ -136,7 +145,7 @@ def copy_config_to(config_path=METAGPT_ROOT / "config" / "config2.yaml"): print(f"Existing configuration file backed up at {backup_path}") # 复制文件 - shutil.copy(str(config_path), target_path) + target_path.write_text(DEFAULT_CONFIG, encoding="utf-8") print(f"Configuration file initialized at {target_path}") From dfa33fcdaade1e4f8019835bf065d372d76724ae Mon Sep 17 00:00:00 2001 From: lixiangtiandashen <39831228+lixiangtiandashen@users.noreply.github.com> Date: Thu, 22 Feb 2024 04:31:24 +0800 Subject: [PATCH 053/108] Update role.py MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 由于提示词里要求llm选择的状态码是 0 到 状态数-1，所以我认为这里往states里添加动作对应状态时，也应当从0开始。 --- metagpt/roles/role.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/roles/role.py b/metagpt/roles/role.py index 3938664ba..893c5cafd 100644 --- a/metagpt/roles/role.py +++ b/metagpt/roles/role.py @@ -281,7 +281,7 @@ class Role(SerializationMixin, ContextMixin, BaseModel): i = action self._init_action(i) self.actions.append(i) - self.states.append(f"{len(self.actions)}. {action}") + self.states.append(f"{len(self.actions) - 1}. {action}") def _set_react_mode(self, react_mode: str, max_react_loop: int = 1, auto_run: bool = True, use_tools: bool = False): """Set strategy of the Role reacting to observed Message. Variation lies in how From 655ba5647b82106bd8fc63035bb3b8c5da4a479c Mon Sep 17 00:00:00 2001 From: betterwang Date: Fri, 23 Feb 2024 12:45:06 +0800 Subject: [PATCH 054/108] update qianfan pypi version --- metagpt/utils/cost_manager.py | 2 +- requirements.txt | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index 4e6b65b2c..929d0b2e5 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -42,7 +42,7 @@ class CostManager(BaseModel): """ self.total_prompt_tokens += prompt_tokens self.total_completion_tokens += completion_tokens - if model not in TOKEN_COSTS: + if model not in self.token_costs: logger.warning(f"Model {model} not found in TOKEN_COSTS.") return diff --git a/requirements.txt b/requirements.txt index 9759248bb..4651cb258 100644 --- a/requirements.txt +++ b/requirements.txt @@ -67,5 +67,5 @@ playwright>=1.26 # used at metagpt/tools/libs/web_scraping.py anytree ipywidgets==8.1.1 Pillow -qianfan==0.3.1 -dashscope==1.14.1 \ No newline at end of file +qianfan==0.3.2 +dashscope==1.14.1 From 6893f78c212a65eeafb746e9fc55372a709aee61 Mon Sep 17 00:00:00 2001 From: betterwang Date: Fri, 23 Feb 2024 12:54:46 +0800 Subject: [PATCH 055/108] update ut of dashscope --- tests/metagpt/provider/test_dashscope_api.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/tests/metagpt/provider/test_dashscope_api.py b/tests/metagpt/provider/test_dashscope_api.py index 48a676bc7..df6e92af0 100644 --- a/tests/metagpt/provider/test_dashscope_api.py +++ b/tests/metagpt/provider/test_dashscope_api.py @@ -23,14 +23,26 @@ resp_cont = resp_cont_tmpl.format(name=name) @classmethod def mock_dashscope_call( - cls, messages: list[dict], model: str, api_key: str, result_format: str, stream: bool = False + cls, + messages: list[dict], + model: str, + api_key: str, + result_format: str, + incremental_output: bool = True, + stream: bool = False, ) -> GenerationResponse: return get_dashscope_response(name) @classmethod async def mock_dashscope_acall( - cls, messages: list[dict], model: str, api_key: str, result_format: str, stream: bool = False + cls, + messages: list[dict], + model: str, + api_key: str, + result_format: str, + incremental_output: bool = True, + stream: bool = False, ) -> Union[AsyncGenerator[GenerationResponse, None], GenerationResponse]: resps = [get_dashscope_response(name)] From cdd3025408cfb2cb83c91545df3e329383fc713e Mon Sep 17 00:00:00 2001 From: Blq <243987385@qq.com> Date: Fri, 23 Feb 2024 08:39:44 +0000 Subject: [PATCH 056/108] Assigned configs for actions to prevent action.llm.model being overridden in Role._init_action. --- examples/debate_simple.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/examples/debate_simple.py b/examples/debate_simple.py index 869e02a0e..953f664f3 100644 --- a/examples/debate_simple.py +++ b/examples/debate_simple.py @@ -8,14 +8,17 @@ import asyncio from metagpt.actions import Action +from metagpt.config2 import Config from metagpt.environment import Environment from metagpt.roles import Role from metagpt.team import Team -action1 = Action(name="AlexSay", instruction="Express your opinion with emotion and don't repeat it") -action1.llm.model = "gpt-4-1106-preview" -action2 = Action(name="BobSay", instruction="Express your opinion with emotion and don't repeat it") -action2.llm.model = "gpt-3.5-turbo-1106" +gpt35 = Config.default() +gpt35.llm.model = "gpt-3.5-turbo-1106" +gpt4 = Config.default() +gpt4.llm.model = "gpt-4-1106-preview" +action1 = Action(config=gpt4, name="AlexSay", instruction="Express your opinion with emotion and don't repeat it") +action2 = Action(config=gpt35, name="BobSay", instruction="Express your opinion with emotion and don't repeat it") alex = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action1], watch=[action2]) bob = Role(name="Bob", profile="Republican candidate", goal="Win the election", actions=[action2], watch=[action1]) env = Environment(desc="US election live broadcast") From 79c71dc5ad980c32ee8103f8b8a08afb264ba217 Mon Sep 17 00:00:00 2001 From: betterwang Date: Fri, 23 Feb 2024 20:28:35 +0800 Subject: [PATCH 057/108] update ERNIE-Bot token cost --- metagpt/utils/token_counter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 5a1b2f2e7..53dc9e9c7 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -45,7 +45,7 @@ Due to QianFan has multi price strategies, we unify `Tokens post-payment` as a s QianFan_MODEL_TOKEN_COSTS = { "ERNIE-Bot-4": {"prompt": 0.017, "completion": 0.017}, "ERNIE-Bot-8k": {"prompt": 0.0034, "completion": 0.0067}, - "ERNIE-Bot": {"prompt": 0.017, "completion": 0.017}, + "ERNIE-Bot": {"prompt": 0.0017, "completion": 0.0017}, "ERNIE-Bot-turbo": {"prompt": 0.0011, "completion": 0.0011}, "EB-turbo-AppBuilder": {"prompt": 0.0011, "completion": 0.0011}, "ERNIE-Speed": {"prompt": 0.00056, "completion": 0.0011}, From e12dde978e5e1ac52ffee7b0e7f8191276359e27 Mon Sep 17 00:00:00 2001 From: Abhishek0075 Date: Sat, 24 Feb 2024 12:16:35 +0530 Subject: [PATCH 058/108] Changed requirements.txt --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 4ea6dc5d2..2a09d1db9 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,7 +11,7 @@ typer==0.9.0 # godot==0.1.1 # google_api_python_client==2.93.0 # Used by search_engine.py lancedb==0.4.0 -langchain==0.0.352 +langchain==0.1.8 loguru==0.6.0 meilisearch==0.21.0 numpy>=1.24.3,<1.25.0 From 2d17da28262210a6f03977e7277811fdf3d0bb10 Mon Sep 17 00:00:00 2001 From: betterwang Date: Sat, 24 Feb 2024 15:00:45 +0800 Subject: [PATCH 059/108] fix dashcope spell --- metagpt/provider/dashscope_api.py | 4 ++-- metagpt/utils/token_counter.py | 4 ++-- tests/metagpt/provider/test_dashscope_api.py | 8 ++++---- 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py index c02a302e4..7d7dcb7b7 100644 --- a/metagpt/provider/dashscope_api.py +++ b/metagpt/provider/dashscope_api.py @@ -37,7 +37,7 @@ from metagpt.provider.base_llm import BaseLLM, LLMConfig from metagpt.provider.llm_provider_registry import LLMType, register_provider from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import CostManager -from metagpt.utils.token_counter import DashScore_TOKEN_COSTS +from metagpt.utils.token_counter import DashScope_TOKEN_COSTS def build_api_arequest( @@ -167,7 +167,7 @@ class DashScopeLLM(BaseLLM): def __init_dashscope(self): self.model = self.config.model self.api_key = self.config.api_key - self.token_costs = DashScore_TOKEN_COSTS + self.token_costs = DashScope_TOKEN_COSTS self.aclient: AGeneration = AGeneration # check support system_message models diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 53dc9e9c7..220014d8f 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -91,10 +91,10 @@ QianFan_EndPoint_TOKEN_COSTS = { } """ -DashScore Token price https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-thousand-questions-metering-and-billing +DashScope Token price https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-thousand-questions-metering-and-billing Different model has different detail page. Attention, some model are free for a limited time. """ -DashScore_TOKEN_COSTS = { +DashScope_TOKEN_COSTS = { "qwen-turbo": {"prompt": 0.0011, "completion": 0.0011}, "qwen-plus": {"prompt": 0.0028, "completion": 0.0028}, "qwen-max": {"prompt": 0.0, "completion": 0.0}, diff --git a/tests/metagpt/provider/test_dashscope_api.py b/tests/metagpt/provider/test_dashscope_api.py index df6e92af0..a6dd8f247 100644 --- a/tests/metagpt/provider/test_dashscope_api.py +++ b/tests/metagpt/provider/test_dashscope_api.py @@ -62,12 +62,12 @@ async def test_dashscope_acompletion(mocker): mocker.patch("dashscope.aigc.generation.Generation.call", mock_dashscope_call) mocker.patch("metagpt.provider.dashscope_api.AGeneration.acall", mock_dashscope_acall) - dashscore_llm = DashScopeLLM(mock_llm_config_dashscope) + dashscope_llm = DashScopeLLM(mock_llm_config_dashscope) - resp = dashscore_llm.completion(messages) + resp = dashscope_llm.completion(messages) assert resp.choices[0]["message"]["content"] == resp_cont - resp = await dashscore_llm.acompletion(messages) + resp = await dashscope_llm.acompletion(messages) assert resp.choices[0]["message"]["content"] == resp_cont - await llm_general_chat_funcs_test(dashscore_llm, prompt, messages, resp_cont) + await llm_general_chat_funcs_test(dashscope_llm, prompt, messages, resp_cont) From 4f5152cae4307c91a9f8ac123b571318eaad6466 Mon Sep 17 00:00:00 2001 From: revupst Date: Mon, 26 Feb 2024 21:59:22 +0800 Subject: [PATCH 060/108] chore: bump ipykernel to 6.27.1 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 4ea6dc5d2..e36c69971 100644 --- a/requirements.txt +++ b/requirements.txt @@ -54,7 +54,7 @@ rich==13.6.0 nbclient==0.9.0 nbformat==5.9.2 ipython==8.17.2 -ipykernel==6.27.0 +ipykernel==6.27.1 scikit_learn==1.3.2 typing-extensions==4.9.0 socksio~=1.0.0 From 9ec56263133f916269c04355f925ce8140217790 Mon Sep 17 00:00:00 2001 From: better629 Date: Tue, 27 Feb 2024 14:08:05 +0800 Subject: [PATCH 061/108] mock openai embed for document_store and memory UTs --- metagpt/memory/memory_storage.py | 4 +-- .../document_store/test_faiss_store.py | 22 +++++++++++-- tests/metagpt/memory/mock_text_embed.py | 33 +++++++++++++++++++ tests/metagpt/memory/test_longterm_memory.py | 20 ++++++----- tests/metagpt/memory/test_memory_storage.py | 32 +++++++++++------- 5 files changed, 85 insertions(+), 26 deletions(-) create mode 100644 tests/metagpt/memory/mock_text_embed.py diff --git a/metagpt/memory/memory_storage.py b/metagpt/memory/memory_storage.py index c029d027b..fa04d8138 100644 --- a/metagpt/memory/memory_storage.py +++ b/metagpt/memory/memory_storage.py @@ -7,7 +7,6 @@ from pathlib import Path from typing import Optional -from langchain.embeddings import OpenAIEmbeddings from langchain.vectorstores.faiss import FAISS from langchain_core.embeddings import Embeddings @@ -15,6 +14,7 @@ from metagpt.const import DATA_PATH, MEM_TTL from metagpt.document_store.faiss_store import FaissStore from metagpt.logs import logger from metagpt.schema import Message +from metagpt.utils.embedding import get_embedding from metagpt.utils.serialize import deserialize_message, serialize_message @@ -30,7 +30,7 @@ class MemoryStorage(FaissStore): self.threshold: float = 0.1 # experience value. TODO The threshold to filter similar memories self._initialized: bool = False - self.embedding = embedding or OpenAIEmbeddings() + self.embedding = embedding or get_embedding() self.store: FAISS = None # Faiss engine @property diff --git a/tests/metagpt/document_store/test_faiss_store.py b/tests/metagpt/document_store/test_faiss_store.py index 7e2979bd4..397ba6ce5 100644 --- a/tests/metagpt/document_store/test_faiss_store.py +++ b/tests/metagpt/document_store/test_faiss_store.py @@ -6,6 +6,9 @@ @File : test_faiss_store.py """ +from typing import Optional + +import numpy as np import pytest from metagpt.const import EXAMPLE_PATH @@ -14,8 +17,17 @@ from metagpt.logs import logger from metagpt.roles import Sales +def mock_openai_embed_documents(self, texts: list[str], chunk_size: Optional[int] = 0) -> list[list[float]]: + num = len(texts) + embeds = np.random.randint(1, 100, size=(num, 1536)) # 1536: openai embedding dim + embeds = (embeds - embeds.mean(axis=0)) / (embeds.std(axis=0)) + return embeds + + @pytest.mark.asyncio -async def test_search_json(): +async def test_search_json(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + store = FaissStore(EXAMPLE_PATH / "example.json") role = Sales(profile="Sales", store=store) query = "Which facial cleanser is good for oily skin?" @@ -24,7 +36,9 @@ async def test_search_json(): @pytest.mark.asyncio -async def test_search_xlsx(): +async def test_search_xlsx(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + store = FaissStore(EXAMPLE_PATH / "example.xlsx") role = Sales(profile="Sales", store=store) query = "Which facial cleanser is good for oily skin?" @@ -33,7 +47,9 @@ async def test_search_xlsx(): @pytest.mark.asyncio -async def test_write(): +async def test_write(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + store = FaissStore(EXAMPLE_PATH / "example.xlsx", meta_col="Answer", content_col="Question") _faiss_store = store.write() assert _faiss_store.docstore diff --git a/tests/metagpt/memory/mock_text_embed.py b/tests/metagpt/memory/mock_text_embed.py new file mode 100644 index 000000000..897c7cf10 --- /dev/null +++ b/tests/metagpt/memory/mock_text_embed.py @@ -0,0 +1,33 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# @Desc : + +from typing import Optional + +import numpy as np + +dim = 1536 # openai embedding dim + +text_embed_arr = [ + {"text": "Write a cli snake game", "embed": np.zeros(shape=[1, dim])}, # mock data, same as below + {"text": "Write a game of cli snake", "embed": np.zeros(shape=[1, dim])}, + {"text": "Write a 2048 web game", "embed": np.ones(shape=[1, dim])}, + {"text": "Write a Battle City", "embed": np.ones(shape=[1, dim])}, + { + "text": "The user has requested the creation of a command-line interface (CLI) snake game", + "embed": np.zeros(shape=[1, dim]), + }, + {"text": "The request is command-line interface (CLI) snake game", "embed": np.zeros(shape=[1, dim])}, + { + "text": "Incorporate basic features of a snake game such as scoring and increasing difficulty", + "embed": np.ones(shape=[1, dim]), + }, +] + +text_idx_dict = {item["text"]: idx for idx, item in enumerate(text_embed_arr)} + + +def mock_openai_embed_documents(self, texts: list[str], chunk_size: Optional[int] = 0) -> list[list[float]]: + idx = text_idx_dict.get(texts[0]) + embed = text_embed_arr[idx].get("embed") + return embed diff --git a/tests/metagpt/memory/test_longterm_memory.py b/tests/metagpt/memory/test_longterm_memory.py index 5c71ddd13..f7e652758 100644 --- a/tests/metagpt/memory/test_longterm_memory.py +++ b/tests/metagpt/memory/test_longterm_memory.py @@ -4,20 +4,22 @@ @Desc : unittest of `metagpt/memory/longterm_memory.py` """ -import os import pytest from metagpt.actions import UserRequirement -from metagpt.config2 import config from metagpt.memory.longterm_memory import LongTermMemory from metagpt.roles.role import RoleContext from metagpt.schema import Message - -os.environ.setdefault("OPENAI_API_KEY", config.get_openai_llm().api_key) +from tests.metagpt.memory.mock_text_embed import ( + mock_openai_embed_documents, + text_embed_arr, +) -def test_ltm_search(): +def test_ltm_search(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + role_id = "UTUserLtm(Product Manager)" from metagpt.environment import Environment @@ -27,20 +29,20 @@ def test_ltm_search(): ltm = LongTermMemory() ltm.recover_memory(role_id, rc) - idea = "Write a cli snake game" + idea = text_embed_arr[0].get("text", "Write a cli snake game") message = Message(role="User", content=idea, cause_by=UserRequirement) news = ltm.find_news([message]) assert len(news) == 1 ltm.add(message) - sim_idea = "Write a game of cli snake" + sim_idea = text_embed_arr[1].get("text", "Write a game of cli snake") sim_message = Message(role="User", content=sim_idea, cause_by=UserRequirement) news = ltm.find_news([sim_message]) assert len(news) == 0 ltm.add(sim_message) - new_idea = "Write a 2048 web game" + new_idea = text_embed_arr[2].get("text", "Write a 2048 web game") new_message = Message(role="User", content=new_idea, cause_by=UserRequirement) news = ltm.find_news([new_message]) assert len(news) == 1 @@ -56,7 +58,7 @@ def test_ltm_search(): news = ltm_new.find_news([sim_message]) assert len(news) == 0 - new_idea = "Write a Battle City" + new_idea = text_embed_arr[3].get("text", "Write a Battle City") new_message = Message(role="User", content=new_idea, cause_by=UserRequirement) news = ltm_new.find_news([new_message]) assert len(news) == 1 diff --git a/tests/metagpt/memory/test_memory_storage.py b/tests/metagpt/memory/test_memory_storage.py index e82a82fc8..28a73276b 100644 --- a/tests/metagpt/memory/test_memory_storage.py +++ b/tests/metagpt/memory/test_memory_storage.py @@ -4,23 +4,25 @@ @Desc : the unittests of metagpt/memory/memory_storage.py """ -import os import shutil from pathlib import Path from typing import List from metagpt.actions import UserRequirement, WritePRD from metagpt.actions.action_node import ActionNode -from metagpt.config2 import config from metagpt.const import DATA_PATH from metagpt.memory.memory_storage import MemoryStorage from metagpt.schema import Message - -os.environ.setdefault("OPENAI_API_KEY", config.get_openai_llm().api_key) +from tests.metagpt.memory.mock_text_embed import ( + mock_openai_embed_documents, + text_embed_arr, +) -def test_idea_message(): - idea = "Write a cli snake game" +def test_idea_message(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + + idea = text_embed_arr[0].get("text", "Write a cli snake game") role_id = "UTUser1(Product Manager)" message = Message(role="User", content=idea, cause_by=UserRequirement) @@ -33,12 +35,12 @@ def test_idea_message(): memory_storage.add(message) assert memory_storage.is_initialized is True - sim_idea = "Write a game of cli snake" + sim_idea = text_embed_arr[1].get("text", "Write a game of cli snake") sim_message = Message(role="User", content=sim_idea, cause_by=UserRequirement) new_messages = memory_storage.search_dissimilar(sim_message) assert len(new_messages) == 0 # similar, return [] - new_idea = "Write a 2048 web game" + new_idea = text_embed_arr[2].get("text", "Write a 2048 web game") new_message = Message(role="User", content=new_idea, cause_by=UserRequirement) new_messages = memory_storage.search_dissimilar(new_message) assert new_messages[0].content == message.content @@ -47,13 +49,17 @@ def test_idea_message(): assert memory_storage.is_initialized is False -def test_actionout_message(): +def test_actionout_message(mocker): + mocker.patch("langchain_community.embeddings.openai.OpenAIEmbeddings.embed_documents", mock_openai_embed_documents) + out_mapping = {"field1": (str, ...), "field2": (List[str], ...)} out_data = {"field1": "field1 value", "field2": ["field2 value1", "field2 value2"]} ic_obj = ActionNode.create_model_class("prd", out_mapping) role_id = "UTUser2(Architect)" - content = "The user has requested the creation of a command-line interface (CLI) snake game" + content = text_embed_arr[4].get( + "text", "The user has requested the creation of a command-line interface (CLI) snake game" + ) message = Message( content=content, instruct_content=ic_obj(**out_data), role="user", cause_by=WritePRD ) # WritePRD as test action @@ -67,12 +73,14 @@ def test_actionout_message(): memory_storage.add(message) assert memory_storage.is_initialized is True - sim_conent = "The request is command-line interface (CLI) snake game" + sim_conent = text_embed_arr[5].get("text", "The request is command-line interface (CLI) snake game") sim_message = Message(content=sim_conent, instruct_content=ic_obj(**out_data), role="user", cause_by=WritePRD) new_messages = memory_storage.search_dissimilar(sim_message) assert len(new_messages) == 0 # similar, return [] - new_conent = "Incorporate basic features of a snake game such as scoring and increasing difficulty" + new_conent = text_embed_arr[6].get( + "text", "Incorporate basic features of a snake game such as scoring and increasing difficulty" + ) new_message = Message(content=new_conent, instruct_content=ic_obj(**out_data), role="user", cause_by=WritePRD) new_messages = memory_storage.search_dissimilar(new_message) assert new_messages[0].content == message.content From 51bd8a056e4a3f4ffc4bdda22018429841a793b4 Mon Sep 17 00:00:00 2001 From: betterwang Date: Wed, 28 Feb 2024 09:36:44 +0800 Subject: [PATCH 062/108] update missing content --- metagpt/configs/llm_config.py | 7 ++++++- metagpt/provider/base_llm.py | 25 ++++++++++++++++++++++++- metagpt/utils/cost_manager.py | 4 +++- 3 files changed, 33 insertions(+), 3 deletions(-) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 4ed741af3..36f5d7ae7 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -38,13 +38,18 @@ class LLMConfig(YamlModel): Optional Fields in pydantic: https://docs.pydantic.dev/latest/migration/#required-optional-and-nullable-fields """ - api_key: str + api_key: str = "sk-" api_type: LLMType = LLMType.OPENAI base_url: str = "https://api.openai.com/v1" api_version: Optional[str] = None model: Optional[str] = None # also stands for DEPLOYMENT_NAME + # For Cloud Service Provider like Baidu/ Alibaba + access_key: Optional[str] = None + secret_key: Optional[str] = None + endpoint: Optional[str] = None # for self-deployed model on the cloud + # For Spark(Xunfei), maybe remove later app_id: Optional[str] = None api_secret: Optional[str] = None diff --git a/metagpt/provider/base_llm.py b/metagpt/provider/base_llm.py index b144471b5..2f57b15aa 100644 --- a/metagpt/provider/base_llm.py +++ b/metagpt/provider/base_llm.py @@ -11,11 +11,12 @@ from abc import ABC, abstractmethod from typing import Optional, Union from openai import AsyncOpenAI +from pydantic import BaseModel 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.cost_manager import CostManager, Costs class BaseLLM(ABC): @@ -67,6 +68,28 @@ class BaseLLM(ABC): def _default_system_msg(self): return self._system_msg(self.system_prompt) + def _update_costs(self, usage: Union[dict, BaseModel], model: str = None, local_calc_usage: bool = True): + """update each request's token cost + Args: + model (str): model name or in some scenarios called endpoint + local_calc_usage (bool): some models don't calculate usage, it will overwrite LLMConfig.calc_usage + """ + calc_usage = self.config.calc_usage and local_calc_usage + model = model if model else self.model + usage = usage.model_dump() if isinstance(usage, BaseModel) else usage + if calc_usage and self.cost_manager: + try: + prompt_tokens = int(usage.get("prompt_tokens", 0)) + completion_tokens = int(usage.get("completion_tokens", 0)) + self.cost_manager.update_cost(prompt_tokens, completion_tokens, model) + except Exception as e: + logger.error(f"{self.__class__.__name__} updats costs failed! exp: {e}") + + def get_costs(self) -> Costs: + if not self.cost_manager: + return Costs(0, 0, 0, 0) + return self.cost_manager.get_costs() + async def aask( self, msg: str, diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index c3aa7323f..efff07ae1 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -29,6 +29,7 @@ class CostManager(BaseModel): total_budget: float = 0 max_budget: float = 10.0 total_cost: float = 0 + token_costs: dict[str, dict[str, float]] = TOKEN_COSTS # different model's token cost def update_cost(self, prompt_tokens, completion_tokens, model): """ @@ -46,7 +47,8 @@ class CostManager(BaseModel): return cost = ( - prompt_tokens * TOKEN_COSTS[model]["prompt"] + completion_tokens * TOKEN_COSTS[model]["completion"] + prompt_tokens * self.token_costs[model]["prompt"] + + completion_tokens * self.token_costs[model]["completion"] ) / 1000 self.total_cost += cost logger.info( From 21d588ae0e793d5154b9793bb9ba1194e0fb2d07 Mon Sep 17 00:00:00 2001 From: betterwang Date: Wed, 28 Feb 2024 09:38:12 +0800 Subject: [PATCH 063/108] update missing qifan ut --- tests/metagpt/provider/test_qianfan_api.py | 56 ++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 tests/metagpt/provider/test_qianfan_api.py diff --git a/tests/metagpt/provider/test_qianfan_api.py b/tests/metagpt/provider/test_qianfan_api.py new file mode 100644 index 000000000..28341425c --- /dev/null +++ b/tests/metagpt/provider/test_qianfan_api.py @@ -0,0 +1,56 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# @Desc : the unittest of qianfan api + +from typing import AsyncIterator, Union + +import pytest +from qianfan.resources.typing import JsonBody, QfResponse + +from metagpt.provider.qianfan_api import QianFanLLM +from tests.metagpt.provider.mock_llm_config import mock_llm_config_qianfan +from tests.metagpt.provider.req_resp_const import ( + get_qianfan_response, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) + +name = "ERNIE-Bot-turbo" +resp_cont = resp_cont_tmpl.format(name=name) + + +def mock_qianfan_do(self, messages: list[dict], model: str, stream: bool = False, system: str = None) -> QfResponse: + return get_qianfan_response(name=name) + + +async def mock_qianfan_ado( + self, messages: list[dict], model: str, stream: bool = True, system: str = None +) -> Union[QfResponse, AsyncIterator[QfResponse]]: + resps = [get_qianfan_response(name=name)] + if stream: + + async def aresp_iterator(resps: list[JsonBody]): + for resp in resps: + yield resp + + return aresp_iterator(resps) + else: + return resps[0] + + +@pytest.mark.asyncio +async def test_qianfan_acompletion(mocker): + mocker.patch("qianfan.resources.llm.chat_completion.ChatCompletion.do", mock_qianfan_do) + mocker.patch("qianfan.resources.llm.chat_completion.ChatCompletion.ado", mock_qianfan_ado) + + qianfan_llm = QianFanLLM(mock_llm_config_qianfan) + + resp = qianfan_llm.completion(messages) + assert resp.get("result") == resp_cont + + resp = await qianfan_llm.acompletion(messages) + assert resp.get("result") == resp_cont + + await llm_general_chat_funcs_test(qianfan_llm, prompt, messages, resp_cont) From ad88c5000d135303a23a22da56ba240867ec44fc Mon Sep 17 00:00:00 2001 From: betterwang Date: Wed, 28 Feb 2024 12:09:33 +0800 Subject: [PATCH 064/108] fix typo --- examples/llm_hello_world.py | 6 ++-- metagpt/provider/base_llm.py | 4 +-- metagpt/provider/dashscope_api.py | 4 +-- metagpt/provider/qianfan_api.py | 12 ++++---- metagpt/utils/token_counter.py | 48 +++++++++++++++---------------- 5 files changed, 37 insertions(+), 37 deletions(-) diff --git a/examples/llm_hello_world.py b/examples/llm_hello_world.py index 9340f7d5a..62fc2ed68 100644 --- a/examples/llm_hello_world.py +++ b/examples/llm_hello_world.py @@ -14,9 +14,9 @@ from metagpt.logs import logger async def main(): llm = LLM() # llm type check - id_ques = "what's your name" - logger.info(f"{id_ques}: ") - logger.info(await llm.aask(id_ques)) + question = "what's your name" + logger.info(f"{question}: ") + logger.info(await llm.aask(question)) logger.info("\n\n") logger.info( diff --git a/metagpt/provider/base_llm.py b/metagpt/provider/base_llm.py index 2f57b15aa..7cf3faac0 100644 --- a/metagpt/provider/base_llm.py +++ b/metagpt/provider/base_llm.py @@ -75,7 +75,7 @@ class BaseLLM(ABC): local_calc_usage (bool): some models don't calculate usage, it will overwrite LLMConfig.calc_usage """ calc_usage = self.config.calc_usage and local_calc_usage - model = model if model else self.model + model = model or self.model usage = usage.model_dump() if isinstance(usage, BaseModel) else usage if calc_usage and self.cost_manager: try: @@ -83,7 +83,7 @@ class BaseLLM(ABC): completion_tokens = int(usage.get("completion_tokens", 0)) self.cost_manager.update_cost(prompt_tokens, completion_tokens, model) except Exception as e: - logger.error(f"{self.__class__.__name__} updats costs failed! exp: {e}") + logger.error(f"{self.__class__.__name__} updates costs failed! exp: {e}") def get_costs(self) -> Costs: if not self.cost_manager: diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py index 7d7dcb7b7..f2b3a19a1 100644 --- a/metagpt/provider/dashscope_api.py +++ b/metagpt/provider/dashscope_api.py @@ -37,7 +37,7 @@ from metagpt.provider.base_llm import BaseLLM, LLMConfig from metagpt.provider.llm_provider_registry import LLMType, register_provider from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import CostManager -from metagpt.utils.token_counter import DashScope_TOKEN_COSTS +from metagpt.utils.token_counter import DASHSCOPE_TOKEN_COSTS def build_api_arequest( @@ -167,7 +167,7 @@ class DashScopeLLM(BaseLLM): def __init_dashscope(self): self.model = self.config.model self.api_key = self.config.api_key - self.token_costs = DashScope_TOKEN_COSTS + self.token_costs = DASHSCOPE_TOKEN_COSTS self.aclient: AGeneration = AGeneration # check support system_message models diff --git a/metagpt/provider/qianfan_api.py b/metagpt/provider/qianfan_api.py index 6f94b9cea..4cbb76566 100644 --- a/metagpt/provider/qianfan_api.py +++ b/metagpt/provider/qianfan_api.py @@ -22,8 +22,8 @@ from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import CostManager from metagpt.utils.token_counter import ( - QianFan_EndPoint_TOKEN_COSTS, - QianFan_MODEL_TOKEN_COSTS, + QIANFAN_ENDPOINT_TOKEN_COSTS, + QIANFAN_MODEL_TOKEN_COSTS, ) @@ -74,8 +74,8 @@ class QianFanLLM(BaseLLM): assert not (self.config.model and self.config.endpoint), "Only set `model` or `endpoint` in the config" assert self.config.model or self.config.endpoint, "Should set one of `model` or `endpoint` in the config" - self.token_costs = copy.deepcopy(QianFan_MODEL_TOKEN_COSTS) - self.token_costs.update(QianFan_EndPoint_TOKEN_COSTS) + self.token_costs = copy.deepcopy(QIANFAN_MODEL_TOKEN_COSTS) + self.token_costs.update(QIANFAN_ENDPOINT_TOKEN_COSTS) # self deployed model on the cloud not to calculate usage, it charges resource pool rental fee self.calc_usage = self.config.calc_usage and self.config.endpoint is None @@ -103,8 +103,8 @@ class QianFanLLM(BaseLLM): def _update_costs(self, usage: dict): """update each request's token cost""" - model_or_endpoint = self.config.model if self.config.model else self.config.endpoint - local_calc_usage = True if model_or_endpoint in self.token_costs else False + model_or_endpoint = self.config.model or self.config.endpoint + local_calc_usage = model_or_endpoint in self.token_costs super()._update_costs(usage, model_or_endpoint, local_calc_usage) def get_choice_text(self, resp: JsonBody) -> str: diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 220014d8f..167a1d755 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -42,7 +42,7 @@ TOKEN_COSTS = { QianFan Token Price https://cloud.baidu.com/doc/WENXINWORKSHOP/s/hlrk4akp7#tokens%E5%90%8E%E4%BB%98%E8%B4%B9 Due to QianFan has multi price strategies, we unify `Tokens post-payment` as a statistical method. """ -QianFan_MODEL_TOKEN_COSTS = { +QIANFAN_MODEL_TOKEN_COSTS = { "ERNIE-Bot-4": {"prompt": 0.017, "completion": 0.017}, "ERNIE-Bot-8k": {"prompt": 0.0034, "completion": 0.0067}, "ERNIE-Bot": {"prompt": 0.0017, "completion": 0.0017}, @@ -66,35 +66,35 @@ QianFan_MODEL_TOKEN_COSTS = { "Yi-34B-Chat": {"prompt": 0.0, "completion": 0.0}, } -QianFan_EndPoint_TOKEN_COSTS = { - "completions_pro": QianFan_MODEL_TOKEN_COSTS["ERNIE-Bot-4"], - "ernie_bot_8k": QianFan_MODEL_TOKEN_COSTS["ERNIE-Bot-8k"], - "completions": QianFan_MODEL_TOKEN_COSTS["ERNIE-Bot"], - "eb-instant": QianFan_MODEL_TOKEN_COSTS["ERNIE-Bot-turbo"], - "ai_apaas": QianFan_MODEL_TOKEN_COSTS["EB-turbo-AppBuilder"], - "ernie_speed": QianFan_MODEL_TOKEN_COSTS["ERNIE-Speed"], - "bloomz_7b1": QianFan_MODEL_TOKEN_COSTS["BLOOMZ-7B"], - "llama_2_7b": QianFan_MODEL_TOKEN_COSTS["Llama-2-7B-Chat"], - "llama_2_13b": QianFan_MODEL_TOKEN_COSTS["Llama-2-13B-Chat"], - "llama_2_70b": QianFan_MODEL_TOKEN_COSTS["Llama-2-70B-Chat"], - "chatglm2_6b_32k": QianFan_MODEL_TOKEN_COSTS["ChatGLM2-6B-32K"], - "aquilachat_7b": QianFan_MODEL_TOKEN_COSTS["AquilaChat-7B"], - "mixtral_8x7b_instruct": QianFan_MODEL_TOKEN_COSTS["Mixtral-8x7B-Instruct"], - "sqlcoder_7b": QianFan_MODEL_TOKEN_COSTS["SQLCoder-7B"], - "codellama_7b_instruct": QianFan_MODEL_TOKEN_COSTS["CodeLlama-7B-Instruct"], - "xuanyuan_70b_chat": QianFan_MODEL_TOKEN_COSTS["XuanYuan-70B-Chat-4bit"], - "qianfan_bloomz_7b_compressed": QianFan_MODEL_TOKEN_COSTS["Qianfan-BLOOMZ-7B-compressed"], - "qianfan_chinese_llama_2_7b": QianFan_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-7B"], - "qianfan_chinese_llama_2_13b": QianFan_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-13B"], - "chatlaw": QianFan_MODEL_TOKEN_COSTS["ChatLaw"], - "yi_34b_chat": QianFan_MODEL_TOKEN_COSTS["Yi-34B-Chat"], +QIANFAN_ENDPOINT_TOKEN_COSTS = { + "completions_pro": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-4"], + "ernie_bot_8k": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-8k"], + "completions": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot"], + "eb-instant": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Bot-turbo"], + "ai_apaas": QIANFAN_MODEL_TOKEN_COSTS["EB-turbo-AppBuilder"], + "ernie_speed": QIANFAN_MODEL_TOKEN_COSTS["ERNIE-Speed"], + "bloomz_7b1": QIANFAN_MODEL_TOKEN_COSTS["BLOOMZ-7B"], + "llama_2_7b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-7B-Chat"], + "llama_2_13b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-13B-Chat"], + "llama_2_70b": QIANFAN_MODEL_TOKEN_COSTS["Llama-2-70B-Chat"], + "chatglm2_6b_32k": QIANFAN_MODEL_TOKEN_COSTS["ChatGLM2-6B-32K"], + "aquilachat_7b": QIANFAN_MODEL_TOKEN_COSTS["AquilaChat-7B"], + "mixtral_8x7b_instruct": QIANFAN_MODEL_TOKEN_COSTS["Mixtral-8x7B-Instruct"], + "sqlcoder_7b": QIANFAN_MODEL_TOKEN_COSTS["SQLCoder-7B"], + "codellama_7b_instruct": QIANFAN_MODEL_TOKEN_COSTS["CodeLlama-7B-Instruct"], + "xuanyuan_70b_chat": QIANFAN_MODEL_TOKEN_COSTS["XuanYuan-70B-Chat-4bit"], + "qianfan_bloomz_7b_compressed": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-BLOOMZ-7B-compressed"], + "qianfan_chinese_llama_2_7b": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-7B"], + "qianfan_chinese_llama_2_13b": QIANFAN_MODEL_TOKEN_COSTS["Qianfan-Chinese-Llama-2-13B"], + "chatlaw": QIANFAN_MODEL_TOKEN_COSTS["ChatLaw"], + "yi_34b_chat": QIANFAN_MODEL_TOKEN_COSTS["Yi-34B-Chat"], } """ DashScope Token price https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-thousand-questions-metering-and-billing Different model has different detail page. Attention, some model are free for a limited time. """ -DashScope_TOKEN_COSTS = { +DASHSCOPE_TOKEN_COSTS = { "qwen-turbo": {"prompt": 0.0011, "completion": 0.0011}, "qwen-plus": {"prompt": 0.0028, "completion": 0.0028}, "qwen-max": {"prompt": 0.0, "completion": 0.0}, From 1583c0f718b61702ee4733e418266472f0e7dc67 Mon Sep 17 00:00:00 2001 From: betterwang Date: Wed, 28 Feb 2024 14:22:58 +0800 Subject: [PATCH 065/108] simplify provider ut code --- .github/workflows/fulltest.yaml | 1 - .github/workflows/unittest.yaml | 2 +- metagpt/provider/fireworks_api.py | 13 +--- metagpt/provider/google_gemini_api.py | 10 --- metagpt/provider/ollama_api.py | 10 --- metagpt/provider/open_llm_api.py | 13 +--- metagpt/provider/openai_api.py | 17 +---- metagpt/provider/zhipuai_api.py | 10 --- tests/metagpt/provider/test_anthropic_api.py | 12 +-- tests/metagpt/provider/test_base_llm.py | 53 +++++-------- tests/metagpt/provider/test_fireworks_llm.py | 76 +++++-------------- .../provider/test_google_gemini_api.py | 36 ++++----- tests/metagpt/provider/test_ollama_api.py | 30 ++++---- tests/metagpt/provider/test_open_llm_api.py | 76 +++++-------------- tests/metagpt/provider/test_spark_api.py | 44 +++++------ tests/metagpt/provider/test_zhipuai_api.py | 38 ++++------ tests/spark.yaml | 7 -- 17 files changed, 134 insertions(+), 314 deletions(-) delete mode 100644 tests/spark.yaml diff --git a/.github/workflows/fulltest.yaml b/.github/workflows/fulltest.yaml index f5c6049e1..70c800481 100644 --- a/.github/workflows/fulltest.yaml +++ b/.github/workflows/fulltest.yaml @@ -54,7 +54,6 @@ jobs: export ALLOW_OPENAI_API_CALL=0 echo "${{ secrets.METAGPT_KEY_YAML }}" | base64 -d > config/key.yaml mkdir -p ~/.metagpt && echo "${{ secrets.METAGPT_CONFIG2_YAML }}" | base64 -d > ~/.metagpt/config2.yaml - echo "${{ secrets.SPARK_YAML }}" | base64 -d > ~/.metagpt/spark.yaml pytest tests/ --doctest-modules --cov=./metagpt/ --cov-report=xml:cov.xml --cov-report=html:htmlcov --durations=20 | tee unittest.txt - name: Show coverage report run: | diff --git a/.github/workflows/unittest.yaml b/.github/workflows/unittest.yaml index 2e7e3ce2b..afa9faba7 100644 --- a/.github/workflows/unittest.yaml +++ b/.github/workflows/unittest.yaml @@ -31,7 +31,7 @@ jobs: - name: Test with pytest run: | export ALLOW_OPENAI_API_CALL=0 - mkdir -p ~/.metagpt && cp tests/config2.yaml ~/.metagpt/config2.yaml && cp tests/spark.yaml ~/.metagpt/spark.yaml + mkdir -p ~/.metagpt && cp tests/config2.yaml ~/.metagpt/config2.yaml pytest tests/ --doctest-modules --cov=./metagpt/ --cov-report=xml:cov.xml --cov-report=html:htmlcov --durations=20 | tee unittest.txt - name: Show coverage report run: | diff --git a/metagpt/provider/fireworks_api.py b/metagpt/provider/fireworks_api.py index 0c70a3cb4..f356c23c4 100644 --- a/metagpt/provider/fireworks_api.py +++ b/metagpt/provider/fireworks_api.py @@ -19,7 +19,7 @@ from metagpt.configs.llm_config import LLMConfig, LLMType from metagpt.logs import log_llm_stream, logger from metagpt.provider.llm_provider_registry import register_provider from metagpt.provider.openai_api import OpenAILLM, log_and_reraise -from metagpt.utils.cost_manager import CostManager, Costs +from metagpt.utils.cost_manager import CostManager MODEL_GRADE_TOKEN_COSTS = { "-1": {"prompt": 0.0, "completion": 0.0}, # abnormal condition @@ -81,17 +81,6 @@ class FireworksLLM(OpenAILLM): 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() - async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> str: response: AsyncStream[ChatCompletionChunk] = await self.aclient.chat.completions.create( **self._cons_kwargs(messages), stream=True diff --git a/metagpt/provider/google_gemini_api.py b/metagpt/provider/google_gemini_api.py index 2647ab16b..87ea81c80 100644 --- a/metagpt/provider/google_gemini_api.py +++ b/metagpt/provider/google_gemini_api.py @@ -72,16 +72,6 @@ class GeminiLLM(BaseLLM): kwargs = {"contents": messages, "generation_config": GenerationConfig(temperature=0.3), "stream": stream} return kwargs - def _update_costs(self, usage: dict): - """update each request's token cost""" - if 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/ollama_api.py b/metagpt/provider/ollama_api.py index c9103b018..52e8dbe36 100644 --- a/metagpt/provider/ollama_api.py +++ b/metagpt/provider/ollama_api.py @@ -46,16 +46,6 @@ class OllamaLLM(BaseLLM): 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..69371e379 100644 --- a/metagpt/provider/open_llm_api.py +++ b/metagpt/provider/open_llm_api.py @@ -8,7 +8,7 @@ from metagpt.configs.llm_config import LLMConfig, 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.cost_manager import Costs, TokenCostManager +from metagpt.utils.cost_manager import TokenCostManager from metagpt.utils.token_counter import count_message_tokens, count_string_tokens @@ -34,14 +34,3 @@ class OpenLLM(OpenAILLM): logger.error(f"usage calculation failed!: {e}") return usage - - def _update_costs(self, usage: CompletionUsage): - if self.config.calc_usage and usage: - try: - # use OpenLLMCostManager not CONFIG.cost_manager - self._cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model) - except Exception as e: - logger.error(f"updating costs failed!, exp: {e}") - - def get_costs(self) -> Costs: - return self._cost_manager.get_costs() diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 28abed752..90a61085f 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -30,7 +30,7 @@ from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA from metagpt.provider.llm_provider_registry import register_provider from metagpt.schema import Message from metagpt.utils.common import CodeParser, decode_image -from metagpt.utils.cost_manager import CostManager, Costs +from metagpt.utils.cost_manager import CostManager from metagpt.utils.exceptions import handle_exception from metagpt.utils.token_counter import ( count_message_tokens, @@ -56,16 +56,13 @@ class OpenAILLM(BaseLLM): def __init__(self, config: LLMConfig): self.config = config - self._init_model() self._init_client() self.auto_max_tokens = False self.cost_manager: Optional[CostManager] = None - def _init_model(self): - self.model = self.config.model # Used in _calc_usage & _cons_kwargs - def _init_client(self): """https://github.com/openai/openai-python#async-usage""" + self.model = self.config.model # Used in _calc_usage & _cons_kwargs kwargs = self._make_client_kwargs() self.aclient = AsyncOpenAI(**kwargs) @@ -272,16 +269,6 @@ class OpenAILLM(BaseLLM): return usage - @handle_exception - def _update_costs(self, usage: CompletionUsage): - if self.config.calc_usage and usage and self.cost_manager: - self.cost_manager.update_cost(usage.prompt_tokens, usage.completion_tokens, self.model) - - def get_costs(self) -> Costs: - if not self.cost_manager: - return Costs(0, 0, 0, 0) - return self.cost_manager.get_costs() - def _get_max_tokens(self, messages: list[dict]): if not self.auto_max_tokens: return self.config.max_token diff --git a/metagpt/provider/zhipuai_api.py b/metagpt/provider/zhipuai_api.py index 9e8e5fb53..4cbee4038 100644 --- a/metagpt/provider/zhipuai_api.py +++ b/metagpt/provider/zhipuai_api.py @@ -53,16 +53,6 @@ class ZhiPuAILLM(BaseLLM): 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.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: Completion = self.llm.chat.completions.create(**self._const_kwargs(messages)) usage = resp.usage.model_dump() diff --git a/tests/metagpt/provider/test_anthropic_api.py b/tests/metagpt/provider/test_anthropic_api.py index 6962ab064..93cfd7dbc 100644 --- a/tests/metagpt/provider/test_anthropic_api.py +++ b/tests/metagpt/provider/test_anthropic_api.py @@ -8,25 +8,25 @@ from anthropic.resources.completions import Completion from metagpt.provider.anthropic_api import Claude2 from tests.metagpt.provider.mock_llm_config import mock_llm_config +from tests.metagpt.provider.req_resp_const import prompt, resp_cont_tmpl -prompt = "who are you" -resp = "I'am Claude2" +resp_cont = resp_cont_tmpl.format(name="Claude") def mock_anthropic_completions_create(self, model: str, prompt: str, max_tokens_to_sample: int) -> Completion: - return Completion(id="xx", completion=resp, model="claude-2", stop_reason="stop_sequence", type="completion") + return Completion(id="xx", completion=resp_cont, model="claude-2", stop_reason="stop_sequence", type="completion") async def mock_anthropic_acompletions_create(self, model: str, prompt: str, max_tokens_to_sample: int) -> Completion: - return Completion(id="xx", completion=resp, model="claude-2", stop_reason="stop_sequence", type="completion") + return Completion(id="xx", completion=resp_cont, model="claude-2", stop_reason="stop_sequence", type="completion") def test_claude2_ask(mocker): mocker.patch("anthropic.resources.completions.Completions.create", mock_anthropic_completions_create) - assert resp == Claude2(mock_llm_config).ask(prompt) + assert resp_cont == Claude2(mock_llm_config).ask(prompt) @pytest.mark.asyncio async def test_claude2_aask(mocker): mocker.patch("anthropic.resources.completions.AsyncCompletions.create", mock_anthropic_acompletions_create) - assert resp == await Claude2(mock_llm_config).aask(prompt) + assert resp_cont == await Claude2(mock_llm_config).aask(prompt) diff --git a/tests/metagpt/provider/test_base_llm.py b/tests/metagpt/provider/test_base_llm.py index cc781f78a..cf44343bc 100644 --- a/tests/metagpt/provider/test_base_llm.py +++ b/tests/metagpt/provider/test_base_llm.py @@ -11,21 +11,13 @@ import pytest from metagpt.configs.llm_config import LLMConfig from metagpt.provider.base_llm import BaseLLM from metagpt.schema import Message +from tests.metagpt.provider.req_resp_const import ( + default_resp_cont, + get_part_chat_completion, + prompt, +) -default_chat_resp = { - "choices": [ - { - "index": 0, - "message": { - "role": "assistant", - "content": "I'am GPT", - }, - "finish_reason": "stop", - } - ] -} -prompt_msg = "who are you" -resp_content = default_chat_resp["choices"][0]["message"]["content"] +name = "GPT" class MockBaseLLM(BaseLLM): @@ -33,16 +25,13 @@ class MockBaseLLM(BaseLLM): pass def completion(self, messages: list[dict], timeout=3): - return default_chat_resp + return get_part_chat_completion(name) async def acompletion(self, messages: list[dict], timeout=3): - return default_chat_resp + return get_part_chat_completion(name) async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: - return resp_content - - async def close(self): - return default_chat_resp + return default_resp_cont def test_base_llm(): @@ -86,25 +75,25 @@ def test_base_llm(): choice_text = base_llm.get_choice_text(openai_funccall_resp) assert choice_text == openai_funccall_resp["choices"][0]["message"]["content"] - # resp = base_llm.ask(prompt_msg) - # assert resp == resp_content + # resp = base_llm.ask(prompt) + # assert resp == default_resp_cont - # resp = base_llm.ask_batch([prompt_msg]) - # assert resp == resp_content + # resp = base_llm.ask_batch([prompt]) + # assert resp == default_resp_cont - # resp = base_llm.ask_code([prompt_msg]) - # assert resp == resp_content + # resp = base_llm.ask_code([prompt]) + # assert resp == default_resp_cont @pytest.mark.asyncio async def test_async_base_llm(): base_llm = MockBaseLLM() - resp = await base_llm.aask(prompt_msg) - assert resp == resp_content + resp = await base_llm.aask(prompt) + assert resp == default_resp_cont - resp = await base_llm.aask_batch([prompt_msg]) - assert resp == resp_content + resp = await base_llm.aask_batch([prompt]) + assert resp == default_resp_cont - # resp = await base_llm.aask_code([prompt_msg]) - # assert resp == resp_content + # resp = await base_llm.aask_code([prompt]) + # assert resp == default_resp_cont diff --git a/tests/metagpt/provider/test_fireworks_llm.py b/tests/metagpt/provider/test_fireworks_llm.py index 66b55e5b2..1c1aa9caa 100644 --- a/tests/metagpt/provider/test_fireworks_llm.py +++ b/tests/metagpt/provider/test_fireworks_llm.py @@ -3,14 +3,7 @@ # @Desc : the unittest of fireworks api import pytest -from openai.types.chat.chat_completion import ( - ChatCompletion, - ChatCompletionMessage, - Choice, -) from openai.types.chat.chat_completion_chunk import ChatCompletionChunk -from openai.types.chat.chat_completion_chunk import Choice as AChoice -from openai.types.chat.chat_completion_chunk import ChoiceDelta from openai.types.completion_usage import CompletionUsage from metagpt.provider.fireworks_api import ( @@ -20,42 +13,19 @@ from metagpt.provider.fireworks_api import ( ) from metagpt.utils.cost_manager import Costs from tests.metagpt.provider.mock_llm_config import mock_llm_config - -resp_content = "I'm fireworks" -default_resp = ChatCompletion( - id="cmpl-a6652c1bb181caae8dd19ad8", - model="accounts/fireworks/models/llama-v2-13b-chat", - object="chat.completion", - created=1703300855, - choices=[ - Choice( - finish_reason="stop", - index=0, - message=ChatCompletionMessage(role="assistant", content=resp_content), - logprobs=None, - ) - ], - usage=CompletionUsage(completion_tokens=110, prompt_tokens=92, total_tokens=202), +from tests.metagpt.provider.req_resp_const import ( + get_openai_chat_completion, + get_openai_chat_completion_chunk, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, ) -default_resp_chunk = ChatCompletionChunk( - id=default_resp.id, - model=default_resp.model, - object="chat.completion.chunk", - created=default_resp.created, - choices=[ - AChoice( - delta=ChoiceDelta(content=resp_content, role="assistant"), - finish_reason="stop", - index=0, - logprobs=None, - ) - ], - usage=dict(default_resp.usage), -) - -prompt_msg = "who are you" -messages = [{"role": "user", "content": prompt_msg}] +name = "fireworks" +resp_cont = resp_cont_tmpl.format(name=name) +default_resp = get_openai_chat_completion(name) +default_resp_chunk = get_openai_chat_completion_chunk(name, usage_as_dict=True) def test_fireworks_costmanager(): @@ -88,27 +58,17 @@ async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) async def test_fireworks_acompletion(mocker): mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create) - fireworks_gpt = FireworksLLM(mock_llm_config) - fireworks_gpt.model = "llama-v2-13b-chat" + fireworks_llm = FireworksLLM(mock_llm_config) + fireworks_llm.model = "llama-v2-13b-chat" - fireworks_gpt._update_costs( + fireworks_llm._update_costs( usage=CompletionUsage(prompt_tokens=500000, completion_tokens=500000, total_tokens=1000000) ) - assert fireworks_gpt.get_costs() == Costs( + assert fireworks_llm.get_costs() == Costs( total_prompt_tokens=500000, total_completion_tokens=500000, total_cost=0.5, total_budget=0 ) - resp = await fireworks_gpt.acompletion(messages) - assert resp.choices[0].message.content in resp_content + resp = await fireworks_llm.acompletion(messages) + assert resp.choices[0].message.content in resp_cont - resp = await fireworks_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content - - resp = await fireworks_gpt.acompletion_text(messages, stream=False) - assert resp == resp_content - - resp = await fireworks_gpt.acompletion_text(messages, stream=True) - assert resp == resp_content - - resp = await fireworks_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(fireworks_llm, prompt, messages, resp_cont) diff --git a/tests/metagpt/provider/test_google_gemini_api.py b/tests/metagpt/provider/test_google_gemini_api.py index 404ae1e90..50c15ee19 100644 --- a/tests/metagpt/provider/test_google_gemini_api.py +++ b/tests/metagpt/provider/test_google_gemini_api.py @@ -11,6 +11,12 @@ from google.generativeai.types import content_types from metagpt.provider.google_gemini_api import GeminiLLM from tests.metagpt.provider.mock_llm_config import mock_llm_config +from tests.metagpt.provider.req_resp_const import ( + gemini_messages, + llm_general_chat_funcs_test, + prompt, + resp_cont_tmpl, +) @dataclass @@ -18,10 +24,8 @@ class MockGeminiResponse(ABC): text: str -prompt_msg = "who are you" -messages = [{"role": "user", "parts": prompt_msg}] -resp_content = "I'm gemini from google" -default_resp = MockGeminiResponse(text=resp_content) +resp_cont = resp_cont_tmpl.format(name="gemini") +default_resp = MockGeminiResponse(text=resp_cont) def mock_gemini_count_tokens(self, contents: content_types.ContentsType) -> glm.CountTokensResponse: @@ -60,28 +64,18 @@ async def test_gemini_acompletion(mocker): mock_gemini_generate_content_async, ) - gemini_gpt = GeminiLLM(mock_llm_config) + gemini_llm = GeminiLLM(mock_llm_config) - assert gemini_gpt._user_msg(prompt_msg) == {"role": "user", "parts": [prompt_msg]} - assert gemini_gpt._assistant_msg(prompt_msg) == {"role": "model", "parts": [prompt_msg]} + assert gemini_llm._user_msg(prompt) == {"role": "user", "parts": [prompt]} + assert gemini_llm._assistant_msg(prompt) == {"role": "model", "parts": [prompt]} - usage = gemini_gpt.get_usage(messages, resp_content) + usage = gemini_llm.get_usage(gemini_messages, resp_cont) assert usage == {"prompt_tokens": 20, "completion_tokens": 20} - resp = gemini_gpt.completion(messages) + resp = gemini_llm.completion(gemini_messages) assert resp == default_resp - resp = await gemini_gpt.acompletion(messages) + resp = await gemini_llm.acompletion(gemini_messages) assert resp.text == default_resp.text - resp = await gemini_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content - - resp = await gemini_gpt.acompletion_text(messages, stream=False) - assert resp == resp_content - - resp = await gemini_gpt.acompletion_text(messages, stream=True) - assert resp == resp_content - - resp = await gemini_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(gemini_llm, prompt, gemini_messages, resp_cont) diff --git a/tests/metagpt/provider/test_ollama_api.py b/tests/metagpt/provider/test_ollama_api.py index 5d942598b..af2e929e9 100644 --- a/tests/metagpt/provider/test_ollama_api.py +++ b/tests/metagpt/provider/test_ollama_api.py @@ -9,12 +9,15 @@ import pytest from metagpt.provider.ollama_api import OllamaLLM from tests.metagpt.provider.mock_llm_config import mock_llm_config +from tests.metagpt.provider.req_resp_const import ( + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) -prompt_msg = "who are you" -messages = [{"role": "user", "content": prompt_msg}] - -resp_content = "I'm ollama" -default_resp = {"message": {"role": "assistant", "content": resp_content}} +resp_cont = resp_cont_tmpl.format(name="ollama") +default_resp = {"message": {"role": "assistant", "content": resp_cont}} async def mock_ollama_arequest(self, stream: bool = False, **kwargs) -> Tuple[Any, Any, bool]: @@ -41,19 +44,12 @@ async def mock_ollama_arequest(self, stream: bool = False, **kwargs) -> Tuple[An async def test_gemini_acompletion(mocker): mocker.patch("metagpt.provider.general_api_requestor.GeneralAPIRequestor.arequest", mock_ollama_arequest) - ollama_gpt = OllamaLLM(mock_llm_config) + ollama_llm = OllamaLLM(mock_llm_config) - resp = await ollama_gpt.acompletion(messages) + resp = await ollama_llm.acompletion(messages) assert resp["message"]["content"] == default_resp["message"]["content"] - resp = await ollama_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content + resp = await ollama_llm.aask(prompt, stream=False) + assert resp == resp_cont - resp = await ollama_gpt.acompletion_text(messages, stream=False) - assert resp == resp_content - - resp = await ollama_gpt.acompletion_text(messages, stream=True) - assert resp == resp_content - - resp = await ollama_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(ollama_llm, prompt, messages, resp_cont) diff --git a/tests/metagpt/provider/test_open_llm_api.py b/tests/metagpt/provider/test_open_llm_api.py index fc7b510cc..aa38b95a6 100644 --- a/tests/metagpt/provider/test_open_llm_api.py +++ b/tests/metagpt/provider/test_open_llm_api.py @@ -3,53 +3,26 @@ # @Desc : import pytest -from openai.types.chat.chat_completion import ( - ChatCompletion, - ChatCompletionMessage, - Choice, -) from openai.types.chat.chat_completion_chunk import ChatCompletionChunk -from openai.types.chat.chat_completion_chunk import Choice as AChoice -from openai.types.chat.chat_completion_chunk import ChoiceDelta from openai.types.completion_usage import CompletionUsage from metagpt.provider.open_llm_api import OpenLLM -from metagpt.utils.cost_manager import Costs +from metagpt.utils.cost_manager import CostManager, Costs from tests.metagpt.provider.mock_llm_config import mock_llm_config - -resp_content = "I'm llama2" -default_resp = ChatCompletion( - id="cmpl-a6652c1bb181caae8dd19ad8", - model="llama-v2-13b-chat", - object="chat.completion", - created=1703302755, - choices=[ - Choice( - finish_reason="stop", - index=0, - message=ChatCompletionMessage(role="assistant", content=resp_content), - logprobs=None, - ) - ], +from tests.metagpt.provider.req_resp_const import ( + get_openai_chat_completion, + get_openai_chat_completion_chunk, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, ) -default_resp_chunk = ChatCompletionChunk( - id=default_resp.id, - model=default_resp.model, - object="chat.completion.chunk", - created=default_resp.created, - choices=[ - AChoice( - delta=ChoiceDelta(content=resp_content, role="assistant"), - finish_reason="stop", - index=0, - logprobs=None, - ) - ], -) +name = "llama2-7b" +resp_cont = resp_cont_tmpl.format(name=name) +default_resp = get_openai_chat_completion(name) -prompt_msg = "who are you" -messages = [{"role": "user", "content": prompt_msg}] +default_resp_chunk = get_openai_chat_completion_chunk(name) async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) -> ChatCompletionChunk: @@ -68,25 +41,16 @@ async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) async def test_openllm_acompletion(mocker): mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create) - openllm_gpt = OpenLLM(mock_llm_config) - openllm_gpt.model = "llama-v2-13b-chat" + openllm_llm = OpenLLM(mock_llm_config) + openllm_llm.model = "llama-v2-13b-chat" - openllm_gpt._update_costs(usage=CompletionUsage(prompt_tokens=100, completion_tokens=100, total_tokens=200)) - assert openllm_gpt.get_costs() == Costs( + openllm_llm.cost_manager = CostManager() + openllm_llm._update_costs(usage=CompletionUsage(prompt_tokens=100, completion_tokens=100, total_tokens=200)) + assert openllm_llm.get_costs() == Costs( total_prompt_tokens=100, total_completion_tokens=100, total_cost=0, total_budget=0 ) - resp = await openllm_gpt.acompletion(messages) - assert resp.choices[0].message.content in resp_content + resp = await openllm_llm.acompletion(messages) + assert resp.choices[0].message.content in resp_cont - resp = await openllm_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content - - resp = await openllm_gpt.acompletion_text(messages, stream=False) - assert resp == resp_content - - resp = await openllm_gpt.acompletion_text(messages, stream=True) - assert resp == resp_content - - resp = await openllm_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(openllm_llm, prompt, messages, resp_cont) diff --git a/tests/metagpt/provider/test_spark_api.py b/tests/metagpt/provider/test_spark_api.py index f5a6f66fd..9c278267d 100644 --- a/tests/metagpt/provider/test_spark_api.py +++ b/tests/metagpt/provider/test_spark_api.py @@ -4,12 +4,18 @@ import pytest -from metagpt.config2 import Config from metagpt.provider.spark_api import GetMessageFromWeb, SparkLLM -from tests.metagpt.provider.mock_llm_config import mock_llm_config +from tests.metagpt.provider.mock_llm_config import ( + mock_llm_config, + mock_llm_config_spark, +) +from tests.metagpt.provider.req_resp_const import ( + llm_general_chat_funcs_test, + prompt, + resp_cont_tmpl, +) -prompt_msg = "who are you" -resp_content = "I'm Spark" +resp_cont = resp_cont_tmpl.format(name="Spark") class MockWebSocketApp(object): @@ -23,7 +29,7 @@ class MockWebSocketApp(object): def test_get_msg_from_web(mocker): mocker.patch("websocket.WebSocketApp", MockWebSocketApp) - get_msg_from_web = GetMessageFromWeb(prompt_msg, mock_llm_config) + get_msg_from_web = GetMessageFromWeb(prompt, mock_llm_config) assert get_msg_from_web.gen_params()["parameter"]["chat"]["domain"] == "mock_domain" ret = get_msg_from_web.run() @@ -31,34 +37,26 @@ def test_get_msg_from_web(mocker): def mock_spark_get_msg_from_web_run(self) -> str: - return resp_content + return resp_cont @pytest.mark.asyncio -async def test_spark_aask(): - llm = SparkLLM(Config.from_home("spark.yaml").llm) +async def test_spark_aask(mocker): + mocker.patch("metagpt.provider.spark_api.GetMessageFromWeb.run", mock_spark_get_msg_from_web_run) + + llm = SparkLLM(mock_llm_config_spark) resp = await llm.aask("Hello!") - print(resp) + assert resp == resp_cont @pytest.mark.asyncio async def test_spark_acompletion(mocker): mocker.patch("metagpt.provider.spark_api.GetMessageFromWeb.run", mock_spark_get_msg_from_web_run) - spark_gpt = SparkLLM(mock_llm_config) + spark_llm = SparkLLM(mock_llm_config) - resp = await spark_gpt.acompletion([]) - assert resp == resp_content + resp = await spark_llm.acompletion([]) + assert resp == resp_cont - resp = await spark_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content - - resp = await spark_gpt.acompletion_text([], stream=False) - assert resp == resp_content - - resp = await spark_gpt.acompletion_text([], stream=True) - assert resp == resp_content - - resp = await spark_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(spark_llm, prompt, prompt, resp_cont) diff --git a/tests/metagpt/provider/test_zhipuai_api.py b/tests/metagpt/provider/test_zhipuai_api.py index ad2ececa2..c51010122 100644 --- a/tests/metagpt/provider/test_zhipuai_api.py +++ b/tests/metagpt/provider/test_zhipuai_api.py @@ -6,22 +6,24 @@ import pytest from metagpt.provider.zhipuai_api import ZhiPuAILLM from tests.metagpt.provider.mock_llm_config import mock_llm_config_zhipu +from tests.metagpt.provider.req_resp_const import ( + get_part_chat_completion, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) -prompt_msg = "who are you" -messages = [{"role": "user", "content": prompt_msg}] - -resp_content = "I'm chatglm-turbo" -default_resp = { - "choices": [{"finish_reason": "stop", "index": 0, "message": {"content": resp_content, "role": "assistant"}}], - "usage": {"completion_tokens": 22, "prompt_tokens": 19, "total_tokens": 41}, -} +name = "ChatGLM-4" +resp_cont = resp_cont_tmpl.format(name=name) +default_resp = get_part_chat_completion(name) async def mock_zhipuai_acreate_stream(self, **kwargs): class MockResponse(object): async def _aread(self): class Iterator(object): - events = [{"choices": [{"index": 0, "delta": {"content": resp_content, "role": "assistant"}}]}] + events = [{"choices": [{"index": 0, "delta": {"content": resp_cont, "role": "assistant"}}]}] async def __aiter__(self): for event in self.events: @@ -46,22 +48,12 @@ async def test_zhipuai_acompletion(mocker): mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.acreate", mock_zhipuai_acreate) mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.acreate_stream", mock_zhipuai_acreate_stream) - zhipu_gpt = ZhiPuAILLM(mock_llm_config_zhipu) + zhipu_llm = ZhiPuAILLM(mock_llm_config_zhipu) - resp = await zhipu_gpt.acompletion(messages) - assert resp["choices"][0]["message"]["content"] == resp_content + resp = await zhipu_llm.acompletion(messages) + assert resp["choices"][0]["message"]["content"] == resp_cont - resp = await zhipu_gpt.aask(prompt_msg, stream=False) - assert resp == resp_content - - resp = await zhipu_gpt.acompletion_text(messages, stream=False) - assert resp == resp_content - - resp = await zhipu_gpt.acompletion_text(messages, stream=True) - assert resp == resp_content - - resp = await zhipu_gpt.aask(prompt_msg) - assert resp == resp_content + await llm_general_chat_funcs_test(zhipu_llm, prompt, messages, resp_cont) def test_zhipuai_proxy(): diff --git a/tests/spark.yaml b/tests/spark.yaml deleted file mode 100644 index a5bbd98bd..000000000 --- a/tests/spark.yaml +++ /dev/null @@ -1,7 +0,0 @@ -llm: - api_type: "spark" - app_id: "xxx" - api_key: "xxx" - api_secret: "xxx" - domain: "generalv2" - base_url: "wss://spark-api.xf-yun.com/v3.1/chat" \ No newline at end of file From 7efda42c283ac5b9760ecfe437a53324e2639c9f Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Wed, 28 Feb 2024 15:08:09 +0800 Subject: [PATCH 066/108] Improve the coverage --- metagpt/actions/design_api_an.py | 12 --- metagpt/actions/project_management_an.py | 12 --- .../actions/write_code_plan_and_change_an.py | 3 +- metagpt/utils/project_repo.py | 1 + tests/data/incremental_dev_project/mock.py | 4 +- tests/data/rsp_cache.json | 11 ++- tests/metagpt/actions/mock_json.py | 2 +- tests/metagpt/actions/test_design_api.py | 15 ++++ .../actions/test_project_management.py | 24 +++++- .../actions/test_project_management_an.py | 35 ++++++-- tests/metagpt/actions/test_write_code.py | 78 +++++++++++++++++- .../test_write_code_plan_and_change_an.py | 79 +++++++++++++++---- .../metagpt/actions/test_write_code_review.py | 23 ++++++ tests/metagpt/actions/test_write_prd.py | 46 +++++++++++ 14 files changed, 290 insertions(+), 55 deletions(-) diff --git a/metagpt/actions/design_api_an.py b/metagpt/actions/design_api_an.py index 35b50ef8f..5977cbd95 100644 --- a/metagpt/actions/design_api_an.py +++ b/metagpt/actions/design_api_an.py @@ -8,7 +8,6 @@ from typing import List from metagpt.actions.action_node import ActionNode -from metagpt.logs import logger from metagpt.utils.mermaid import MMC1, MMC2 IMPLEMENTATION_APPROACH = ActionNode( @@ -109,14 +108,3 @@ REFINED_NODES = [ DESIGN_API_NODE = ActionNode.from_children("DesignAPI", NODES) REFINED_DESIGN_NODE = ActionNode.from_children("RefinedDesignAPI", REFINED_NODES) - - -def main(): - prompt = DESIGN_API_NODE.compile(context="") - logger.info(prompt) - prompt = REFINED_DESIGN_NODE.compile(context="") - logger.info(prompt) - - -if __name__ == "__main__": - main() diff --git a/metagpt/actions/project_management_an.py b/metagpt/actions/project_management_an.py index 379a23384..0417c0ce4 100644 --- a/metagpt/actions/project_management_an.py +++ b/metagpt/actions/project_management_an.py @@ -8,7 +8,6 @@ from typing import List from metagpt.actions.action_node import ActionNode -from metagpt.logs import logger REQUIRED_PYTHON_PACKAGES = ActionNode( key="Required Python packages", @@ -119,14 +118,3 @@ REFINED_NODES = [ PM_NODE = ActionNode.from_children("PM_NODE", NODES) REFINED_PM_NODE = ActionNode.from_children("REFINED_PM_NODE", REFINED_NODES) - - -def main(): - prompt = PM_NODE.compile(context="") - logger.info(prompt) - prompt = REFINED_PM_NODE.compile(context="") - logger.info(prompt) - - -if __name__ == "__main__": - main() diff --git a/metagpt/actions/write_code_plan_and_change_an.py b/metagpt/actions/write_code_plan_and_change_an.py index 6a78fb5d9..f99bffd84 100644 --- a/metagpt/actions/write_code_plan_and_change_an.py +++ b/metagpt/actions/write_code_plan_and_change_an.py @@ -210,13 +210,12 @@ class WriteCodePlanAndChange(Action): prd_doc = await self.repo.docs.prd.get(filename=self.i_context.prd_filename) design_doc = await self.repo.docs.system_design.get(filename=self.i_context.design_filename) task_doc = await self.repo.docs.task.get(filename=self.i_context.task_filename) - code_text = await self.get_old_codes() context = CODE_PLAN_AND_CHANGE_CONTEXT.format( requirement=self.i_context.requirement, prd=prd_doc.content, design=design_doc.content, task=task_doc.content, - code=code_text, + code=await self.get_old_codes(), ) logger.info("Writing code plan and change..") return await WRITE_CODE_PLAN_AND_CHANGE_NODE.fill(context=context, llm=self.llm, schema="json") diff --git a/metagpt/utils/project_repo.py b/metagpt/utils/project_repo.py index c1f98e1ec..c7ddffb71 100644 --- a/metagpt/utils/project_repo.py +++ b/metagpt/utils/project_repo.py @@ -133,6 +133,7 @@ class ProjectRepo(FileRepository): code_files = self.with_src_path(path=git_workdir / git_workdir.name).srcs.all_files if not code_files: return False + return True def with_src_path(self, path: str | Path) -> ProjectRepo: try: diff --git a/tests/data/incremental_dev_project/mock.py b/tests/data/incremental_dev_project/mock.py index 5bf1781e8..e9f5cb123 100644 --- a/tests/data/incremental_dev_project/mock.py +++ b/tests/data/incremental_dev_project/mock.py @@ -149,7 +149,7 @@ sequenceDiagram The requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game.""" -TASKS_SAMPLE = """ +TASK_SAMPLE = """ ## Required Python packages - random==2.2.1 @@ -345,7 +345,7 @@ REFINED_DESIGN_JSON = { "Anything UNCLEAR": "", } -REFINED_TASKS_JSON = { +REFINED_TASK_JSON = { "Required Python packages": ["random==2.2.1", "Tkinter==8.6"], "Required Other language third-party packages": ["No third-party dependencies required"], "Refined Logic Analysis": [ diff --git a/tests/data/rsp_cache.json b/tests/data/rsp_cache.json index 40d7d3953..7e2b4140c 100644 --- a/tests/data/rsp_cache.json +++ b/tests/data/rsp_cache.json @@ -389,5 +389,14 @@ "reflection": "The implementation failed the test case where the input array is [1, 5, 2, 3, 4]. The issue arises because the code does not handle the sorting of elements with the same number of ones in their binary representation correctly. According to the context, for similar number of ones, the elements should be sorted based on their decimal value in ascending order. However, the output [1, 2, 4, 3, 5] shows that 3 and 4 are not in the correct order, indicating that the sorting by decimal value is not functioning as intended. To fix this issue, we should ensure that the sorting is stable, so that when two elements have the same number of ones, they maintain their relative order if their decimal values are already in ascending order.", "improved_impl": "def sort_array(arr):\n # Helper function to count the number of ones in the binary representation\n def count_ones(n):\n return bin(n).count('1')\n \n # Sort the array using a custom key function\n # The key function returns a tuple (number of ones, value) for each element\n # This ensures that if two elements have the same number of ones, they are sorted by their value\n # We use a stable sorting algorithm to maintain the relative order of elements with the same number of ones\n sorted_arr = sorted(arr, key=lambda x: (count_ones(x), x), reverse=True)\n sorted_arr = sorted(sorted_arr, key=count_ones)\n \n return sorted_arr\n" }, - "\n## context\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"invoice\": \"False\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- invoice: # if it's a invoice file, return True else False\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"invoice\": \"True\"\n}\n[/CONTENT]" + "\n## context\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"invoice\": \"False\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- invoice: # if it's a invoice file, return True else False\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"invoice\": \"True\"\n}\n[/CONTENT]", + "\n## context\n\n### Legacy Content\n\n## Implementation approach\n\nWe will create a Python-based number guessing game with a simple command-line interface. For the user interface, we will use the built-in 'input' and 'print' functions for interaction. The random library will be used for generating random numbers. We will structure the code to be modular and easily extendable, separating the game logic from the user interface.\n\n## File list\n\n- main.py\n- game.py\n- ui.py\n\n## Data structures and interfaces\n\n\nclassDiagram\n class Game {\n -int secret_number\n -int min_range\n -int max_range\n -list attempts\n +__init__(difficulty: str)\n +start_game()\n +check_guess(guess: int) str\n +get_attempts() int\n +get_history() list\n }\n class UI {\n +start()\n +display_message(message: str)\n +get_user_input(prompt: str) str\n +show_attempts(attempts: int)\n +show_history(history: list)\n +select_difficulty() str\n }\n class Main {\n +main()\n }\n Main --> UI\n UI --> Game\n\n\n## Program call flow\n\n\nsequenceDiagram\n participant M as Main\n participant UI as UI\n participant G as Game\n M->>UI: start()\n UI->>UI: select_difficulty()\n UI-->>G: __init__(difficulty)\n G->>G: start_game()\n loop Game Loop\n UI->>UI: get_user_input(\"Enter your guess:\")\n UI-->>G: check_guess(guess)\n G->>UI: display_message(feedback)\n G->>UI: show_attempts(attempts)\n G->>UI: show_history(history)\n end\n G->>UI: display_message(\"Correct! Game over.\")\n UI->>M: main() # Game session ends\n\n\n## Anything UNCLEAR\n\nThe requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game.\n\n### New Requirements\n{'Language': 'en_us', 'Programming Language': 'Python', 'Refined Requirements': 'Adding graphical interface functionality to enhance the user experience in the number-guessing game.', 'Project Name': 'number_guessing_game', 'Refined Product Goals': ['Ensure a user-friendly interface for the game with the new graphical interface', 'Provide a challenging yet enjoyable game experience with visual enhancements', 'Design the game to be easily extendable for future features, including graphical elements'], 'Refined User Stories': ['As a player, I want to interact with a graphical interface to guess numbers and receive visual feedback on my guesses', 'As a player, I want to easily select the difficulty level through the graphical interface', 'As a player, I want to visually track my previous guesses and the number of attempts in the graphical interface', 'As a player, I want to be congratulated with a visually appealing message when I guess the number correctly'], 'Competitive Analysis': ['Guess The Number Game A: Basic text interface, no difficulty levels', 'Number Master B: Has difficulty levels, but cluttered interface', 'Quick Guess C: Sleek design, but lacks performance tracking', 'NumGuess D: Good performance tracking, but not mobile-friendly', 'GuessIt E: Mobile-friendly, but too many ads', 'Perfect Guess F: Offers hints, but the hints are not very helpful', 'SmartGuesser G: Has a learning mode, but lacks a competitive edge', 'Graphical Guess H: Graphical interface, but poor user experience due to complex design'], 'Competitive Quadrant Chart': 'quadrantChart\\n title \"User Engagement and Game Complexity with Graphical Interface\"\\n x-axis \"Low Complexity\" --> \"High Complexity\"\\n y-axis \"Low Engagement\" --> \"High Engagement\"\\n quadrant-1 \"Too Simple\"\\n quadrant-2 \"Niche Appeal\"\\n quadrant-3 \"Complex & Unengaging\"\\n quadrant-4 \"Sweet Spot\"\\n \"Guess The Number Game A\": [0.2, 0.4]\\n \"Number Master B\": [0.5, 0.3]\\n \"Quick Guess C\": [0.6, 0.7]\\n \"NumGuess D\": [0.4, 0.6]\\n \"GuessIt E\": [0.7, 0.5]\\n \"Perfect Guess F\": [0.6, 0.4]\\n \"SmartGuesser G\": [0.8, 0.6]\\n \"Graphical Guess H\": [0.7, 0.3]\\n \"Our Target Product\": [0.5, 0.9]', 'Refined Requirement Analysis': ['The game should maintain its simplicity while integrating a graphical interface for enhanced engagement.', 'Immediate visual feedback is crucial for user satisfaction in the graphical interface.', 'The interface must be intuitive, allowing for easy navigation and selection of game options.', \"The graphical design should be clean and not detract from the game's core guessing mechanic.\"], 'Refined Requirement Pool': [['P0', 'Implement a graphical user interface (GUI) to replace the command-line interaction'], ['P0', 'Design a user interface that displays the game status, results, and feedback clearly with graphical elements'], ['P1', 'Incorporate interactive elements for selecting difficulty levels'], ['P1', \"Visualize the history of the player's guesses and the number of attempts within the game session\"], ['P2', 'Create animations for correct or incorrect guesses to enhance user feedback'], ['P2', 'Ensure the GUI is responsive and compatible with various screen sizes'], ['P2', \"Store and show the history of the player's guesses during a game session\"]], 'UI Design draft': 'The UI will feature a modern and minimalist design with a graphical number input field, a submit button with animations, and a dedicated area for visual feedback. It will include interactive elements to select the difficulty level and a visual display for the number of attempts and history of past guesses.', 'Anything UNCLEAR': ''}\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Refined Implementation Approach\": \"We will refine ...\",\n \"Refined File list\": [\n \"main.py\",\n \"game.py\",\n \"new_feature.py\"\n ],\n \"Refined Data structures and interfaces\": \"\\nclassDiagram\\n class Main {\\n -SearchEngine search_engine\\n +main() str\\n }\\n class SearchEngine {\\n -Index index\\n -Ranking ranking\\n -Summary summary\\n +search(query: str) str\\n }\\n class Index {\\n -KnowledgeBase knowledge_base\\n +create_index(data: dict)\\n +query_index(query: str) list\\n }\\n class Ranking {\\n +rank_results(results: list) list\\n }\\n class Summary {\\n +summarize_results(results: list) str\\n }\\n class KnowledgeBase {\\n +update(data: dict)\\n +fetch_data(query: str) dict\\n }\\n Main --> SearchEngine\\n SearchEngine --> Index\\n SearchEngine --> Ranking\\n SearchEngine --> Summary\\n Index --> KnowledgeBase\\n\",\n \"Refined Program call flow\": \"\\nsequenceDiagram\\n participant M as Main\\n participant SE as SearchEngine\\n participant I as Index\\n participant R as Ranking\\n participant S as Summary\\n participant KB as KnowledgeBase\\n M->>SE: search(query)\\n SE->>I: query_index(query)\\n I->>KB: fetch_data(query)\\n KB-->>I: return data\\n I-->>SE: return results\\n SE->>R: rank_results(results)\\n R-->>SE: return ranked_results\\n SE->>S: summarize_results(ranked_results)\\n S-->>SE: return summary\\n SE-->>M: return summary\\n\",\n \"Anything UNCLEAR\": \"Clarification needed on third-party API integration, ...\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Refined Implementation Approach: # Update and extend the original implementation approach to reflect the evolving challenges and requirements due to incremental development. Outline the steps involved in the implementation process with the detailed strategies.\n- Refined File list: typing.List[str] # Update and expand the original file list including only relative paths. Up to 2 files can be added.Ensure that the refined file list reflects the evolving structure of the project.\n- Refined Data structures and interfaces: # Update and extend the existing mermaid classDiagram code syntax to incorporate new classes, methods (including __init__), and functions with precise type annotations. Delineate additional relationships between classes, ensuring clarity and adherence to PEP8 standards.Retain content that is not related to incremental development but important for consistency and clarity.\n- Refined Program call flow: # Extend the existing sequenceDiagram code syntax with detailed information, accurately covering theCRUD and initialization of each object. Ensure correct syntax usage and reflect the incremental changes introducedin the classes and API defined above. Retain content that is not related to incremental development but important for consistency and clarity.\n- Anything UNCLEAR: # Mention unclear project aspects, then try to clarify it.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Refined Implementation Approach\": \"To accommodate the new graphical interface requirements, we will integrate the Tkinter library for Python to develop the GUI components. The implementation will involve designing the layout, creating interactive widgets for user input, and displaying visual feedback. We will also implement event-driven programming to handle user actions. The game logic will be encapsulated within the Game class, and the UI class will be responsible for rendering the game state graphically.\",\n \"Refined File list\": [\n \"main.py\",\n \"game.py\",\n \"ui.py\",\n \"gui.py\"\n ],\n \"Refined Data structures and interfaces\": \"\\nclassDiagram\\n class Game {\\n -int secret_number\\n -int min_range\\n -int max_range\\n -list attempts\\n +__init__(difficulty: str)\\n +start_game()\\n +check_guess(guess: int) str\\n +get_attempts() int\\n +get_history() list\\n }\\n class UI {\\n +start()\\n +display_message(message: str)\\n +get_user_input(prompt: str) str\\n +show_attempts(attempts: int)\\n +show_history(history: list)\\n +select_difficulty() str\\n }\\n class GUI {\\n +__init__(game: Game)\\n +render_main_window()\\n +update_feedback(message: str)\\n +update_attempts(attempts: int)\\n +update_history(history: list)\\n +get_difficulty_selection() str\\n +get_guess_from_user() int\\n }\\n class Main {\\n +main()\\n }\\n Main --> UI\\n UI --> Game\\n UI --> GUI\\n GUI --> Game\\n\",\n \"Refined Program call flow\": \"\\nsequenceDiagram\\n participant M as Main\\n participant UI as UI\\n participant G as Game\\n participant GUI as GUI\\n M->>UI: start()\\n UI->>GUI: render_main_window()\\n GUI->>GUI: get_difficulty_selection()\\n GUI-->>G: __init__(difficulty)\\n G->>G: start_game()\\n loop Game Loop\\n GUI->>GUI: get_guess_from_user()\\n GUI-->>G: check_guess(guess)\\n G->>GUI: update_feedback(feedback)\\n G->>GUI: update_attempts(attempts)\\n G->>GUI: update_history(history)\\n end\\n G->>GUI: update_feedback(\\\"Correct! Game over.\\\")\\n GUI->>M: main() # Game session ends\\n\",\n \"Anything UNCLEAR\": \"Clarification needed on whether the GUI should support touch input for devices with touch screens, and if so, what gestures need to be supported.\"\n}\n[/CONTENT]", + "\n## context\n\n### Legacy Content\n\n## Required Python packages\n\n- random==2.2.1\n\n## Required Other language third-party packages\n\n- No third-party dependencies required\n\n## Logic Analysis\n\n- ['game.py', 'Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number']\n- ['ui.py', 'Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class']\n- ['main.py', 'Contains Main class with method main that initializes UI class and starts the game loop']\n\n## Task list\n\n- game.py\n- ui.py\n- main.py\n\n## Full API spec\n\n\n\n## Shared Knowledge\n\n`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game.\n\n## Anything UNCLEAR\n\nThe requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game.\n\n### New Requirements\n{'Refined Implementation Approach': 'To accommodate the new graphical user interface (GUI) requirements, we will leverage the Tkinter library, which is included with Python and supports the creation of a user-friendly GUI. The game logic will remain in Python, with Tkinter handling the rendering of the interface. We will ensure that the GUI is responsive and provides immediate visual feedback. The main game loop will be event-driven, responding to user inputs such as button clicks and difficulty selection.', 'Refined File list': ['main.py', 'game.py', 'ui.py', 'gui.py'], 'Refined Data structures and interfaces': '\\nclassDiagram\\n class Game {\\n -int secret_number\\n -int min_range\\n -int max_range\\n -list attempts\\n +__init__(difficulty: str)\\n +start_game()\\n +check_guess(guess: int) str\\n +get_attempts() int\\n +get_history() list\\n }\\n class UI {\\n +start()\\n +display_message(message: str)\\n +get_user_input(prompt: str) str\\n +show_attempts(attempts: int)\\n +show_history(history: list)\\n +select_difficulty() str\\n }\\n class GUI {\\n +__init__()\\n +setup_window()\\n +bind_events()\\n +update_feedback(message: str)\\n +update_attempts(attempts: int)\\n +update_history(history: list)\\n +show_difficulty_selector()\\n +animate_guess_result(correct: bool)\\n }\\n class Main {\\n +main()\\n }\\n Main --> UI\\n UI --> Game\\n UI --> GUI\\n GUI --> Game\\n', 'Refined Program call flow': '\\nsequenceDiagram\\n participant M as Main\\n participant UI as UI\\n participant G as Game\\n participant GU as GUI\\n M->>UI: start()\\n UI->>GU: setup_window()\\n GU->>GU: bind_events()\\n GU->>UI: select_difficulty()\\n UI-->>G: __init__(difficulty)\\n G->>G: start_game()\\n loop Game Loop\\n GU->>GU: show_difficulty_selector()\\n GU->>UI: get_user_input(\"Enter your guess:\")\\n UI-->>G: check_guess(guess)\\n G->>GU: update_feedback(feedback)\\n G->>GU: update_attempts(attempts)\\n G->>GU: update_history(history)\\n GU->>GU: animate_guess_result(correct)\\n end\\n G->>GU: update_feedback(\"Correct! Game over.\")\\n GU->>M: main() # Game session ends\\n', 'Anything UNCLEAR': ''}\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Required Python packages\": [\n \"flask==1.1.2\",\n \"bcrypt==3.2.0\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Refined Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ],\n [\n \"new_feature.py\",\n \"Introduces NewFeature class and related functions\"\n ],\n [\n \"utils.py\",\n \"Modifies existing utility functions to support incremental changes\"\n ]\n ],\n \"Refined Task list\": [\n \"new_feature.py\",\n \"utils\",\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"openapi: 3.0.0 ...\",\n \"Refined Shared Knowledge\": \"`new_module.py` enhances shared utility functions for improved code reusability and collaboration.\",\n \"Anything UNCLEAR\": \"Clarification needed on how to start and initialize third-party libraries.\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Required Python packages: typing.List[str] # Provide required Python packages in requirements.txt format.\n- Required Other language third-party packages: typing.List[str] # List down the required packages for languages other than Python.\n- Refined Logic Analysis: typing.List[typing.List[str]] # Review and refine the logic analysis by merging the Legacy Content and Incremental Content. Provide a comprehensive list of files with classes/methods/functions to be implemented or modified incrementally. Include dependency analysis, consider potential impacts on existing code, and document necessary imports.\n- Refined Task list: typing.List[str] # Review and refine the combined task list after the merger of Legacy Content and Incremental Content, and consistent with Refined File List. Ensure that tasks are organized in a logical and prioritized order, considering dependencies for a streamlined and efficient development process. \n- Full API spec: # Describe all APIs using OpenAPI 3.0 spec that may be used by both frontend and backend. If front-end and back-end communication is not required, leave it blank.\n- Refined Shared Knowledge: # Update and expand shared knowledge to reflect any new elements introduced. This includes common utility functions, configuration variables for team collaboration. Retain content that is not related to incremental development but important for consistency and clarity.\n- Anything UNCLEAR: # Mention any unclear aspects in the project management context and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Required Python packages\": [\n \"random==2.2.1\",\n \"tkinter==8.6\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Refined Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number\"\n ],\n [\n \"ui.py\",\n \"Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class\"\n ],\n [\n \"gui.py\",\n \"Contains GUI class with methods __init__, setup_window, bind_events, update_feedback, update_attempts, update_history, show_difficulty_selector, animate_guess_result and interacts with Game class\"\n ],\n [\n \"main.py\",\n \"Contains Main class with method main that initializes UI class and starts the game loop\"\n ]\n ],\n \"Refined Task list\": [\n \"game.py\",\n \"ui.py\",\n \"gui.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"\",\n \"Refined Shared Knowledge\": \"`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game. `gui.py` will handle the graphical user interface using the Tkinter library, providing a responsive and user-friendly interface for the game.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]", + "\nNOTICE\nRole: You are a professional engineer; The main goal is to complete incremental development by combining legacy code and plan and Incremental Change, ensuring the integration of new features.\n\n# Context\n## User New Requirements\n\n\n## Code Plan And Change\n{\"Development Plan\": [\"Develop the GUI using Tkinter to replace the command-line interface. Start by setting up the main window and event handling. Then, add widgets for displaying the game status, results, and feedback. Implement interactive elements for difficulty selection and visualize the guess history. Finally, create animations for guess feedback and ensure responsiveness across different screen sizes.\", \"Modify the main.py to initialize the GUI and start the event-driven game loop. Ensure that the GUI is the primary interface for user interaction.\"], \"Incremental Change\": [\"```diff\\nclass GUI:\\n- pass\\n+ def __init__(self):\\n+ self.setup_window()\\n+\\n+ def setup_window(self):\\n+ # Initialize the main window using Tkinter\\n+ pass\\n+\\n+ def bind_events(self):\\n+ # Bind button clicks and other events\\n+ pass\\n+\\n+ def update_feedback(self, message: str):\\n+ # Update the feedback label with the given message\\n+ pass\\n+\\n+ def update_attempts(self, attempts: int):\\n+ # Update the attempts label with the number of attempts\\n+ pass\\n+\\n+ def update_history(self, history: list):\\n+ # Update the history view with the list of past guesses\\n+ pass\\n+\\n+ def show_difficulty_selector(self):\\n+ # Show buttons or a dropdown for difficulty selection\\n+ pass\\n+\\n+ def animate_guess_result(self, correct: bool):\\n+ # Trigger an animation for correct or incorrect guesses\\n+ pass\\n```\", \"```diff\\nclass Main:\\n def main(self):\\n- user_interface = UI()\\n- user_interface.start()\\n+ graphical_user_interface = GUI()\\n+ graphical_user_interface.setup_window()\\n+ graphical_user_interface.bind_events()\\n+ # Start the Tkinter main loop\\n+ pass\\n\\n if __name__ == \\\"__main__\\\":\\n main_instance = Main()\\n main_instance.main()\\n```\\n\\n3. Plan for ui.py: Refactor ui.py to work with the new GUI class. Remove command-line interactions and delegate display and input tasks to the GUI.\\n```python\\nclass UI:\\n- def display_message(self, message: str):\\n- print(message)\\n+\\n+ def display_message(self, message: str):\\n+ # This method will now pass the message to the GUI to display\\n+ pass\\n\\n- def get_user_input(self, prompt: str) -> str:\\n- return input(prompt)\\n+\\n+ def get_user_input(self, prompt: str) -> str:\\n+ # This method will now trigger the GUI to get user input\\n+ pass\\n\\n- def show_attempts(self, attempts: int):\\n- print(f\\\"Number of attempts: {attempts}\\\")\\n+\\n+ def show_attempts(self, attempts: int):\\n+ # This method will now update the GUI with the number of attempts\\n+ pass\\n\\n- def show_history(self, history: list):\\n- print(\\\"Guess history:\\\")\\n- for guess in history:\\n- print(guess)\\n+\\n+ def show_history(self, history: list):\\n+ # This method will now update the GUI with the guess history\\n+ pass\\n```\\n\\n4. Plan for game.py: Ensure game.py remains mostly unchanged as it contains the core game logic. However, make minor adjustments if necessary to integrate with the new GUI.\\n```python\\nclass Game:\\n # No changes required for now\\n```\\n\"]}\n\n## Design\n{\"Refined Implementation Approach\": \"To accommodate the new graphical user interface (GUI) requirements, we will leverage the Tkinter library, which is included with Python and supports the creation of a user-friendly GUI. The game logic will remain in Python, with Tkinter handling the rendering of the interface. We will ensure that the GUI is responsive and provides immediate visual feedback. The main game loop will be event-driven, responding to user inputs such as button clicks and difficulty selection.\", \"Refined File list\": [\"main.py\", \"game.py\", \"ui.py\", \"gui.py\"], \"Refined Data structures and interfaces\": \"\\nclassDiagram\\n class Game {\\n -int secret_number\\n -int min_range\\n -int max_range\\n -list attempts\\n +__init__(difficulty: str)\\n +start_game()\\n +check_guess(guess: int) str\\n +get_attempts() int\\n +get_history() list\\n }\\n class UI {\\n +start()\\n +display_message(message: str)\\n +get_user_input(prompt: str) str\\n +show_attempts(attempts: int)\\n +show_history(history: list)\\n +select_difficulty() str\\n }\\n class GUI {\\n +__init__()\\n +setup_window()\\n +bind_events()\\n +update_feedback(message: str)\\n +update_attempts(attempts: int)\\n +update_history(history: list)\\n +show_difficulty_selector()\\n +animate_guess_result(correct: bool)\\n }\\n class Main {\\n +main()\\n }\\n Main --> UI\\n UI --> Game\\n UI --> GUI\\n GUI --> Game\\n\", \"Refined Program call flow\": \"\\nsequenceDiagram\\n participant M as Main\\n participant UI as UI\\n participant G as Game\\n participant GU as GUI\\n M->>UI: start()\\n UI->>GU: setup_window()\\n GU->>GU: bind_events()\\n GU->>UI: select_difficulty()\\n UI-->>G: __init__(difficulty)\\n G->>G: start_game()\\n loop Game Loop\\n GU->>GU: show_difficulty_selector()\\n GU->>UI: get_user_input(\\\"Enter your guess:\\\")\\n UI-->>G: check_guess(guess)\\n G->>GU: update_feedback(feedback)\\n G->>GU: update_attempts(attempts)\\n G->>GU: update_history(history)\\n GU->>GU: animate_guess_result(correct)\\n end\\n G->>GU: update_feedback(\\\"Correct! Game over.\\\")\\n GU->>M: main() # Game session ends\\n\", \"Anything UNCLEAR\": \"\"}\n\n## Task\n{\"Required Python packages\": [\"random==2.2.1\", \"Tkinter==8.6\"], \"Required Other language third-party packages\": [\"No third-party dependencies required\"], \"Refined Logic Analysis\": [[\"game.py\", \"Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number\"], [\"ui.py\", \"Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class\"], [\"gui.py\", \"Contains GUI class with methods __init__, setup_window, bind_events, update_feedback, update_attempts, update_history, show_difficulty_selector, animate_guess_result and interacts with Game class for GUI rendering\"], [\"main.py\", \"Contains Main class with method main that initializes UI class and starts the event-driven game loop\"]], \"Refined Task list\": [\"game.py\", \"ui.py\", \"gui.py\", \"main.py\"], \"Full API spec\": \"\", \"Refined Shared Knowledge\": \"`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game. `gui.py` is introduced to handle the graphical user interface using Tkinter, which will interact with both `game.py` and `ui.py` for a responsive and user-friendly experience.\", \"Anything UNCLEAR\": \"\"}\n\n## Legacy Code\n```Code\n-----Now, game.py to be rewritten\n```game.py\n\nimport random\n\nclass Game:\n def __init__(self, difficulty: str = 'medium'):\n self.min_range, self.max_range = self._set_difficulty(difficulty)\n self.secret_number = random.randint(self.min_range, self.max_range)\n self.attempts = []\n\n def _set_difficulty(self, difficulty: str):\n difficulties = {\n 'easy': (1, 10),\n 'medium': (1, 100),\n 'hard': (1, 1000)\n }\n return difficulties.get(difficulty, (1, 100))\n\n def start_game(self):\n self.secret_number = random.randint(self.min_range, self.max_range)\n self.attempts = []\n\n def check_guess(self, guess: int) -> str:\n self.attempts.append(guess)\n if guess < self.secret_number:\n return \"It's higher.\"\n elif guess > self.secret_number:\n return \"It's lower.\"\n else:\n return \"Correct! Game over.\"\n\n def get_attempts(self) -> int:\n return len(self.attempts)\n\n def get_history(self) -> list:\n return self.attempts```\n=====\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: game.py\n```python\n## game.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write or rewrite code.\n## Write/Rewrite Code: Only write one file game.py, write or rewrite complete code using triple quotes based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. Follow Code Plan And Change: If there is any \"Incremental Change\" that is marked by the git diff format with '+' and '-' symbols, or Legacy Code files contain \"game.py to be rewritten\", you must merge it into the code file according to the \"Development Plan\". \n6. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n7. Before using a external variable/module, make sure you import it first.\n8. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n9. Attention: Retain details that are not related to incremental development but are important for maintaining the consistency and clarity of the old code.\n": "```python\n## game.py\n\nimport random\n\nclass Game:\n def __init__(self, difficulty: str = 'medium'):\n self._min_range, self._max_range = self._set_difficulty(difficulty)\n self._secret_number = random.randint(self._min_range, self._max_range)\n self._attempts = []\n\n def _set_difficulty(self, difficulty: str):\n difficulties = {\n 'easy': (1, 10),\n 'medium': (1, 100),\n 'hard': (1, 1000)\n }\n return difficulties.get(difficulty, (1, 100))\n\n def start_game(self):\n self._secret_number = random.randint(self._min_range, self._max_range)\n self._attempts = []\n\n def check_guess(self, guess: int) -> str:\n self._attempts.append(guess)\n if guess < self._secret_number:\n return \"It's higher.\"\n elif guess > self._secret_number:\n return \"It's lower.\"\n else:\n return \"Correct! Game over.\"\n\n def get_attempts(self) -> int:\n return len(self._attempts)\n\n def get_history(self) -> list:\n return self._attempts\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## User New Requirements\nNone\n\n## Code Plan And Change\n\n def add(a, b):\n- return a + \n+ return a + b\n \n\n## System Design\n编写一个从a加b的函数，返回a+b\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\n\n def add(a, b):\n return a + \n \n```\n\n\n\n# Format example 1\n## Code Review: \n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: \n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review:\n1. 是的，代码实现了按照要求从a加b的功能。\n2. 不完全正确，代码逻辑存在错误。在`add`函数中，`return`语句没有完整地返回a和b的和，缺少了变量b。\n3. 是的，现有代码遵循了\"数据结构和接口\"的原则。\n4. 所有函数都已实现，但`add`函数的实现不完整。\n5. 由于这是一个简单的加法函数，不需要导入额外的依赖。\n6. 代码中没有使用其他文件的方法。\n\n## Actions:\n1. 修正`add`函数，确保它可以正确返回a和b的和。\n ```python\n def add(a, b):\n return a + b\n ```\n\n## Code Review Result:\nLBTM", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## User New Requirements\nNone\n\n## Code Plan And Change\n\n def add(a, b):\n- return a + \n+ return a + b\n \n\n## System Design\n编写一个从a加b的函数，返回a+b\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\n\n def add(a, b):\n return a + \n \n```\n\n## Code Review:\n1. 是的，代码实现了按照要求从a加b的功能。\n2. 不完全正确，代码逻辑存在错误。在`add`函数中，`return`语句没有完整地返回a和b的和，缺少了变量b。\n3. 是的，现有代码遵循了\"数据结构和接口\"的原则。\n4. 所有函数都已实现，但`add`函数的实现不完整。\n5. 由于这是一个简单的加法函数，不需要导入额外的依赖。\n6. 代码中没有使用其他文件的方法。\n\n## Actions:\n1. 修正`add`函数，确保它可以正确返回a和b的和。\n ```python\n def add(a, b):\n return a + b\n ```\n\n## Code Review Result:\nLBTM\n\n# Instruction: rewrite code based on the Code Review and Actions\n## Rewrite Code: CodeBlock. If it still has some bugs, rewrite with triple quotes. Do your utmost to optimize THIS SINGLE FILE. Return all completed codes and prohibit the return of unfinished codes.\n```Code\n## \n...\n```\n": "## 重写代码：代码块\n```python\ndef add(a, b):\n return a + b\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## User New Requirements\nNone\n\n## Code Plan And Change\n\n def add(a, b):\n- return a + \n+ return a + b\n \n\n## System Design\n编写一个从a加b的函数，返回a+b\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\ndef add(a, b):\n return a + b\n\n```\n\n\n\n# Format example 1\n## Code Review: \n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: \n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: \n1. 是的，代码按照要求实现了从a加b的功能。\n2. 是的，代码逻辑完全正确。\n3. 是的，现有代码遵循了“数据结构和接口”原则。\n4. 是的，所有功能都已实现。\n5. 是的，此代码片段不需要额外的依赖导入，因为它使用的是Python的内置操作。\n6. 是的，此代码片段没有从其他文件重用方法，因此不适用。\n\n## Actions\npass\n\n## Code Review Result\nLGTM", + "\n## context\nPlease fix the bug in the code.\n\n-----\n\n## format example\n[CONTENT]\n{\n \"issue_type\": \"BUG\",\n \"reason\": \"...\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- issue_type: # Answer BUG/REQUIREMENT. If it is a bugfix, answer BUG, otherwise answer Requirement\n- reason: # Explain the reasoning process from question to answer\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"issue_type\": \"BUG\",\n \"reason\": \"The user has requested to fix a bug in the code, but has not provided the code or described the bug. Without this information, it is not possible to identify or fix the bug.\"\n}\n[/CONTENT]", + "\n## context\n\n### Legacy Content\n\n## Language\n\nen_us\n\n## Programming Language\n\nPython\n\n## Original Requirements\n\nMake a simple number guessing game\n\n## Product Goals\n\n- Ensure a user-friendly interface for the game\n- Provide a challenging yet enjoyable game experience\n- Design the game to be easily extendable for future features\n\n## User Stories\n\n- As a player, I want to guess numbers and receive feedback on whether my guess is too high or too low\n- As a player, I want to be able to set the difficulty level by choosing the range of possible numbers\n- As a player, I want to see my previous guesses to strategize my next guess\n- As a player, I want to know how many attempts it took me to guess the number once I get it right\n\n## Competitive Analysis\n\n- Guess The Number Game A: Basic text interface, no difficulty levels\n- Number Master B: Has difficulty levels, but cluttered interface\n- Quick Guess C: Sleek design, but lacks performance tracking\n- NumGuess D: Good performance tracking, but not mobile-friendly\n- GuessIt E: Mobile-friendly, but too many ads\n- Perfect Guess F: Offers hints, but the hints are not very helpful\n- SmartGuesser G: Has a learning mode, but lacks a competitive edge\n\n## Competitive Quadrant Chart\n\nquadrantChart\n title \"User Engagement and Game Complexity\"\n x-axis \"Low Complexity\" --> \"High Complexity\"\n y-axis \"Low Engagement\" --> \"High Engagement\"\n quadrant-1 \"Too Simple\"\n quadrant-2 \"Niche Appeal\"\n quadrant-3 \"Complex & Unengaging\"\n quadrant-4 \"Sweet Spot\"\n \"Guess The Number Game A\": [0.2, 0.4]\n \"Number Master B\": [0.5, 0.3]\n \"Quick Guess C\": [0.6, 0.7]\n \"NumGuess D\": [0.4, 0.6]\n \"GuessIt E\": [0.7, 0.5]\n \"Perfect Guess F\": [0.6, 0.4]\n \"SmartGuesser G\": [0.8, 0.6]\n \"Our Target Product\": [0.5, 0.8]\n\n## Requirement Analysis\n\nThe game should be simple yet engaging, allowing players of different skill levels to enjoy it. It should provide immediate feedback and track the player's performance. The game should also be designed with a clean and intuitive interface, and it should be easy to add new features in the future.\n\n## Requirement Pool\n\n- ['P0', 'Implement the core game logic to randomly select a number and allow the user to guess it']\n- ['P0', 'Design a user interface that displays the game status and results clearly']\n- ['P1', 'Add difficulty levels by varying the range of possible numbers']\n- ['P1', 'Keep track of and display the number of attempts for each game session']\n- ['P2', \"Store and show the history of the player's guesses during a game session\"]\n\n## UI Design draft\n\nThe UI will feature a clean and minimalist design with a number input field, submit button, and messages area to provide feedback. There will be options to select the difficulty level and a display showing the number of attempts and history of past guesses.\n\n## Anything UNCLEAR\n\n### New Requirements\n\nAdding graphical interface functionality to enhance the user experience in the number-guessing game. The existing number-guessing game currently relies on command-line input for numbers. The goal is to introduce a graphical interface to improve the game's usability and visual appeal\n\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"is_relative\": \"YES\",\n \"reason\": \"...\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- is_relative: # Answer YES/NO. If the requirement is related to the old PRD, answer YES, otherwise NO\n- reason: # Explain the reasoning process from question to answer\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"is_relative\": \"YES\",\n \"reason\": \"The new requirement to add a graphical interface functionality is related to the original PRD's goal of ensuring a user-friendly interface for the game. The addition of a graphical interface aligns with the original product goals of providing a challenging yet enjoyable game experience and designing the game to be easily extendable for future features. It specifically addresses the competitive analysis findings by enhancing usability and visual appeal, which were identified as shortcomings in some of the competitive products.\"\n}\n[/CONTENT]", + "\n## context\n\n### Legacy Content\n\n## Language\n\nen_us\n\n## Programming Language\n\nPython\n\n## Original Requirements\n\nMake a simple number guessing game\n\n## Product Goals\n\n- Ensure a user-friendly interface for the game\n- Provide a challenging yet enjoyable game experience\n- Design the game to be easily extendable for future features\n\n## User Stories\n\n- As a player, I want to guess numbers and receive feedback on whether my guess is too high or too low\n- As a player, I want to be able to set the difficulty level by choosing the range of possible numbers\n- As a player, I want to see my previous guesses to strategize my next guess\n- As a player, I want to know how many attempts it took me to guess the number once I get it right\n\n## Competitive Analysis\n\n- Guess The Number Game A: Basic text interface, no difficulty levels\n- Number Master B: Has difficulty levels, but cluttered interface\n- Quick Guess C: Sleek design, but lacks performance tracking\n- NumGuess D: Good performance tracking, but not mobile-friendly\n- GuessIt E: Mobile-friendly, but too many ads\n- Perfect Guess F: Offers hints, but the hints are not very helpful\n- SmartGuesser G: Has a learning mode, but lacks a competitive edge\n\n## Competitive Quadrant Chart\n\nquadrantChart\n title \"User Engagement and Game Complexity\"\n x-axis \"Low Complexity\" --> \"High Complexity\"\n y-axis \"Low Engagement\" --> \"High Engagement\"\n quadrant-1 \"Too Simple\"\n quadrant-2 \"Niche Appeal\"\n quadrant-3 \"Complex & Unengaging\"\n quadrant-4 \"Sweet Spot\"\n \"Guess The Number Game A\": [0.2, 0.4]\n \"Number Master B\": [0.5, 0.3]\n \"Quick Guess C\": [0.6, 0.7]\n \"NumGuess D\": [0.4, 0.6]\n \"GuessIt E\": [0.7, 0.5]\n \"Perfect Guess F\": [0.6, 0.4]\n \"SmartGuesser G\": [0.8, 0.6]\n \"Our Target Product\": [0.5, 0.8]\n\n## Requirement Analysis\n\nThe game should be simple yet engaging, allowing players of different skill levels to enjoy it. It should provide immediate feedback and track the player's performance. The game should also be designed with a clean and intuitive interface, and it should be easy to add new features in the future.\n\n## Requirement Pool\n\n- ['P0', 'Implement the core game logic to randomly select a number and allow the user to guess it']\n- ['P0', 'Design a user interface that displays the game status and results clearly']\n- ['P1', 'Add difficulty levels by varying the range of possible numbers']\n- ['P1', 'Keep track of and display the number of attempts for each game session']\n- ['P2', \"Store and show the history of the player's guesses during a game session\"]\n\n## UI Design draft\n\nThe UI will feature a clean and minimalist design with a number input field, submit button, and messages area to provide feedback. There will be options to select the difficulty level and a display showing the number of attempts and history of past guesses.\n\n## Anything UNCLEAR\n\n### New Requirements\n\nAdding graphical interface functionality to enhance the user experience in the number-guessing game. The existing number-guessing game currently relies on command-line input for numbers. The goal is to introduce a graphical interface to improve the game's usability and visual appeal\n\n\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Refined Requirements\": \"Create a 2048 game with a new feature that ...\",\n \"Project Name\": \"game_2048\",\n \"Refined Product Goals\": [\n \"Enhance user engagement through new features\",\n \"Optimize performance for scalability\",\n \"Integrate innovative UI enhancements\"\n ],\n \"Refined User Stories\": [\n \"As a player, I want to choose difficulty levels to challenge my skills\",\n \"As a player, I want a visually appealing score display after each game for a better gaming experience\",\n \"As a player, I want a convenient restart button displayed when I lose to quickly start a new game\",\n \"As a player, I want an enhanced and aesthetically pleasing UI to elevate the overall gaming experience\",\n \"As a player, I want the ability to play the game seamlessly on my mobile phone for on-the-go entertainment\"\n ],\n \"Competitive Analysis\": [\n \"2048 Game A: Simple interface, lacks responsive features\",\n \"play2048.co: Beautiful and responsive UI with my best score shown\",\n \"2048game.com: Responsive UI with my best score shown, but many ads\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"Reach and engagement of campaigns\\\"\\n x-axis \\\"Low Reach\\\" --> \\\"High Reach\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"We should expand\\\"\\n quadrant-2 \\\"Need to promote\\\"\\n quadrant-3 \\\"Re-evaluate\\\"\\n quadrant-4 \\\"May be improved\\\"\\n \\\"Campaign A\\\": [0.3, 0.6]\\n \\\"Campaign B\\\": [0.45, 0.23]\\n \\\"Campaign C\\\": [0.57, 0.69]\\n \\\"Campaign D\\\": [0.78, 0.34]\\n \\\"Campaign E\\\": [0.40, 0.34]\\n \\\"Campaign F\\\": [0.35, 0.78]\\n \\\"Our Target Product\\\": [0.5, 0.6]\",\n \"Refined Requirement Analysis\": [\n \"Require add/update/modify ...\"\n ],\n \"Refined Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ],\n \"UI Design draft\": \"Basic function description with a simple style and layout.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Language: # Provide the language used in the project, typically matching the user's requirement language.\n- Programming Language: # Python/JavaScript or other mainstream programming language.\n- Refined Requirements: # Place the New user's original requirements here.\n- Project Name: # According to the content of \"Original Requirements,\" name the project using snake case style , like 'game_2048' or 'simple_crm.\n- Refined Product Goals: typing.List[str] # Update and expand the original product goals to reflect the evolving needs due to incremental development. Ensure that the refined goals align with the current project direction and contribute to its success.\n- Refined User Stories: typing.List[str] # Update and expand the original scenario-based user stories to reflect the evolving needs due to incremental development. Ensure that the refined user stories capture incremental features and improvements. \n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\n- Competitive Quadrant Chart: # Use mermaid quadrantChart syntax. Distribute scores evenly between 0 and 1\n- Refined Requirement Analysis: typing.List[str] # Review and refine the existing requirement analysis to align with the evolving needs of the project due to incremental development. Ensure the analysis comprehensively covers the new features and enhancements required for the refined project scope.\n- Refined Requirement Pool: typing.List[typing.List[str]] # List down the top 5 to 7 requirements with their priority (P0, P1, P2). Cover both legacy content and incremental content. Retain content unrelated to incremental development\n- UI Design draft: # Provide a simple description of UI elements, functions, style, and layout.\n- Anything UNCLEAR: # Mention any aspects of the project that are unclear and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Language\": \"en_us\",\n \"Programming Language\": \"Python\",\n \"Refined Requirements\": \"Adding graphical interface functionality to enhance the user experience in the number-guessing game. The existing number-guessing game currently relies on command-line input for numbers. The goal is to introduce a graphical interface to improve the game's usability and visual appeal.\",\n \"Project Name\": \"graphical_number_guesser\",\n \"Refined Product Goals\": [\n \"Introduce a graphical user interface to make the game more accessible and visually appealing\",\n \"Maintain a user-friendly experience while transitioning from a command-line interface to a graphical interface\",\n \"Ensure the game remains challenging and enjoyable with the addition of the new interface\",\n \"Design the graphical interface to be easily extendable for future enhancements\"\n ],\n \"Refined User Stories\": [\n \"As a player, I want to interact with a graphical interface to input my guesses and receive feedback\",\n \"As a player, I want to easily select difficulty levels through the graphical interface\",\n \"As a player, I want to see a visual representation of my previous guesses and the number of attempts\",\n \"As a player, I want to enjoy a visually engaging experience that enhances the overall gameplay\"\n ],\n \"Competitive Analysis\": [\n \"Guess The Number Game A: Basic text interface, no difficulty levels\",\n \"Number Master B: Has difficulty levels, but cluttered interface\",\n \"Quick Guess C: Sleek design, but lacks performance tracking\",\n \"NumGuess D: Good performance tracking, but not mobile-friendly\",\n \"GuessIt E: Mobile-friendly, but too many ads\",\n \"Perfect Guess F: Offers hints, but the hints are not very helpful\",\n \"SmartGuesser G: Has a learning mode, but lacks a competitive edge\",\n \"Graphical Number Guesser: Our new game with a graphical interface and user-friendly design\"\n ],\n \"Competitive Quadrant Chart\": \"quadrantChart\\n title \\\"User Engagement and Game Complexity\\\"\\n x-axis \\\"Low Complexity\\\" --> \\\"High Complexity\\\"\\n y-axis \\\"Low Engagement\\\" --> \\\"High Engagement\\\"\\n quadrant-1 \\\"Too Simple\\\"\\n quadrant-2 \\\"Niche Appeal\\\"\\n quadrant-3 \\\"Complex & Unengaging\\\"\\n quadrant-4 \\\"Sweet Spot\\\"\\n \\\"Guess The Number Game A\\\": [0.2, 0.4]\\n \\\"Number Master B\\\": [0.5, 0.3]\\n \\\"Quick Guess C\\\": [0.6, 0.7]\\n \\\"NumGuess D\\\": [0.4, 0.6]\\n \\\"GuessIt E\\\": [0.7, 0.5]\\n \\\"Perfect Guess F\\\": [0.6, 0.4]\\n \\\"SmartGuesser G\\\": [0.8, 0.6]\\n \\\"Graphical Number Guesser\\\": [0.5, 0.8]\",\n \"Refined Requirement Analysis\": [\n \"The game must provide an intuitive graphical interface for user interaction\",\n \"The difficulty level selection should be seamlessly integrated into the graphical interface\",\n \"Performance tracking must be visually represented within the game interface\",\n \"The game should be designed to allow for easy updates and feature additions\"\n ],\n \"Refined Requirement Pool\": [\n [\"P0\", \"Implement a graphical user interface for the game\"],\n [\"P0\", \"Ensure the graphical interface provides feedback on guesses\"],\n [\"P1\", \"Incorporate difficulty level selection into the graphical interface\"],\n [\"P1\", \"Display a visual representation of guess history and attempt count\"],\n [\"P2\", \"Design the interface to be extensible for future game features\"]\n ],\n \"UI Design draft\": \"The graphical interface will feature a main game window with an input field for number guesses, buttons for submitting guesses and selecting difficulty, and panels for displaying guess history, attempt count, and feedback messages.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]" } \ No newline at end of file diff --git a/tests/metagpt/actions/mock_json.py b/tests/metagpt/actions/mock_json.py index 875d74d3c..2b354ca6f 100644 --- a/tests/metagpt/actions/mock_json.py +++ b/tests/metagpt/actions/mock_json.py @@ -37,7 +37,7 @@ DESIGN = { } -TASKS = { +TASK = { "Required Python packages": ["pygame==2.0.1"], "Required Other language third-party packages": ["No third-party dependencies required"], "Logic Analysis": [ diff --git a/tests/metagpt/actions/test_design_api.py b/tests/metagpt/actions/test_design_api.py index 7d3efa7ff..9924a2e84 100644 --- a/tests/metagpt/actions/test_design_api.py +++ b/tests/metagpt/actions/test_design_api.py @@ -9,8 +9,10 @@ import pytest from metagpt.actions.design_api import WriteDesign +from metagpt.llm import LLM from metagpt.logs import logger from metagpt.schema import Message +from tests.data.incremental_dev_project.mock import DESIGN_SAMPLE, REFINED_PRD_JSON @pytest.mark.asyncio @@ -25,3 +27,16 @@ async def test_design_api(context): logger.info(result) assert result + + +@pytest.mark.asyncio +async def test_refined_design_api(context): + await context.repo.docs.prd.save(filename="1.txt", content=str(REFINED_PRD_JSON)) + await context.repo.docs.system_design.save(filename="1.txt", content=DESIGN_SAMPLE) + + design_api = WriteDesign(context=context, llm=LLM()) + + result = await design_api.run(Message(content="", instruct_content=None)) + logger.info(result) + + assert result diff --git a/tests/metagpt/actions/test_project_management.py b/tests/metagpt/actions/test_project_management.py index f3bb405ca..5d0d11efb 100644 --- a/tests/metagpt/actions/test_project_management.py +++ b/tests/metagpt/actions/test_project_management.py @@ -9,13 +9,19 @@ import pytest from metagpt.actions.project_management import WriteTasks +from metagpt.llm import LLM from metagpt.logs import logger from metagpt.schema import Message +from tests.data.incremental_dev_project.mock import ( + REFINED_DESIGN_JSON, + REFINED_PRD_JSON, + TASK_SAMPLE, +) from tests.metagpt.actions.mock_json import DESIGN, PRD @pytest.mark.asyncio -async def test_design_api(context): +async def test_task(context): await context.repo.docs.prd.save("1.txt", content=str(PRD)) await context.repo.docs.system_design.save("1.txt", content=str(DESIGN)) logger.info(context.git_repo) @@ -26,3 +32,19 @@ async def test_design_api(context): logger.info(result) assert result + + +@pytest.mark.asyncio +async def test_refined_task(context): + await context.repo.docs.prd.save("2.txt", content=str(REFINED_PRD_JSON)) + await context.repo.docs.system_design.save("2.txt", content=str(REFINED_DESIGN_JSON)) + await context.repo.docs.task.save("2.txt", content=TASK_SAMPLE) + + logger.info(context.git_repo) + + action = WriteTasks(context=context, llm=LLM()) + + result = await action.run(Message(content="", instruct_content=None)) + logger.info(result) + + assert result diff --git a/tests/metagpt/actions/test_project_management_an.py b/tests/metagpt/actions/test_project_management_an.py index ddbb56569..5a65e50c9 100644 --- a/tests/metagpt/actions/test_project_management_an.py +++ b/tests/metagpt/actions/test_project_management_an.py @@ -10,13 +10,14 @@ from openai._models import BaseModel from metagpt.actions.action_node import ActionNode, dict_to_markdown from metagpt.actions.project_management import NEW_REQ_TEMPLATE -from metagpt.actions.project_management_an import REFINED_PM_NODE +from metagpt.actions.project_management_an import PM_NODE, REFINED_PM_NODE from metagpt.llm import LLM from tests.data.incremental_dev_project.mock import ( REFINED_DESIGN_JSON, - REFINED_TASKS_JSON, - TASKS_SAMPLE, + REFINED_TASK_JSON, + TASK_SAMPLE, ) +from tests.metagpt.actions.mock_json import TASK @pytest.fixture() @@ -24,20 +25,40 @@ def llm(): return LLM() -def mock_refined_tasks_json(): - return REFINED_TASKS_JSON +def mock_refined_task_json(): + return REFINED_TASK_JSON + + +def mock_task_json(): + return TASK @pytest.mark.asyncio async def test_project_management_an(mocker): + root = ActionNode.from_children( + "ProjectManagement", [ActionNode(key="", expected_type=str, instruction="", example="")] + ) + root.instruct_content = BaseModel() + root.instruct_content.model_dump = mock_task_json + mocker.patch("metagpt.actions.project_management_an.PM_NODE.fill", return_value=root) + + node = await PM_NODE.fill(dict_to_markdown(REFINED_DESIGN_JSON), llm) + + assert "Logic Analysis" in node.instruct_content.model_dump() + assert "Task list" in node.instruct_content.model_dump() + assert "Shared Knowledge" in node.instruct_content.model_dump() + + +@pytest.mark.asyncio +async def test_project_management_an_inc(mocker): root = ActionNode.from_children( "RefinedProjectManagement", [ActionNode(key="", expected_type=str, instruction="", example="")] ) root.instruct_content = BaseModel() - root.instruct_content.model_dump = mock_refined_tasks_json + root.instruct_content.model_dump = mock_refined_task_json mocker.patch("metagpt.actions.project_management_an.REFINED_PM_NODE.fill", return_value=root) - prompt = NEW_REQ_TEMPLATE.format(old_task=TASKS_SAMPLE, context=dict_to_markdown(REFINED_DESIGN_JSON)) + prompt = NEW_REQ_TEMPLATE.format(old_task=TASK_SAMPLE, context=dict_to_markdown(REFINED_DESIGN_JSON)) node = await REFINED_PM_NODE.fill(prompt, llm) assert "Refined Logic Analysis" in node.instruct_content.model_dump() diff --git a/tests/metagpt/actions/test_write_code.py b/tests/metagpt/actions/test_write_code.py index ee05e0f7d..b5b6e4c52 100644 --- a/tests/metagpt/actions/test_write_code.py +++ b/tests/metagpt/actions/test_write_code.py @@ -6,7 +6,8 @@ @File : test_write_code.py @Modifiled By: mashenquan, 2023-12-6. According to RFC 135 """ - +import json +import uuid from pathlib import Path import pytest @@ -14,7 +15,13 @@ import pytest from metagpt.actions.write_code import WriteCode from metagpt.logs import logger from metagpt.schema import CodingContext, Document -from metagpt.utils.common import aread +from metagpt.utils.common import CodeParser, aread +from tests.data.incremental_dev_project.mock import ( + CODE_PLAN_AND_CHANGE_SAMPLE, + REFINED_CODE_INPUT_SAMPLE, + REFINED_DESIGN_JSON, + REFINED_TASK_JSON, +) from tests.metagpt.actions.mock_markdown import TASKS_2, WRITE_CODE_PROMPT_SAMPLE @@ -81,5 +88,72 @@ async def test_write_code_deps(context): assert rsp.code_doc.content +@pytest.mark.asyncio +async def test_write_refined_code(context): + # Prerequisites + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + context.config.inc = True + + context.src_workspace = context.git_repo.workdir / "src" + await context.repo.docs.system_design.save(filename="1.json", content=json.dumps(REFINED_DESIGN_JSON)) + await context.repo.docs.task.save(filename="1.json", content=json.dumps(REFINED_TASK_JSON)) + await context.repo.docs.code_plan_and_change.save( + filename="1.json", content=json.dumps(CODE_PLAN_AND_CHANGE_SAMPLE) + ) + + # old_workspace contains the legacy code + context.repo.old_workspace = context.repo.git_repo.workdir / "old" + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename="game.py", content=CodeParser.parse_code(block="", text=REFINED_CODE_INPUT_SAMPLE) + ) + + ccontext = CodingContext( + filename="game.py", + design_doc=await context.repo.docs.system_design.get(filename="1.json"), + task_doc=await context.repo.docs.task.get(filename="1.json"), + code_plan_and_change_doc=await context.repo.docs.code_plan_and_change.get(filename="1.json"), + code_doc=Document(filename="game.py", content="", root_path="src"), + ) + coding_doc = Document(root_path="src", filename="game.py", content=ccontext.json()) + + action = WriteCode(i_context=coding_doc, context=context) + rsp = await action.run() + assert rsp + assert rsp.code_doc.content + + +@pytest.mark.asyncio +async def test_get_codes(context): + # Prerequisites + context.src_workspace = context.git_repo.workdir / "src" + context.repo.old_workspace = context.repo.git_repo.workdir / "old" + for filename in ["game.py", "ui.py"]: + await context.repo.with_src_path(context.src_workspace).srcs.save( + filename=filename, content=f"# {filename}\nnew code ..." + ) + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename=filename, content=f"# {filename}\nlegacy code ..." + ) + + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename="gui.py", content="# gui.py\nlegacy code ..." + ) + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename="main.py", content='# main.py\nif __name__ == "__main__":\n main()' + ) + task_doc = Document(filename="1.json", content=json.dumps(REFINED_TASK_JSON)) + + context.repo = context.repo.with_src_path(context.src_workspace) + # Ready to write gui.py + codes = await WriteCode.get_codes(task_doc=task_doc, exclude="gui.py", project_repo=context.repo) + codes_inc = await WriteCode.get_codes(task_doc=task_doc, exclude="gui.py", project_repo=context.repo, use_inc=True) + + logger.info(codes) + logger.info(codes_inc) + assert codes + assert codes_inc + + if __name__ == "__main__": pytest.main([__file__, "-s"]) diff --git a/tests/metagpt/actions/test_write_code_plan_and_change_an.py b/tests/metagpt/actions/test_write_code_plan_and_change_an.py index e66d97700..f564a677b 100644 --- a/tests/metagpt/actions/test_write_code_plan_and_change_an.py +++ b/tests/metagpt/actions/test_write_code_plan_and_change_an.py @@ -5,6 +5,10 @@ @Author : mannaandpoem @File : test_write_code_plan_and_change_an.py """ +import json +import uuid +from pathlib import Path + import pytest from openai._models import BaseModel @@ -14,14 +18,19 @@ from metagpt.actions.write_code_plan_and_change_an import ( REFINED_TEMPLATE, WriteCodePlanAndChange, ) +from metagpt.logs import logger from metagpt.schema import CodePlanAndChangeContext +from metagpt.utils.common import CodeParser from tests.data.incremental_dev_project.mock import ( CODE_PLAN_AND_CHANGE_SAMPLE, DESIGN_SAMPLE, NEW_REQUIREMENT_SAMPLE, REFINED_CODE_INPUT_SAMPLE, REFINED_CODE_SAMPLE, - TASKS_SAMPLE, + REFINED_DESIGN_JSON, + REFINED_PRD_JSON, + REFINED_TASK_JSON, + TASK_SAMPLE, ) @@ -30,25 +39,39 @@ def mock_code_plan_and_change(): @pytest.mark.asyncio -async def test_write_code_plan_and_change_an(mocker): +async def test_write_code_plan_and_change_an(mocker, context): + # Prerequisites + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + context.config.inc = True + + context.src_workspace = context.git_repo.workdir / "src" + await context.repo.docs.prd.save(filename="1.json", content=json.dumps(REFINED_PRD_JSON)) + await context.repo.docs.system_design.save(filename="1.json", content=json.dumps(REFINED_DESIGN_JSON)) + await context.repo.docs.task.save(filename="1.json", content=json.dumps(REFINED_TASK_JSON)) + + context.config.project_path = "old" + context.repo.old_workspace = context.repo.git_repo.workdir / "old" + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename="game.py", content=CodeParser.parse_code(block="", text=REFINED_CODE_INPUT_SAMPLE) + ) + root = ActionNode.from_children( "WriteCodePlanAndChange", [ActionNode(key="", expected_type=str, instruction="", example="")] ) root.instruct_content = BaseModel() root.instruct_content.model_dump = mock_code_plan_and_change - mocker.patch("metagpt.actions.write_code_plan_and_change_an.WriteCodePlanAndChange.run", return_value=root) - - requirement = "New requirement" - prd_filename = "prd.md" - design_filename = "design.md" - task_filename = "task.md" - code_plan_and_change_context = CodePlanAndChangeContext( - requirement=requirement, - prd_filename=prd_filename, - design_filename=design_filename, - task_filename=task_filename, + mocker.patch( + "metagpt.actions.write_code_plan_and_change_an.WRITE_CODE_PLAN_AND_CHANGE_NODE.fill", return_value=root ) - node = await WriteCodePlanAndChange(i_context=code_plan_and_change_context).run() + + code_plan_and_change_context = CodePlanAndChangeContext( + requirement="New requirement", + prd_filename="1.json", + design_filename="1.json", + task_filename="1.json", + ) + node = await WriteCodePlanAndChange(i_context=code_plan_and_change_context, context=context).run() assert "Development Plan" in node.instruct_content.model_dump() assert "Incremental Change" in node.instruct_content.model_dump() @@ -61,7 +84,7 @@ async def test_refine_code(mocker): user_requirement=NEW_REQUIREMENT_SAMPLE, code_plan_and_change=CODE_PLAN_AND_CHANGE_SAMPLE, design=DESIGN_SAMPLE, - task=TASKS_SAMPLE, + task=TASK_SAMPLE, code=REFINED_CODE_INPUT_SAMPLE, logs="", feedback="", @@ -70,3 +93,29 @@ async def test_refine_code(mocker): ) code = await WriteCode().write_code(prompt=prompt) assert "def" in code + + +@pytest.mark.asyncio +async def test_get_old_code(context): + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + + context.config.project_path = "old" + context.repo.old_workspace = context.repo.git_repo.workdir / "old" + await context.repo.with_src_path(context.repo.old_workspace).srcs.save( + filename="game.py", content=REFINED_CODE_INPUT_SAMPLE + ) + + code_plan_and_change_context = CodePlanAndChangeContext( + requirement="New requirement", + prd_filename="1.json", + design_filename="1.json", + task_filename="1.json", + ) + action = WriteCodePlanAndChange(context=context, i_context=code_plan_and_change_context) + + old_codes = await action.get_old_codes() + logger.info(old_codes) + + assert "def" in old_codes + assert "class" in old_codes diff --git a/tests/metagpt/actions/test_write_code_review.py b/tests/metagpt/actions/test_write_code_review.py index a08dd07bc..047d5e6ca 100644 --- a/tests/metagpt/actions/test_write_code_review.py +++ b/tests/metagpt/actions/test_write_code_review.py @@ -32,5 +32,28 @@ def add(a, b): print(f"输出内容: {captured.out}") +@pytest.mark.asyncio +async def test_write_code_review_inc(capfd, context): + context.src_workspace = context.repo.workdir / "srcs" + context.config.inc = True + code = """ + def add(a, b): + return a + + """ + code_plan_and_change = """ + def add(a, b): +- return a + ++ return a + b + """ + coding_context = CodingContext( + filename="math.py", + design_doc=Document(content="编写一个从a加b的函数，返回a+b"), + code_doc=Document(content=code), + code_plan_and_change_doc=Document(content=code_plan_and_change), + ) + + await WriteCodeReview(i_context=coding_context, context=context).run() + + if __name__ == "__main__": pytest.main([__file__, "-s"]) diff --git a/tests/metagpt/actions/test_write_prd.py b/tests/metagpt/actions/test_write_prd.py index 31d20018e..0a2739975 100644 --- a/tests/metagpt/actions/test_write_prd.py +++ b/tests/metagpt/actions/test_write_prd.py @@ -6,6 +6,9 @@ @File : test_write_prd.py @Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, replace `handle` with `run`. """ +import uuid +from pathlib import Path + import pytest from metagpt.actions import UserRequirement, WritePRD @@ -15,6 +18,7 @@ from metagpt.roles.product_manager import ProductManager from metagpt.roles.role import RoleReactMode from metagpt.schema import Message from metagpt.utils.common import any_to_str +from tests.data.incremental_dev_project.mock import NEW_REQUIREMENT_SAMPLE, PRD_SAMPLE @pytest.mark.asyncio @@ -34,5 +38,47 @@ async def test_write_prd(new_filename, context): assert product_manager.context.repo.docs.prd.changed_files +@pytest.mark.asyncio +async def test_write_prd_inc(new_filename, context): + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + + context.src_workspace = context.git_repo.workdir / "src" + await context.repo.docs.prd.save("1.txt", PRD_SAMPLE) + await context.repo.docs.save(filename=REQUIREMENT_FILENAME, content=NEW_REQUIREMENT_SAMPLE) + + action = WritePRD(context=context) + prd = await action.run(Message(content=NEW_REQUIREMENT_SAMPLE, instruct_content=None)) + logger.info(NEW_REQUIREMENT_SAMPLE) + logger.info(prd) + + # Assert the prd is not None or empty + assert prd is not None + assert prd.content != "" + assert "Refined Requirements" in prd.content + + +@pytest.mark.asyncio +async def test_fix_debug(new_filename, context): + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + + context.src_workspace = context.git_repo.workdir / context.git_repo.workdir.name + + await context.repo.with_src_path(context.src_workspace).srcs.save( + filename="main.py", content='if __name__ == "__main__":\nmain()' + ) + requirements = "Please fix the bug in the code." + await context.repo.docs.save(filename=REQUIREMENT_FILENAME, content=requirements) + action = WritePRD(context=context) + + prd = await action.run(Message(content=requirements, instruct_content=None)) + logger.info(prd) + + # Assert the prd is not None or empty + assert prd is not None + assert prd.content != "" + + if __name__ == "__main__": pytest.main([__file__, "-s"]) From ecbac6bbabc5587fdc397724290e0bb9a667b115 Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Wed, 28 Feb 2024 15:29:41 +0800 Subject: [PATCH 067/108] update prompt of ocr example --- examples/mi/ocr_receipt.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/mi/ocr_receipt.py b/examples/mi/ocr_receipt.py index ffa5cff05..f394cccec 100644 --- a/examples/mi/ocr_receipt.py +++ b/examples/mi/ocr_receipt.py @@ -6,7 +6,9 @@ async def main(): image_path = "image.jpg" language = "English" requirement = f"""This is a {language} receipt image. - Your goal is to perform OCR on images using PaddleOCR, then extract the total amount from ocr text results, and finally save as table. Image path: {image_path}. + Your goal is to perform OCR on images using PaddleOCR, output text content from the OCR results and discard + coordinates and confidence levels, then recognize the total amount from ocr text content, and finally save as table. + Image path: {image_path}. NOTE: The environments for Paddle and PaddleOCR are all ready and has been fully installed.""" mi = Interpreter() From b3515ca90b47a1752b2e9fc497b38e3f544d9308 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Wed, 28 Feb 2024 20:40:07 +0800 Subject: [PATCH 068/108] Add files via upload --- tests/metagpt/provider/test_openai.py | 50 ++++++++++++++++++++++++++- 1 file changed, 49 insertions(+), 1 deletion(-) diff --git a/tests/metagpt/provider/test_openai.py b/tests/metagpt/provider/test_openai.py index 96c08a867..1c28fbd7b 100644 --- a/tests/metagpt/provider/test_openai.py +++ b/tests/metagpt/provider/test_openai.py @@ -1,10 +1,11 @@ import pytest from openai.types.chat import ( ChatCompletion, + ChatCompletionChunk, ChatCompletionMessage, ChatCompletionMessageToolCall, ) -from openai.types.chat.chat_completion import Choice +from openai.types.chat.chat_completion import Choice, CompletionUsage from openai.types.chat.chat_completion_message_tool_call import Function from PIL import Image @@ -16,6 +17,24 @@ from tests.metagpt.provider.mock_llm_config import ( mock_llm_config, mock_llm_config_proxy, ) +from tests.metagpt.provider.req_resp_const import ( + get_openai_chat_completion, + get_openai_chat_completion_chunk, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) + +prompt_msg = "who are you" +messages = [{"role": "user", "content": prompt_msg}] +name = 'AI' +resp_cont = resp_cont_tmpl.format(name=name) +default_resp = get_openai_chat_completion(name) + +default_resp_chunk = get_openai_chat_completion_chunk(name) + +usage = CompletionUsage(completion_tokens=110, prompt_tokens=92, total_tokens=202) @pytest.mark.asyncio @@ -121,3 +140,32 @@ async def test_gen_image(): images: list[Image] = await llm.gen_image(model=model, prompt=prompt, resp_format="b64_json") assert images[0].size == (1024, 1024) + + +async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) -> ChatCompletionChunk: + if stream: + + class Iterator(object): + async def __aiter__(self): + yield default_resp_chunk + + return Iterator() + else: + return default_resp + + +@pytest.mark.asyncio +async def test_openai_acompletion(mocker): + mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create) + + llm = OpenAILLM(mock_llm_config) + + resp = await llm.acompletion(messages) + assert resp.choices[0].finish_reason == "stop" + assert resp.choices[0].message.content == resp_cont + assert resp.usage == usage + + await llm_general_chat_funcs_test(llm, prompt, messages, resp_cont) + + + From fe52bf60325498d3277b6836194a4deb1ebda06f Mon Sep 17 00:00:00 2001 From: geekan Date: Wed, 28 Feb 2024 22:59:55 +0800 Subject: [PATCH 069/108] add config in provider --- metagpt/provider/openai_api.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 90a61085f..36d6f6d77 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -99,7 +99,7 @@ class OpenAILLM(BaseLLM): "max_tokens": self._get_max_tokens(messages), "n": 1, # "stop": None, # default it's None and gpt4-v can't have this one - "temperature": 0.3, + "temperature": self.config.temperature, "model": self.model, "timeout": max(self.config.timeout, timeout), } From 10be95be1b94edd26ad599d35c1526fd76d2223d Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:14:15 +0800 Subject: [PATCH 070/108] Add files via upload --- metagpt/context.py | 21 +++++++++++++++++---- 1 file changed, 17 insertions(+), 4 deletions(-) diff --git a/metagpt/context.py b/metagpt/context.py index 3dfd52d58..0add4c71a 100644 --- a/metagpt/context.py +++ b/metagpt/context.py @@ -12,10 +12,14 @@ from typing import Any, Optional from pydantic import BaseModel, ConfigDict from metagpt.config2 import Config -from metagpt.configs.llm_config import LLMConfig +from metagpt.configs.llm_config import LLMConfig, LLMType from metagpt.provider.base_llm import BaseLLM from metagpt.provider.llm_provider_registry import create_llm_instance -from metagpt.utils.cost_manager import CostManager +from metagpt.utils.cost_manager import ( + CostManager, + FireworksCostManager, + TokenCostManager, +) from metagpt.utils.git_repository import GitRepository from metagpt.utils.project_repo import ProjectRepo @@ -80,12 +84,21 @@ class Context(BaseModel): # self._llm = None # return self._llm + def _select_costmanager(self, llm_config: LLMConfig) -> CostManager: + """Return a CostManager instance""" + if llm_config.api_type == LLMType.FIREWORKS: + return FireworksCostManager() + elif llm_config.api_type == LLMType.OPEN_LLM: + return TokenCostManager() + else: + return self.cost_manager + def llm(self) -> BaseLLM: """Return a LLM instance, fixme: support cache""" # if self._llm is None: self._llm = create_llm_instance(self.config.llm) if self._llm.cost_manager is None: - self._llm.cost_manager = self.cost_manager + self._llm.cost_manager = self._select_costmanager(self.config.llm) return self._llm def llm_with_cost_manager_from_llm_config(self, llm_config: LLMConfig) -> BaseLLM: @@ -93,5 +106,5 @@ class Context(BaseModel): # if self._llm is None: llm = create_llm_instance(llm_config) if llm.cost_manager is None: - llm.cost_manager = self.cost_manager + llm.cost_manager = self._select_costmanager(llm_config) return llm From fbd5d65e6b8282aa0a9cc2574f22f4475803548c Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:14:41 +0800 Subject: [PATCH 071/108] Add files via upload --- metagpt/configs/llm_config.py | 1 + 1 file changed, 1 insertion(+) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 36f5d7ae7..5cca669cf 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -26,6 +26,7 @@ class LLMType(Enum): OLLAMA = "ollama" QIANFAN = "qianfan" # Baidu BCE DASHSCOPE = "dashscope" # Aliyun LingJi DashScope + MOONSHOT = "moonshot" def __missing__(self, key): return self.OPENAI From 8f267b33d25a5cf0ab625195921bc90508caf831 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:15:09 +0800 Subject: [PATCH 072/108] Add files via upload --- metagpt/provider/llm_provider_registry.py | 8 +++- metagpt/provider/openai_api.py | 51 +++++++++++++---------- 2 files changed, 36 insertions(+), 23 deletions(-) diff --git a/metagpt/provider/llm_provider_registry.py b/metagpt/provider/llm_provider_registry.py index df89d36aa..d598b678e 100644 --- a/metagpt/provider/llm_provider_registry.py +++ b/metagpt/provider/llm_provider_registry.py @@ -21,11 +21,15 @@ class LLMProviderRegistry: return self.providers[enum] -def register_provider(key): +def register_provider(keys): """register provider to registry""" def decorator(cls): - LLM_REGISTRY.register(key, cls) + if isinstance(keys,list): + for key in keys: + LLM_REGISTRY.register(key, cls) + else: + LLM_REGISTRY.register(keys, cls) return cls return decorator diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 36d6f6d77..5ed7168e3 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -30,7 +30,7 @@ from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA from metagpt.provider.llm_provider_registry import register_provider from metagpt.schema import Message from metagpt.utils.common import CodeParser, decode_image -from metagpt.utils.cost_manager import CostManager +from metagpt.utils.cost_manager import CostManager, Costs, TokenCostManager from metagpt.utils.exceptions import handle_exception from metagpt.utils.token_counter import ( count_message_tokens, @@ -50,7 +50,7 @@ See FAQ 5.8 raise retry_state.outcome.exception() -@register_provider(LLMType.OPENAI) +@register_provider([LLMType.OPENAI, LLMType.FIREWORKS, LLMType.OPEN_LLM, LLMType.MOONSHOT]) class OpenAILLM(BaseLLM): """Check https://platform.openai.com/examples for examples""" @@ -84,14 +84,33 @@ class OpenAILLM(BaseLLM): return params - async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> AsyncIterator[str]: + async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> str: response: AsyncStream[ChatCompletionChunk] = await self.aclient.chat.completions.create( **self._cons_kwargs(messages, timeout=timeout), stream=True ) - + usage = None + collected_messages = [] async for chunk in response: chunk_message = chunk.choices[0].delta.content or "" if chunk.choices else "" # extract the message - yield chunk_message + finish_reason = chunk.choices[0].finish_reason if hasattr(chunk.choices[0], "finish_reason") else None + log_llm_stream(chunk_message) + collected_messages.append(chunk_message) + if finish_reason: + if hasattr(chunk, "usage"): + # Some services have usage as an attribute of the chunk, such as Fireworks + usage = CompletionUsage(**chunk.usage) + elif hasattr(chunk.choices[0], "usage"): + # The usage of some services is an attribute of chunk.choices[0], such as Moonshot + usage = CompletionUsage(**chunk.choices[0].usage) + + log_llm_stream("\n") + full_reply_content = "".join(collected_messages) + if not usage: + # Some services do not provide the usage attribute, such as OpenAI or OpenLLM + usage = self._calc_usage(messages, full_reply_content) + + self._update_costs(usage) + return full_reply_content def _cons_kwargs(self, messages: list[dict], timeout=3, **extra_kwargs) -> dict: kwargs = { @@ -99,7 +118,7 @@ class OpenAILLM(BaseLLM): "max_tokens": self._get_max_tokens(messages), "n": 1, # "stop": None, # default it's None and gpt4-v can't have this one - "temperature": self.config.temperature, + "temperature": 0.3, "model": self.model, "timeout": max(self.config.timeout, timeout), } @@ -126,18 +145,7 @@ class OpenAILLM(BaseLLM): async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: """when streaming, print each token in place.""" if stream: - resp = self._achat_completion_stream(messages, timeout=timeout) - - collected_messages = [] - async for i in resp: - log_llm_stream(i) - collected_messages.append(i) - log_llm_stream("\n") - - full_reply_content = "".join(collected_messages) - usage = self._calc_usage(messages, full_reply_content) - self._update_costs(usage) - return full_reply_content + await self._achat_completion_stream(messages, timeout=timeout) rsp = await self._achat_completion(messages, timeout=timeout) return self.get_choice_text(rsp) @@ -261,11 +269,12 @@ class OpenAILLM(BaseLLM): if not self.config.calc_usage: return usage + model = self.model if not isinstance(self.cost_manager, TokenCostManager) else "open-llm-model" 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, model) + usage.completion_tokens = count_string_tokens(rsp, model) except Exception as e: - logger.warning(f"usage calculation failed: {e}") + logger.error(f"usage calculation failed: {e}") return usage From 430fe2961758f1e68aa99978da9f4d8041fa52ea Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:15:32 +0800 Subject: [PATCH 073/108] Add files via upload --- metagpt/utils/cost_manager.py | 45 +++++++++++++++++++++++++++++++++- metagpt/utils/token_counter.py | 14 +++++++++++ 2 files changed, 58 insertions(+), 1 deletion(-) diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index efff07ae1..921fbe6cd 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -6,12 +6,14 @@ @Desc : mashenquan, 2023/8/28. Separate the `CostManager` class to support user-level cost accounting. """ +import re from typing import NamedTuple from pydantic import BaseModel from metagpt.logs import logger -from metagpt.utils.token_counter import TOKEN_COSTS +from metagpt.utils.token_counter import FIREWORKS_GRADE_TOKEN_COSTS, TOKEN_COSTS + class Costs(NamedTuple): @@ -103,3 +105,44 @@ class TokenCostManager(CostManager): self.total_prompt_tokens += prompt_tokens self.total_completion_tokens += completion_tokens logger.info(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}") + + +class FireworksCostManager(CostManager): + def model_grade_token_costs(self, model: str) -> dict[str, float]: + def _get_model_size(model: str) -> float: + size = re.findall(".*-([0-9.]+)b", model) + size = float(size[0]) if len(size) > 0 else -1 + return size + + if "mixtral-8x7b" in model: + token_costs = FIREWORKS_GRADE_TOKEN_COSTS["mixtral-8x7b"] + else: + model_size = _get_model_size(model) + if 0 < model_size <= 16: + token_costs = FIREWORKS_GRADE_TOKEN_COSTS["16"] + elif 16 < model_size <= 80: + token_costs = FIREWORKS_GRADE_TOKEN_COSTS["80"] + else: + token_costs = FIREWORKS_GRADE_TOKEN_COSTS["-1"] + return token_costs + + def update_cost(self, prompt_tokens: int, completion_tokens: int, model: str): + """ + Refs to `https://app.fireworks.ai/pricing` **Developer pricing** + Update the total cost, prompt tokens, and completion tokens. + + Args: + prompt_tokens (int): The number of tokens used in the prompt. + completion_tokens (int): The number of tokens used in the completion. + model (str): The model used for the API call. + """ + self.total_prompt_tokens += prompt_tokens + self.total_completion_tokens += completion_tokens + + token_costs = self.model_grade_token_costs(model) + cost = (prompt_tokens * token_costs["prompt"] + completion_tokens * token_costs["completion"]) / 1000000 + self.total_cost += cost + logger.info( + f"Total running cost: ${self.total_cost:.4f}" + f"Current cost: ${cost:.4f}, prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}" + ) \ No newline at end of file diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 167a1d755..9a6fddf34 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -35,6 +35,9 @@ TOKEN_COSTS = { "glm-3-turbo": {"prompt": 0.0007, "completion": 0.0007}, # 128k version, prompt + completion tokens=0.005￥/k-tokens "glm-4": {"prompt": 0.014, "completion": 0.014}, # 128k version, prompt + completion tokens=0.1￥/k-tokens "gemini-pro": {"prompt": 0.00025, "completion": 0.0005}, + "moonshot-v1-8k": {"prompt": 0.012, "completion": 0.012}, # prompt + completion tokens=0.012￥/k-tokens + "moonshot-v1-32k": {"prompt": 0.024, "completion": 0.024}, + "moonshot-v1-128k": {"prompt": 0.06, "completion": 0.06}, } @@ -120,6 +123,14 @@ DASHSCOPE_TOKEN_COSTS = { } +FIREWORKS_GRADE_TOKEN_COSTS = { + "-1": {"prompt": 0.0, "completion": 0.0}, # abnormal condition + "16": {"prompt": 0.2, "completion": 0.8}, # 16 means model size <= 16B; 0.2 means $0.2/1M tokens + "80": {"prompt": 0.7, "completion": 2.8}, # 80 means 16B < model size <= 80B + "mixtral-8x7b": {"prompt": 0.4, "completion": 1.6}, +} + + TOKEN_MAX = { "gpt-3.5-turbo": 4096, "gpt-3.5-turbo-0301": 4096, @@ -143,6 +154,9 @@ TOKEN_MAX = { "glm-3-turbo": 128000, "glm-4": 128000, "gemini-pro": 32768, + "moonshot-v1-8k": 8192, + "moonshot-v1-32k": 32768, + "moonshot-v1-128k": 128000, } From 33290121ec7446c7ccd35f64a6f8d5995ffa4ee1 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:16:14 +0800 Subject: [PATCH 074/108] Add files via upload From 4a73d714f76caf1d51a04109c17c59522bd6759c Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:19:04 +0800 Subject: [PATCH 075/108] Add files via upload --- metagpt/provider/openai_api.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 5ed7168e3..f53776adb 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -118,7 +118,7 @@ class OpenAILLM(BaseLLM): "max_tokens": self._get_max_tokens(messages), "n": 1, # "stop": None, # default it's None and gpt4-v can't have this one - "temperature": 0.3, + "temperature": self.config.temperature, "model": self.model, "timeout": max(self.config.timeout, timeout), } @@ -274,7 +274,7 @@ class OpenAILLM(BaseLLM): usage.prompt_tokens = count_message_tokens(messages, model) usage.completion_tokens = count_string_tokens(rsp, model) except Exception as e: - logger.error(f"usage calculation failed: {e}") + logger.warning(f"usage calculation failed: {e}") return usage From b5be7a28bf1be4a5009d57fe7d3deacf740f4f83 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 10:19:38 +0800 Subject: [PATCH 076/108] Add files via upload --- metagpt/provider/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/metagpt/provider/__init__.py b/metagpt/provider/__init__.py index 44e6d3f3b..38ae12f75 100644 --- a/metagpt/provider/__init__.py +++ b/metagpt/provider/__init__.py @@ -20,9 +20,7 @@ from metagpt.provider.qianfan_api import QianFanLLM from metagpt.provider.dashscope_api import DashScopeLLM __all__ = [ - "FireworksLLM", "GeminiLLM", - "OpenLLM", "OpenAILLM", "ZhiPuAILLM", "AzureOpenAILLM", From 0776dc7c45a143636324dc28cf753b20c64bac1e Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:13:40 +0800 Subject: [PATCH 077/108] Add files via upload --- tests/metagpt/provider/test_openai.py | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/tests/metagpt/provider/test_openai.py b/tests/metagpt/provider/test_openai.py index 1c28fbd7b..3ce38d2a5 100644 --- a/tests/metagpt/provider/test_openai.py +++ b/tests/metagpt/provider/test_openai.py @@ -26,13 +26,11 @@ from tests.metagpt.provider.req_resp_const import ( resp_cont_tmpl, ) -prompt_msg = "who are you" -messages = [{"role": "user", "content": prompt_msg}] -name = 'AI' +name = "AI assistant" resp_cont = resp_cont_tmpl.format(name=name) default_resp = get_openai_chat_completion(name) -default_resp_chunk = get_openai_chat_completion_chunk(name) +default_resp_chunk = get_openai_chat_completion_chunk(name, usage_as_dict=True) usage = CompletionUsage(completion_tokens=110, prompt_tokens=92, total_tokens=202) @@ -166,6 +164,3 @@ async def test_openai_acompletion(mocker): assert resp.usage == usage await llm_general_chat_funcs_test(llm, prompt, messages, resp_cont) - - - From dcd4c89cc3ed6907d12871630111a09067a94be9 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:13:59 +0800 Subject: [PATCH 078/108] Add files via upload --- metagpt/utils/cost_manager.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/metagpt/utils/cost_manager.py b/metagpt/utils/cost_manager.py index 921fbe6cd..b871cef3b 100644 --- a/metagpt/utils/cost_manager.py +++ b/metagpt/utils/cost_manager.py @@ -15,7 +15,6 @@ from metagpt.logs import logger from metagpt.utils.token_counter import FIREWORKS_GRADE_TOKEN_COSTS, TOKEN_COSTS - class Costs(NamedTuple): total_prompt_tokens: int total_completion_tokens: int @@ -145,4 +144,4 @@ class FireworksCostManager(CostManager): logger.info( f"Total running cost: ${self.total_cost:.4f}" f"Current cost: ${cost:.4f}, prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}" - ) \ No newline at end of file + ) From ae1bc78af6828948be48497146ce9e6813f8d773 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:14:20 +0800 Subject: [PATCH 079/108] Add files via upload From 4123feae78c18ea287accf7f82eeca984649feff Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:17:06 +0800 Subject: [PATCH 080/108] Delete metagpt/provider/open_llm_api.py --- metagpt/provider/open_llm_api.py | 36 -------------------------------- 1 file changed, 36 deletions(-) delete mode 100644 metagpt/provider/open_llm_api.py diff --git a/metagpt/provider/open_llm_api.py b/metagpt/provider/open_llm_api.py deleted file mode 100644 index 69371e379..000000000 --- a/metagpt/provider/open_llm_api.py +++ /dev/null @@ -1,36 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*- -# @Desc : self-host open llm model with openai-compatible interface - -from openai.types import CompletionUsage - -from metagpt.configs.llm_config import LLMConfig, 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.cost_manager import TokenCostManager -from metagpt.utils.token_counter import count_message_tokens, count_string_tokens - - -@register_provider(LLMType.OPEN_LLM) -class OpenLLM(OpenAILLM): - def __init__(self, config: LLMConfig): - super().__init__(config) - self._cost_manager = TokenCostManager() - - def _make_client_kwargs(self) -> dict: - kwargs = dict(api_key="sk-xxx", base_url=self.config.base_url) - 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 - - try: - usage.prompt_tokens = count_message_tokens(messages, "open-llm-model") - usage.completion_tokens = count_string_tokens(rsp, "open-llm-model") - except Exception as e: - logger.error(f"usage calculation failed!: {e}") - - return usage From e2cb117a4ea4d30f0171e1948f96ea2e74c9125c Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:17:18 +0800 Subject: [PATCH 081/108] Delete metagpt/provider/fireworks_api.py --- metagpt/provider/fireworks_api.py | 121 ------------------------------ 1 file changed, 121 deletions(-) delete mode 100644 metagpt/provider/fireworks_api.py diff --git a/metagpt/provider/fireworks_api.py b/metagpt/provider/fireworks_api.py deleted file mode 100644 index f356c23c4..000000000 --- a/metagpt/provider/fireworks_api.py +++ /dev/null @@ -1,121 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*- -# @Desc : fireworks.ai's api - -import re - -from openai import APIConnectionError, AsyncStream -from openai.types import CompletionUsage -from openai.types.chat import ChatCompletionChunk -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) - -from metagpt.configs.llm_config import LLMConfig, LLMType -from metagpt.logs import log_llm_stream, logger -from metagpt.provider.llm_provider_registry import register_provider -from metagpt.provider.openai_api import OpenAILLM, log_and_reraise -from metagpt.utils.cost_manager import CostManager - -MODEL_GRADE_TOKEN_COSTS = { - "-1": {"prompt": 0.0, "completion": 0.0}, # abnormal condition - "16": {"prompt": 0.2, "completion": 0.8}, # 16 means model size <= 16B; 0.2 means $0.2/1M tokens - "80": {"prompt": 0.7, "completion": 2.8}, # 80 means 16B < model size <= 80B - "mixtral-8x7b": {"prompt": 0.4, "completion": 1.6}, -} - - -class FireworksCostManager(CostManager): - def model_grade_token_costs(self, model: str) -> dict[str, float]: - def _get_model_size(model: str) -> float: - size = re.findall(".*-([0-9.]+)b", model) - size = float(size[0]) if len(size) > 0 else -1 - return size - - if "mixtral-8x7b" in model: - token_costs = MODEL_GRADE_TOKEN_COSTS["mixtral-8x7b"] - else: - model_size = _get_model_size(model) - if 0 < model_size <= 16: - token_costs = MODEL_GRADE_TOKEN_COSTS["16"] - elif 16 < model_size <= 80: - token_costs = MODEL_GRADE_TOKEN_COSTS["80"] - else: - token_costs = MODEL_GRADE_TOKEN_COSTS["-1"] - return token_costs - - def update_cost(self, prompt_tokens: int, completion_tokens: int, model: str): - """ - Refs to `https://app.fireworks.ai/pricing` **Developer pricing** - Update the total cost, prompt tokens, and completion tokens. - - Args: - prompt_tokens (int): The number of tokens used in the prompt. - completion_tokens (int): The number of tokens used in the completion. - model (str): The model used for the API call. - """ - self.total_prompt_tokens += prompt_tokens - self.total_completion_tokens += completion_tokens - - token_costs = self.model_grade_token_costs(model) - cost = (prompt_tokens * token_costs["prompt"] + completion_tokens * token_costs["completion"]) / 1000000 - self.total_cost += cost - logger.info( - f"Total running cost: ${self.total_cost:.4f}" - f"Current cost: ${cost:.4f}, prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}" - ) - - -@register_provider(LLMType.FIREWORKS) -class FireworksLLM(OpenAILLM): - def __init__(self, config: LLMConfig): - super().__init__(config=config) - self.auto_max_tokens = False - self.cost_manager = FireworksCostManager() - - def _make_client_kwargs(self) -> dict: - kwargs = dict(api_key=self.config.api_key, base_url=self.config.base_url) - return kwargs - - async def _achat_completion_stream(self, messages: list[dict], timeout=3) -> str: - response: AsyncStream[ChatCompletionChunk] = await self.aclient.chat.completions.create( - **self._cons_kwargs(messages), stream=True - ) - - collected_content = [] - usage = CompletionUsage(prompt_tokens=0, completion_tokens=0, total_tokens=0) - # iterate through the stream of events - async for chunk in response: - if chunk.choices: - choice = chunk.choices[0] - choice_delta = choice.delta - finish_reason = choice.finish_reason if hasattr(choice, "finish_reason") else None - if choice_delta.content: - collected_content.append(choice_delta.content) - log_llm_stream(choice_delta.content) - if finish_reason: - # fireworks api return usage when finish_reason is not None - usage = CompletionUsage(**chunk.usage) - log_llm_stream("\n") - - full_content = "".join(collected_content) - self._update_costs(usage) - return full_content - - @retry( - wait=wait_random_exponential(min=1, max=60), - stop=stop_after_attempt(6), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(APIConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: - """when streaming, print each token in place.""" - if stream: - return await self._achat_completion_stream(messages) - rsp = await self._achat_completion(messages) - return self.get_choice_text(rsp) From d3f07759b608529c0422f80bc71d4ec20822f9a2 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:17:38 +0800 Subject: [PATCH 082/108] Delete tests/metagpt/provider/test_open_llm_api.py --- tests/metagpt/provider/test_open_llm_api.py | 56 --------------------- 1 file changed, 56 deletions(-) delete mode 100644 tests/metagpt/provider/test_open_llm_api.py diff --git a/tests/metagpt/provider/test_open_llm_api.py b/tests/metagpt/provider/test_open_llm_api.py deleted file mode 100644 index aa38b95a6..000000000 --- a/tests/metagpt/provider/test_open_llm_api.py +++ /dev/null @@ -1,56 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*- -# @Desc : - -import pytest -from openai.types.chat.chat_completion_chunk import ChatCompletionChunk -from openai.types.completion_usage import CompletionUsage - -from metagpt.provider.open_llm_api import OpenLLM -from metagpt.utils.cost_manager import CostManager, Costs -from tests.metagpt.provider.mock_llm_config import mock_llm_config -from tests.metagpt.provider.req_resp_const import ( - get_openai_chat_completion, - get_openai_chat_completion_chunk, - llm_general_chat_funcs_test, - messages, - prompt, - resp_cont_tmpl, -) - -name = "llama2-7b" -resp_cont = resp_cont_tmpl.format(name=name) -default_resp = get_openai_chat_completion(name) - -default_resp_chunk = get_openai_chat_completion_chunk(name) - - -async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) -> ChatCompletionChunk: - if stream: - - class Iterator(object): - async def __aiter__(self): - yield default_resp_chunk - - return Iterator() - else: - return default_resp - - -@pytest.mark.asyncio -async def test_openllm_acompletion(mocker): - mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create) - - openllm_llm = OpenLLM(mock_llm_config) - openllm_llm.model = "llama-v2-13b-chat" - - openllm_llm.cost_manager = CostManager() - openllm_llm._update_costs(usage=CompletionUsage(prompt_tokens=100, completion_tokens=100, total_tokens=200)) - assert openllm_llm.get_costs() == Costs( - total_prompt_tokens=100, total_completion_tokens=100, total_cost=0, total_budget=0 - ) - - resp = await openllm_llm.acompletion(messages) - assert resp.choices[0].message.content in resp_cont - - await llm_general_chat_funcs_test(openllm_llm, prompt, messages, resp_cont) From c17cfbee44e8e8975c94ed155d376015735fe200 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:17:49 +0800 Subject: [PATCH 083/108] Delete tests/metagpt/provider/test_fireworks_llm.py --- tests/metagpt/provider/test_fireworks_llm.py | 74 -------------------- 1 file changed, 74 deletions(-) delete mode 100644 tests/metagpt/provider/test_fireworks_llm.py diff --git a/tests/metagpt/provider/test_fireworks_llm.py b/tests/metagpt/provider/test_fireworks_llm.py deleted file mode 100644 index 1c1aa9caa..000000000 --- a/tests/metagpt/provider/test_fireworks_llm.py +++ /dev/null @@ -1,74 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*- -# @Desc : the unittest of fireworks api - -import pytest -from openai.types.chat.chat_completion_chunk import ChatCompletionChunk -from openai.types.completion_usage import CompletionUsage - -from metagpt.provider.fireworks_api import ( - MODEL_GRADE_TOKEN_COSTS, - FireworksCostManager, - FireworksLLM, -) -from metagpt.utils.cost_manager import Costs -from tests.metagpt.provider.mock_llm_config import mock_llm_config -from tests.metagpt.provider.req_resp_const import ( - get_openai_chat_completion, - get_openai_chat_completion_chunk, - llm_general_chat_funcs_test, - messages, - prompt, - resp_cont_tmpl, -) - -name = "fireworks" -resp_cont = resp_cont_tmpl.format(name=name) -default_resp = get_openai_chat_completion(name) -default_resp_chunk = get_openai_chat_completion_chunk(name, usage_as_dict=True) - - -def test_fireworks_costmanager(): - cost_manager = FireworksCostManager() - assert MODEL_GRADE_TOKEN_COSTS["-1"] == cost_manager.model_grade_token_costs("test") - assert MODEL_GRADE_TOKEN_COSTS["-1"] == cost_manager.model_grade_token_costs("xxx-81b-chat") - assert MODEL_GRADE_TOKEN_COSTS["16"] == cost_manager.model_grade_token_costs("llama-v2-13b-chat") - assert MODEL_GRADE_TOKEN_COSTS["16"] == cost_manager.model_grade_token_costs("xxx-15.5b-chat") - assert MODEL_GRADE_TOKEN_COSTS["16"] == cost_manager.model_grade_token_costs("xxx-16b-chat") - assert MODEL_GRADE_TOKEN_COSTS["80"] == cost_manager.model_grade_token_costs("xxx-80b-chat") - assert MODEL_GRADE_TOKEN_COSTS["mixtral-8x7b"] == cost_manager.model_grade_token_costs("mixtral-8x7b-chat") - - cost_manager.update_cost(prompt_tokens=500000, completion_tokens=500000, model="llama-v2-13b-chat") - assert cost_manager.total_cost == 0.5 - - -async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs) -> ChatCompletionChunk: - if stream: - - class Iterator(object): - async def __aiter__(self): - yield default_resp_chunk - - return Iterator() - else: - return default_resp - - -@pytest.mark.asyncio -async def test_fireworks_acompletion(mocker): - mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create) - - fireworks_llm = FireworksLLM(mock_llm_config) - fireworks_llm.model = "llama-v2-13b-chat" - - fireworks_llm._update_costs( - usage=CompletionUsage(prompt_tokens=500000, completion_tokens=500000, total_tokens=1000000) - ) - assert fireworks_llm.get_costs() == Costs( - total_prompt_tokens=500000, total_completion_tokens=500000, total_cost=0.5, total_budget=0 - ) - - resp = await fireworks_llm.acompletion(messages) - assert resp.choices[0].message.content in resp_cont - - await llm_general_chat_funcs_test(fireworks_llm, prompt, messages, resp_cont) From be76b007b1901431773c3c0f4f492e565b69da74 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:20:09 +0800 Subject: [PATCH 084/108] Add files via upload --- metagpt/provider/llm_provider_registry.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/provider/llm_provider_registry.py b/metagpt/provider/llm_provider_registry.py index d598b678e..4fd2b1978 100644 --- a/metagpt/provider/llm_provider_registry.py +++ b/metagpt/provider/llm_provider_registry.py @@ -25,7 +25,7 @@ def register_provider(keys): """register provider to registry""" def decorator(cls): - if isinstance(keys,list): + if isinstance(keys, list): for key in keys: LLM_REGISTRY.register(key, cls) else: From 1ad134faf475d97a29b9eeafad0d55d9f1280084 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:23:06 +0800 Subject: [PATCH 085/108] Add files via upload --- metagpt/provider/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/metagpt/provider/__init__.py b/metagpt/provider/__init__.py index 38ae12f75..ed49d01c9 100644 --- a/metagpt/provider/__init__.py +++ b/metagpt/provider/__init__.py @@ -6,10 +6,8 @@ @File : __init__.py """ -from metagpt.provider.fireworks_api import FireworksLLM from metagpt.provider.google_gemini_api import GeminiLLM from metagpt.provider.ollama_api import OllamaLLM -from metagpt.provider.open_llm_api import OpenLLM from metagpt.provider.openai_api import OpenAILLM from metagpt.provider.zhipuai_api import ZhiPuAILLM from metagpt.provider.azure_openai_api import AzureOpenAILLM From 638c84a9bcb5e78ea0f2c101583b11c9e37afea7 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 11:32:13 +0800 Subject: [PATCH 086/108] Update llm_config.py --- metagpt/configs/llm_config.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 5cca669cf..4ce50c57e 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -18,8 +18,6 @@ class LLMType(Enum): ANTHROPIC = "anthropic" SPARK = "spark" ZHIPUAI = "zhipuai" - FIREWORKS = "fireworks" - OPEN_LLM = "open_llm" GEMINI = "gemini" METAGPT = "metagpt" AZURE = "azure" From 379b7f2f2c2c4f374b390bfd441ab3cae07d5e24 Mon Sep 17 00:00:00 2001 From: voidking Date: Thu, 29 Feb 2024 17:36:16 +0800 Subject: [PATCH 087/108] doc: add docker installation section and fold it --- README.md | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/README.md b/README.md index 42718129f..4e2c3280d 100644 --- a/README.md +++ b/README.md @@ -97,6 +97,45 @@ ### Usage detail installation please refer to [cli_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-stable-version) or [docker_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-with-docker) +### Docker installation +
⏬ Step 1: Download metagpt image and prepare config2.yaml :: click to expand :: +
+ +```bash +docker pull metagpt/metagpt:latest +mkdir -p /opt/metagpt/{config,workspace} +docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config2.yaml > /opt/metagpt/config/config2.yaml +vim /opt/metagpt/config/config2.yaml # Change the config +``` + +
+
+ +
⏬ Step 2: Run metagpt container :: click to expand :: +
+ +```bash +docker run --name metagpt -d \ + --privileged \ + -v /opt/metagpt/config/config2.yaml:/app/metagpt/config/config2.yaml \ + -v /opt/metagpt/workspace:/app/metagpt/workspace \ + metagpt/metagpt:latest +``` + +
+
+ +
⏬ Step 3: Use metagpt :: click to expand :: +
+ +```bash +docker exec -it metagpt /bin/bash +$ metagpt "Create a 2048 game" # this will create a repo in ./workspace +``` + +
+
+ ### QuickStart & Demo Video - Try it on [MetaGPT Huggingface Space](https://huggingface.co/spaces/deepwisdom/MetaGPT) - [Matthew Berman: How To Install MetaGPT - Build A Startup With One Prompt!!](https://youtu.be/uT75J_KG_aY) From ecba0da4936ce1ab22e682f1ef92c0fa569565e2 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 17:41:39 +0800 Subject: [PATCH 088/108] Add files via upload --- metagpt/utils/token_counter.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index 9a6fddf34..c20caa8e1 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -38,6 +38,11 @@ TOKEN_COSTS = { "moonshot-v1-8k": {"prompt": 0.012, "completion": 0.012}, # prompt + completion tokens=0.012￥/k-tokens "moonshot-v1-32k": {"prompt": 0.024, "completion": 0.024}, "moonshot-v1-128k": {"prompt": 0.06, "completion": 0.06}, + "open-mistral-7b": {"prompt": 0.00025, "completion": 0.00025}, + "open-mixtral-8x7b": {"prompt": 0.0007, "completion": 0.0007}, + "mistral-small-latest": {"prompt": 0.002, "completion": 0.006}, + "mistral-medium-latest": {"prompt": 0.0027, "completion": 0.0081}, + "mistral-large-latest": {"prompt": 0.008, "completion": 0.024}, } @@ -157,6 +162,11 @@ TOKEN_MAX = { "moonshot-v1-8k": 8192, "moonshot-v1-32k": 32768, "moonshot-v1-128k": 128000, + "open-mistral-7b": 8192, + "open-mixtral-8x7b": 32768, + "mistral-small-latest": 32768, + "mistral-medium-latest": 32768, + "mistral-large-latest": 32768, } From e52705925be6539daa9077764e0f828af0fb1205 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 17:43:34 +0800 Subject: [PATCH 089/108] Add files via upload --- metagpt/configs/llm_config.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 4ce50c57e..3f42cdc9d 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -18,6 +18,8 @@ class LLMType(Enum): ANTHROPIC = "anthropic" SPARK = "spark" ZHIPUAI = "zhipuai" + FIREWORKS = "fireworks" + OPEN_LLM = "open_llm" GEMINI = "gemini" METAGPT = "metagpt" AZURE = "azure" @@ -25,6 +27,7 @@ class LLMType(Enum): QIANFAN = "qianfan" # Baidu BCE DASHSCOPE = "dashscope" # Aliyun LingJi DashScope MOONSHOT = "moonshot" + MISTRAL = 'mistral' def __missing__(self, key): return self.OPENAI From 4b2db708fd9eb93bcec274e80f4b554b04668612 Mon Sep 17 00:00:00 2001 From: YangQianli92 <108046369+YangQianli92@users.noreply.github.com> Date: Thu, 29 Feb 2024 17:44:43 +0800 Subject: [PATCH 090/108] Update openai_api.py --- metagpt/provider/openai_api.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index f53776adb..0a423f210 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -116,7 +116,7 @@ class OpenAILLM(BaseLLM): kwargs = { "messages": messages, "max_tokens": self._get_max_tokens(messages), - "n": 1, + # "n": 1, # Some services do not provide this parameter, such as mistral # "stop": None, # default it's None and gpt4-v can't have this one "temperature": self.config.temperature, "model": self.model, From 0a01bdec6a30fa051cbe0648264b4a443d357477 Mon Sep 17 00:00:00 2001 From: yzlin Date: Fri, 1 Mar 2024 18:33:49 +0800 Subject: [PATCH 091/108] rename interpreter --- README.md | 4 +++- examples/di/README.md | 18 ++++++++++++++++++ examples/{mi => di}/crawl_webpage.py | 6 +++--- examples/{mi => di}/data_visualization.py | 6 +++--- examples/{mi => di}/email_summary.py | 6 +++--- examples/{mi => di}/imitate_webpage.py | 6 +++--- examples/{mi => di}/machine_learning.py | 6 +++--- examples/{mi => di}/ml_engineer_with_tools.py | 2 +- examples/{mi => di}/ocr_receipt.py | 6 +++--- examples/{mi => di}/rm_image_background.py | 6 +++--- examples/{mi => di}/sd_tool_usage.py | 6 +++--- examples/{mi => di}/solve_math_problems.py | 6 +++--- examples/mi/README.md | 18 ------------------ metagpt/actions/__init__.py | 6 +++--- metagpt/actions/{mi => di}/__init__.py | 0 metagpt/actions/{mi => di}/ask_review.py | 0 metagpt/actions/{mi => di}/debug_code.py | 2 +- metagpt/actions/{mi => di}/execute_nb_code.py | 0 metagpt/actions/{mi => di}/ml_action.py | 6 +++--- .../actions/{mi => di}/write_analysis_code.py | 2 +- metagpt/actions/{mi => di}/write_plan.py | 2 +- metagpt/prompts/{mi => di}/__init__.py | 0 metagpt/prompts/{mi => di}/ml_action.py | 0 .../prompts/{mi => di}/write_analysis_code.py | 0 metagpt/roles/{mi => di}/__init__.py | 0 .../interpreter.py => di/data_interpreter.py} | 12 ++++++------ metagpt/roles/{mi => di}/ml_engineer.py | 10 +++++----- metagpt/strategy/planner.py | 4 ++-- metagpt/strategy/solver.py | 4 ++-- setup.py | 2 +- .../actions/{mi => di}/test_ask_review.py | 2 +- .../actions/{mi => di}/test_debug_code.py | 2 +- .../actions/{mi => di}/test_execute_nb_code.py | 2 +- .../actions/{mi => di}/test_ml_action.py | 2 +- .../{mi => di}/test_write_analysis_code.py | 4 ++-- .../actions/{mi => di}/test_write_plan.py | 2 +- .../test_data_interpreter.py} | 10 +++++----- .../roles/{mi => di}/test_ml_engineer.py | 6 +++--- tests/metagpt/utils/test_save_code.py | 2 +- 39 files changed, 90 insertions(+), 88 deletions(-) create mode 100644 examples/di/README.md rename examples/{mi => di}/crawl_webpage.py (78%) rename examples/{mi => di}/data_visualization.py (59%) rename examples/{mi => di}/email_summary.py (90%) rename examples/{mi => di}/imitate_webpage.py (81%) rename examples/{mi => di}/machine_learning.py (67%) rename examples/{mi => di}/ml_engineer_with_tools.py (94%) rename examples/{mi => di}/ocr_receipt.py (84%) rename examples/{mi => di}/rm_image_background.py (75%) rename examples/{mi => di}/sd_tool_usage.py (73%) rename examples/{mi => di}/solve_math_problems.py (70%) delete mode 100644 examples/mi/README.md rename metagpt/actions/{mi => di}/__init__.py (100%) rename metagpt/actions/{mi => di}/ask_review.py (100%) rename metagpt/actions/{mi => di}/debug_code.py (98%) rename metagpt/actions/{mi => di}/execute_nb_code.py (100%) rename metagpt/actions/{mi => di}/ml_action.py (93%) rename metagpt/actions/{mi => di}/write_analysis_code.py (99%) rename metagpt/actions/{mi => di}/write_plan.py (98%) rename metagpt/prompts/{mi => di}/__init__.py (100%) rename metagpt/prompts/{mi => di}/ml_action.py (100%) rename metagpt/prompts/{mi => di}/write_analysis_code.py (100%) rename metagpt/roles/{mi => di}/__init__.py (100%) rename metagpt/roles/{mi/interpreter.py => di/data_interpreter.py} (91%) rename metagpt/roles/{mi => di}/ml_engineer.py (89%) rename tests/metagpt/actions/{mi => di}/test_ask_review.py (84%) rename tests/metagpt/actions/{mi => di}/test_debug_code.py (96%) rename tests/metagpt/actions/{mi => di}/test_execute_nb_code.py (98%) rename tests/metagpt/actions/{mi => di}/test_ml_action.py (95%) rename tests/metagpt/actions/{mi => di}/test_write_analysis_code.py (99%) rename tests/metagpt/actions/{mi => di}/test_write_plan.py (95%) rename tests/metagpt/roles/{mi/test_interpreter.py => di/test_data_interpreter.py} (65%) rename tests/metagpt/roles/{mi => di}/test_ml_engineer.py (94%) diff --git a/README.md b/README.md index 4e2c3280d..72ce03412 100644 --- a/README.md +++ b/README.md @@ -26,7 +26,9 @@ # MetaGPT: The Multi-Agent Framework

## News -🚀 Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced [Interpreter](https://github.com/geekan/MetaGPT/blob/main/examples/mi/README.md), a powerful agent capable of solving a wide range of real-world problems. +🚀 March. 01, 2024: Our Data Interpreter paper is on arxiv. Find all design and benchmark details [here](https://arxiv.org/abs/2402.18679)! + +🚀 Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced [Data Interpreter](https://github.com/geekan/MetaGPT/blob/main/examples/di/README.md), a powerful agent capable of solving a wide range of real-world problems. 🚀 Jan. 16, 2024: Our paper [MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework ](https://arxiv.org/abs/2308.00352) accepted for oral presentation **(top 1.2%)** at ICLR 2024, **ranking #1** in the LLM-based Agent category. diff --git a/examples/di/README.md b/examples/di/README.md new file mode 100644 index 000000000..fb4e8044b --- /dev/null +++ b/examples/di/README.md @@ -0,0 +1,18 @@ +# Data Interpreter (DI) + +## What is Data Interpreter +Data Interpreter is an agent who solves problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. + +## Example List +- Data visualization +- Machine learning modeling +- Image background removal +- Solve math problems +- Receipt OCR +- Tool usage: web page imitation +- Tool usage: web crawling +- Tool usage: text2image +- Tool usage: email summarization and response +- More on the way! + +Please see [here](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/intro.html) for detailed explanation. \ No newline at end of file diff --git a/examples/mi/crawl_webpage.py b/examples/di/crawl_webpage.py similarity index 78% rename from examples/mi/crawl_webpage.py rename to examples/di/crawl_webpage.py index b5d2fb3d0..f06b85d9b 100644 --- a/examples/mi/crawl_webpage.py +++ b/examples/di/crawl_webpage.py @@ -5,15 +5,15 @@ @File : crawl_webpage.py """ -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(): prompt = """Get data from `paperlist` table in https://papercopilot.com/statistics/iclr-statistics/iclr-2024-statistics/, and save it to a csv file. paper title must include `multiagent` or `large language model`. *notice: print key variables*""" - mi = Interpreter(use_tools=True) + di = DataInterpreter(use_tools=True) - await mi.run(prompt) + await di.run(prompt) if __name__ == "__main__": diff --git a/examples/mi/data_visualization.py b/examples/di/data_visualization.py similarity index 59% rename from examples/mi/data_visualization.py rename to examples/di/data_visualization.py index 2e4acc9b4..9af72dc42 100644 --- a/examples/mi/data_visualization.py +++ b/examples/di/data_visualization.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(requirement: str = ""): - mi = Interpreter(use_tools=False) - await mi.run(requirement) + di = DataInterpreter(use_tools=False) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/email_summary.py b/examples/di/email_summary.py similarity index 90% rename from examples/mi/email_summary.py rename to examples/di/email_summary.py index e1511c5b0..af081fee2 100644 --- a/examples/mi/email_summary.py +++ b/examples/di/email_summary.py @@ -6,7 +6,7 @@ """ import os -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(): @@ -22,9 +22,9 @@ async def main(): Firstly, Please help me fetch the latest 5 senders and full letter contents. Then, summarize each of the 5 emails into one sentence (you can do this by yourself, no need to import other models to do this) and output them in a markdown format.""" - mi = Interpreter(use_tools=True) + di = DataInterpreter(use_tools=True) - await mi.run(prompt) + await di.run(prompt) if __name__ == "__main__": diff --git a/examples/mi/imitate_webpage.py b/examples/di/imitate_webpage.py similarity index 81% rename from examples/mi/imitate_webpage.py rename to examples/di/imitate_webpage.py index 0e9ca731d..e2c99b874 100644 --- a/examples/mi/imitate_webpage.py +++ b/examples/di/imitate_webpage.py @@ -5,7 +5,7 @@ @Author : mannaandpoem @File : imitate_webpage.py """ -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(): @@ -15,9 +15,9 @@ Firstly, utilize Selenium and WebDriver for rendering. Secondly, convert image to a webpage including HTML, CSS and JS in one go. Finally, save webpage in a text file. Note: All required dependencies and environments have been fully installed and configured.""" - mi = Interpreter(use_tools=True) + di = DataInterpreter(use_tools=True) - await mi.run(prompt) + await di.run(prompt) if __name__ == "__main__": diff --git a/examples/mi/machine_learning.py b/examples/di/machine_learning.py similarity index 67% rename from examples/mi/machine_learning.py rename to examples/di/machine_learning.py index a8ab5051e..a58735831 100644 --- a/examples/mi/machine_learning.py +++ b/examples/di/machine_learning.py @@ -1,12 +1,12 @@ import fire -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(auto_run: bool = True): requirement = "Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy." - mi = Interpreter(auto_run=auto_run) - await mi.run(requirement) + di = DataInterpreter(auto_run=auto_run) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/ml_engineer_with_tools.py b/examples/di/ml_engineer_with_tools.py similarity index 94% rename from examples/mi/ml_engineer_with_tools.py rename to examples/di/ml_engineer_with_tools.py index 9d0e7f951..6119ad843 100644 --- a/examples/mi/ml_engineer_with_tools.py +++ b/examples/di/ml_engineer_with_tools.py @@ -1,6 +1,6 @@ import asyncio -from metagpt.roles.mi.ml_engineer import MLEngineer +from metagpt.roles.di.ml_engineer import MLEngineer async def main(requirement: str): diff --git a/examples/mi/ocr_receipt.py b/examples/di/ocr_receipt.py similarity index 84% rename from examples/mi/ocr_receipt.py rename to examples/di/ocr_receipt.py index f394cccec..af54d519b 100644 --- a/examples/mi/ocr_receipt.py +++ b/examples/di/ocr_receipt.py @@ -1,4 +1,4 @@ -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(): @@ -10,9 +10,9 @@ async def main(): coordinates and confidence levels, then recognize the total amount from ocr text content, and finally save as table. Image path: {image_path}. NOTE: The environments for Paddle and PaddleOCR are all ready and has been fully installed.""" - mi = Interpreter() + di = DataInterpreter() - await mi.run(requirement) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/rm_image_background.py b/examples/di/rm_image_background.py similarity index 75% rename from examples/mi/rm_image_background.py rename to examples/di/rm_image_background.py index 57e89b103..b74a79eeb 100644 --- a/examples/mi/rm_image_background.py +++ b/examples/di/rm_image_background.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(requirement: str = ""): - mi = Interpreter(use_tools=False) - await mi.run(requirement) + di = DataInterpreter(use_tools=False) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/sd_tool_usage.py b/examples/di/sd_tool_usage.py similarity index 73% rename from examples/mi/sd_tool_usage.py rename to examples/di/sd_tool_usage.py index f8507a411..69c7df5bd 100644 --- a/examples/mi/sd_tool_usage.py +++ b/examples/di/sd_tool_usage.py @@ -4,12 +4,12 @@ # @Desc : import asyncio -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(requirement: str = ""): - mi = Interpreter(use_tools=True, goal=requirement) - await mi.run(requirement) + di = DataInterpreter(use_tools=True, goal=requirement) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/solve_math_problems.py b/examples/di/solve_math_problems.py similarity index 70% rename from examples/mi/solve_math_problems.py rename to examples/di/solve_math_problems.py index dce2edb00..35a69c953 100644 --- a/examples/mi/solve_math_problems.py +++ b/examples/di/solve_math_problems.py @@ -1,11 +1,11 @@ import asyncio -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter async def main(requirement: str = ""): - mi = Interpreter(use_tools=False) - await mi.run(requirement) + di = DataInterpreter(use_tools=False) + await di.run(requirement) if __name__ == "__main__": diff --git a/examples/mi/README.md b/examples/mi/README.md deleted file mode 100644 index 1734ba388..000000000 --- a/examples/mi/README.md +++ /dev/null @@ -1,18 +0,0 @@ -# MetaGPT Interpreter (MI) - -## What is Interpreter -Interpreter is an agent who solves problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. - -## Example List -- Data visualization -- Machine learning modeling -- Image background removal -- Solve math problems -- Receipt OCR -- Tool usage: web page imitation -- Tool usage: web crawling -- Tool usage: text2image -- Tool usage: email summarization and response -- More on the way! - -Please see [here](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/mi_intro.html) for detailed explanation. \ No newline at end of file diff --git a/metagpt/actions/__init__.py b/metagpt/actions/__init__.py index 19a7c10d5..29af1dad1 100644 --- a/metagpt/actions/__init__.py +++ b/metagpt/actions/__init__.py @@ -22,9 +22,9 @@ from metagpt.actions.write_code_review import WriteCodeReview from metagpt.actions.write_prd import WritePRD from metagpt.actions.write_prd_review import WritePRDReview from metagpt.actions.write_test import WriteTest -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode -from metagpt.actions.mi.write_analysis_code import WriteCodeWithoutTools, WriteCodeWithTools -from metagpt.actions.mi.write_plan import WritePlan +from metagpt.actions.di.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.write_analysis_code import WriteCodeWithoutTools, WriteCodeWithTools +from metagpt.actions.di.write_plan import WritePlan class ActionType(Enum): diff --git a/metagpt/actions/mi/__init__.py b/metagpt/actions/di/__init__.py similarity index 100% rename from metagpt/actions/mi/__init__.py rename to metagpt/actions/di/__init__.py diff --git a/metagpt/actions/mi/ask_review.py b/metagpt/actions/di/ask_review.py similarity index 100% rename from metagpt/actions/mi/ask_review.py rename to metagpt/actions/di/ask_review.py diff --git a/metagpt/actions/mi/debug_code.py b/metagpt/actions/di/debug_code.py similarity index 98% rename from metagpt/actions/mi/debug_code.py rename to metagpt/actions/di/debug_code.py index db3b7a9db..f589436f5 100644 --- a/metagpt/actions/mi/debug_code.py +++ b/metagpt/actions/di/debug_code.py @@ -1,6 +1,6 @@ from __future__ import annotations -from metagpt.actions.mi.write_analysis_code import BaseWriteAnalysisCode +from metagpt.actions.di.write_analysis_code import BaseWriteAnalysisCode from metagpt.logs import logger from metagpt.schema import Message from metagpt.utils.common import create_func_call_config diff --git a/metagpt/actions/mi/execute_nb_code.py b/metagpt/actions/di/execute_nb_code.py similarity index 100% rename from metagpt/actions/mi/execute_nb_code.py rename to metagpt/actions/di/execute_nb_code.py diff --git a/metagpt/actions/mi/ml_action.py b/metagpt/actions/di/ml_action.py similarity index 93% rename from metagpt/actions/mi/ml_action.py rename to metagpt/actions/di/ml_action.py index 60b2fb547..d49b7b67d 100644 --- a/metagpt/actions/mi/ml_action.py +++ b/metagpt/actions/di/ml_action.py @@ -3,14 +3,14 @@ from __future__ import annotations from typing import Tuple from metagpt.actions import Action -from metagpt.actions.mi.write_analysis_code import WriteCodeWithTools -from metagpt.prompts.mi.ml_action import ( +from metagpt.actions.di.write_analysis_code import WriteCodeWithTools +from metagpt.prompts.di.ml_action import ( ML_GENERATE_CODE_PROMPT, ML_TOOL_USAGE_PROMPT, PRINT_DATA_COLUMNS, UPDATE_DATA_COLUMNS, ) -from metagpt.prompts.mi.write_analysis_code import CODE_GENERATOR_WITH_TOOLS +from metagpt.prompts.di.write_analysis_code import CODE_GENERATOR_WITH_TOOLS from metagpt.schema import Message, Plan from metagpt.utils.common import create_func_call_config, remove_comments diff --git a/metagpt/actions/mi/write_analysis_code.py b/metagpt/actions/di/write_analysis_code.py similarity index 99% rename from metagpt/actions/mi/write_analysis_code.py rename to metagpt/actions/di/write_analysis_code.py index b3d0632b6..0c4980c2b 100644 --- a/metagpt/actions/mi/write_analysis_code.py +++ b/metagpt/actions/di/write_analysis_code.py @@ -10,7 +10,7 @@ from typing import Tuple from metagpt.actions import Action from metagpt.logs import logger -from metagpt.prompts.mi.write_analysis_code import ( +from metagpt.prompts.di.write_analysis_code import ( CODE_GENERATOR_WITH_TOOLS, SELECT_FUNCTION_TOOLS, TOOL_RECOMMENDATION_PROMPT, diff --git a/metagpt/actions/mi/write_plan.py b/metagpt/actions/di/write_plan.py similarity index 98% rename from metagpt/actions/mi/write_plan.py rename to metagpt/actions/di/write_plan.py index 8067d7b87..518dfb6c6 100644 --- a/metagpt/actions/mi/write_plan.py +++ b/metagpt/actions/di/write_plan.py @@ -12,7 +12,7 @@ from typing import Tuple from metagpt.actions import Action from metagpt.logs import logger -from metagpt.prompts.mi.write_analysis_code import ( +from metagpt.prompts.di.write_analysis_code import ( ASSIGN_TASK_TYPE_CONFIG, ASSIGN_TASK_TYPE_PROMPT, ) diff --git a/metagpt/prompts/mi/__init__.py b/metagpt/prompts/di/__init__.py similarity index 100% rename from metagpt/prompts/mi/__init__.py rename to metagpt/prompts/di/__init__.py diff --git a/metagpt/prompts/mi/ml_action.py b/metagpt/prompts/di/ml_action.py similarity index 100% rename from metagpt/prompts/mi/ml_action.py rename to metagpt/prompts/di/ml_action.py diff --git a/metagpt/prompts/mi/write_analysis_code.py b/metagpt/prompts/di/write_analysis_code.py similarity index 100% rename from metagpt/prompts/mi/write_analysis_code.py rename to metagpt/prompts/di/write_analysis_code.py diff --git a/metagpt/roles/mi/__init__.py b/metagpt/roles/di/__init__.py similarity index 100% rename from metagpt/roles/mi/__init__.py rename to metagpt/roles/di/__init__.py diff --git a/metagpt/roles/mi/interpreter.py b/metagpt/roles/di/data_interpreter.py similarity index 91% rename from metagpt/roles/mi/interpreter.py rename to metagpt/roles/di/data_interpreter.py index fa50098e9..b3a2e789f 100644 --- a/metagpt/roles/mi/interpreter.py +++ b/metagpt/roles/di/data_interpreter.py @@ -2,9 +2,9 @@ from __future__ import annotations from pydantic import Field -from metagpt.actions.mi.ask_review import ReviewConst -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode -from metagpt.actions.mi.write_analysis_code import ( +from metagpt.actions.di.ask_review import ReviewConst +from metagpt.actions.di.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.write_analysis_code import ( WriteCodeWithoutTools, WriteCodeWithTools, ) @@ -13,9 +13,9 @@ from metagpt.roles import Role from metagpt.schema import Message, Task, TaskResult -class Interpreter(Role): - name: str = "Ivy" - profile: str = "Interpreter" +class DataInterpreter(Role): + name: str = "David" + profile: str = "DataInterpreter" auto_run: bool = True use_tools: bool = False execute_code: ExecuteNbCode = Field(default_factory=ExecuteNbCode, exclude=True) diff --git a/metagpt/roles/mi/ml_engineer.py b/metagpt/roles/di/ml_engineer.py similarity index 89% rename from metagpt/roles/mi/ml_engineer.py rename to metagpt/roles/di/ml_engineer.py index 78d605d3e..b33b166cf 100644 --- a/metagpt/roles/mi/ml_engineer.py +++ b/metagpt/roles/di/ml_engineer.py @@ -1,13 +1,13 @@ -from metagpt.actions.mi.debug_code import DebugCode -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode -from metagpt.actions.mi.ml_action import UpdateDataColumns, WriteCodeWithToolsML +from metagpt.actions.di.debug_code import DebugCode +from metagpt.actions.di.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.ml_action import UpdateDataColumns, WriteCodeWithToolsML from metagpt.logs import logger -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter from metagpt.tools.tool_type import ToolType from metagpt.utils.common import any_to_str -class MLEngineer(Interpreter): +class MLEngineer(DataInterpreter): name: str = "Mark" profile: str = "MLEngineer" debug_context: list = [] diff --git a/metagpt/strategy/planner.py b/metagpt/strategy/planner.py index 99d16f78b..44294be00 100644 --- a/metagpt/strategy/planner.py +++ b/metagpt/strategy/planner.py @@ -4,8 +4,8 @@ import json from pydantic import BaseModel, Field -from metagpt.actions.mi.ask_review import AskReview, ReviewConst -from metagpt.actions.mi.write_plan import ( +from metagpt.actions.di.ask_review import AskReview, ReviewConst +from metagpt.actions.di.write_plan import ( WritePlan, precheck_update_plan_from_rsp, update_plan_from_rsp, diff --git a/metagpt/strategy/solver.py b/metagpt/strategy/solver.py index ab16d82bd..e532f736b 100644 --- a/metagpt/strategy/solver.py +++ b/metagpt/strategy/solver.py @@ -49,8 +49,8 @@ class TOTSolver(BaseSolver): raise NotImplementedError -class InterpreterSolver(BaseSolver): - """InterpreterSolver: Write&Run code in the graph""" +class DataInterpreterSolver(BaseSolver): + """DataInterpreterSolver: Write&Run code in the graph""" async def solve(self): raise NotImplementedError diff --git a/setup.py b/setup.py index ed3d5f78f..2044e577a 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ extras_require["dev"] = (["pylint~=3.0.3", "black~=23.3.0", "isort~=5.12.0", "pr setup( name="metagpt", - version="0.7.2", + version="0.7.4", description="The Multi-Agent Framework", long_description=long_description, long_description_content_type="text/markdown", diff --git a/tests/metagpt/actions/mi/test_ask_review.py b/tests/metagpt/actions/di/test_ask_review.py similarity index 84% rename from tests/metagpt/actions/mi/test_ask_review.py rename to tests/metagpt/actions/di/test_ask_review.py index 92e8bd046..6bb1accf5 100644 --- a/tests/metagpt/actions/mi/test_ask_review.py +++ b/tests/metagpt/actions/di/test_ask_review.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.mi.ask_review import AskReview +from metagpt.actions.di.ask_review import AskReview @pytest.mark.asyncio diff --git a/tests/metagpt/actions/mi/test_debug_code.py b/tests/metagpt/actions/di/test_debug_code.py similarity index 96% rename from tests/metagpt/actions/mi/test_debug_code.py rename to tests/metagpt/actions/di/test_debug_code.py index 24cfcef10..67f72ad63 100644 --- a/tests/metagpt/actions/mi/test_debug_code.py +++ b/tests/metagpt/actions/di/test_debug_code.py @@ -5,7 +5,7 @@ import pytest -from metagpt.actions.mi.debug_code import DebugCode +from metagpt.actions.di.debug_code import DebugCode from metagpt.schema import Message ErrorStr = """Tested passed: diff --git a/tests/metagpt/actions/mi/test_execute_nb_code.py b/tests/metagpt/actions/di/test_execute_nb_code.py similarity index 98% rename from tests/metagpt/actions/mi/test_execute_nb_code.py rename to tests/metagpt/actions/di/test_execute_nb_code.py index 59a814054..b491dd212 100644 --- a/tests/metagpt/actions/mi/test_execute_nb_code.py +++ b/tests/metagpt/actions/di/test_execute_nb_code.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode, truncate +from metagpt.actions.di.execute_nb_code import ExecuteNbCode, truncate @pytest.mark.asyncio diff --git a/tests/metagpt/actions/mi/test_ml_action.py b/tests/metagpt/actions/di/test_ml_action.py similarity index 95% rename from tests/metagpt/actions/mi/test_ml_action.py rename to tests/metagpt/actions/di/test_ml_action.py index 27d47b0e3..826a7fcf2 100644 --- a/tests/metagpt/actions/mi/test_ml_action.py +++ b/tests/metagpt/actions/di/test_ml_action.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.mi.ml_action import WriteCodeWithToolsML +from metagpt.actions.di.ml_action import WriteCodeWithToolsML from metagpt.schema import Plan, Task diff --git a/tests/metagpt/actions/mi/test_write_analysis_code.py b/tests/metagpt/actions/di/test_write_analysis_code.py similarity index 99% rename from tests/metagpt/actions/mi/test_write_analysis_code.py rename to tests/metagpt/actions/di/test_write_analysis_code.py index 6c2228222..d6bbae1c6 100644 --- a/tests/metagpt/actions/mi/test_write_analysis_code.py +++ b/tests/metagpt/actions/di/test_write_analysis_code.py @@ -2,8 +2,8 @@ import asyncio import pytest -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode -from metagpt.actions.mi.write_analysis_code import ( +from metagpt.actions.di.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.write_analysis_code import ( WriteCodeWithoutTools, WriteCodeWithTools, ) diff --git a/tests/metagpt/actions/mi/test_write_plan.py b/tests/metagpt/actions/di/test_write_plan.py similarity index 95% rename from tests/metagpt/actions/mi/test_write_plan.py rename to tests/metagpt/actions/di/test_write_plan.py index 97632ea44..80b3399b8 100644 --- a/tests/metagpt/actions/mi/test_write_plan.py +++ b/tests/metagpt/actions/di/test_write_plan.py @@ -1,6 +1,6 @@ import pytest -from metagpt.actions.mi.write_plan import ( +from metagpt.actions.di.write_plan import ( Plan, Task, WritePlan, diff --git a/tests/metagpt/roles/mi/test_interpreter.py b/tests/metagpt/roles/di/test_data_interpreter.py similarity index 65% rename from tests/metagpt/roles/mi/test_interpreter.py rename to tests/metagpt/roles/di/test_data_interpreter.py index 3bae4a1ac..ba50f473b 100644 --- a/tests/metagpt/roles/mi/test_interpreter.py +++ b/tests/metagpt/roles/di/test_data_interpreter.py @@ -1,23 +1,23 @@ import pytest from metagpt.logs import logger -from metagpt.roles.mi.interpreter import Interpreter +from metagpt.roles.di.data_interpreter import DataInterpreter @pytest.mark.asyncio @pytest.mark.parametrize("auto_run", [(True), (False)]) async def test_interpreter(mocker, auto_run): - mocker.patch("metagpt.actions.mi.execute_nb_code.ExecuteNbCode.run", return_value=("a successful run", True)) + mocker.patch("metagpt.actions.di.execute_nb_code.ExecuteNbCode.run", return_value=("a successful run", True)) mocker.patch("builtins.input", return_value="confirm") requirement = "Run data analysis on sklearn Iris dataset, include a plot" tools = [] - mi = Interpreter(auto_run=auto_run, use_tools=True, tools=tools) - rsp = await mi.run(requirement) + di = DataInterpreter(auto_run=auto_run, use_tools=True, tools=tools) + rsp = await di.run(requirement) logger.info(rsp) assert len(rsp.content) > 0 - finished_tasks = mi.planner.plan.get_finished_tasks() + finished_tasks = di.planner.plan.get_finished_tasks() assert len(finished_tasks) > 0 assert len(finished_tasks[0].code) > 0 # check one task to see if code is recorded diff --git a/tests/metagpt/roles/mi/test_ml_engineer.py b/tests/metagpt/roles/di/test_ml_engineer.py similarity index 94% rename from tests/metagpt/roles/mi/test_ml_engineer.py rename to tests/metagpt/roles/di/test_ml_engineer.py index 921ac8822..08b92cd27 100644 --- a/tests/metagpt/roles/mi/test_ml_engineer.py +++ b/tests/metagpt/roles/di/test_ml_engineer.py @@ -1,11 +1,11 @@ import pytest -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.execute_nb_code import ExecuteNbCode from metagpt.logs import logger -from metagpt.roles.mi.ml_engineer import MLEngineer +from metagpt.roles.di.ml_engineer import MLEngineer from metagpt.schema import Message, Plan, Task from metagpt.tools.tool_type import ToolType -from tests.metagpt.actions.mi.test_debug_code import CODE, DebugContext, ErrorStr +from tests.metagpt.actions.di.test_debug_code import CODE, DebugContext, ErrorStr def test_mle_init(): diff --git a/tests/metagpt/utils/test_save_code.py b/tests/metagpt/utils/test_save_code.py index 9df2650f3..aceecec3b 100644 --- a/tests/metagpt/utils/test_save_code.py +++ b/tests/metagpt/utils/test_save_code.py @@ -6,7 +6,7 @@ import nbformat import pytest -from metagpt.actions.mi.execute_nb_code import ExecuteNbCode +from metagpt.actions.di.execute_nb_code import ExecuteNbCode from metagpt.utils.common import read_json_file from metagpt.utils.save_code import DATA_PATH, save_code_file From 1c7f63857f70b490927642d4e32f4844a207183f Mon Sep 17 00:00:00 2001 From: mannaandpoem <1580466765@qq.com> Date: Sat, 2 Mar 2024 21:10:45 +0800 Subject: [PATCH 092/108] 1. Refactor code to centralize unittest directory pattern using a fixture in conftest.py 2. Setup incremental workdir for testing in test_write_code.py --- metagpt/utils/project_repo.py | 2 +- tests/conftest.py | 9 +++++ tests/metagpt/actions/test_summarize_code.py | 7 +--- tests/metagpt/actions/test_write_code.py | 24 +++++++------ .../test_write_code_plan_and_change_an.py | 34 ++++++------------- tests/metagpt/actions/test_write_prd.py | 15 +++----- 6 files changed, 40 insertions(+), 51 deletions(-) diff --git a/metagpt/utils/project_repo.py b/metagpt/utils/project_repo.py index c7ddffb71..e2c7bb0e2 100644 --- a/metagpt/utils/project_repo.py +++ b/metagpt/utils/project_repo.py @@ -133,7 +133,7 @@ class ProjectRepo(FileRepository): code_files = self.with_src_path(path=git_workdir / git_workdir.name).srcs.all_files if not code_files: return False - return True + return bool(code_files) def with_src_path(self, path: str | Path) -> ProjectRepo: try: diff --git a/tests/conftest.py b/tests/conftest.py index f2379a833..efd782417 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -12,6 +12,7 @@ import logging import os import re import uuid +from pathlib import Path from typing import Callable import aiohttp.web @@ -270,3 +271,11 @@ def mermaid_mocker(aiohttp_mocker, mermaid_rsp_cache): aiohttp_mocker.rsp_cache = mermaid_rsp_cache aiohttp_mocker.check_funcs = check_funcs yield check_funcs + + +@pytest.fixture +def git_dir(): + """Fixture to get the unittest directory.""" + git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" + git_dir.mkdir(parents=True, exist_ok=True) + return git_dir diff --git a/tests/metagpt/actions/test_summarize_code.py b/tests/metagpt/actions/test_summarize_code.py index 3cfe7ca81..5e3057dee 100644 --- a/tests/metagpt/actions/test_summarize_code.py +++ b/tests/metagpt/actions/test_summarize_code.py @@ -6,8 +6,6 @@ @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 @@ -178,10 +176,7 @@ class Snake: @pytest.mark.skip @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) - +async def test_summarize_code(context, git_dir): 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) diff --git a/tests/metagpt/actions/test_write_code.py b/tests/metagpt/actions/test_write_code.py index b5b6e4c52..1709e1f5b 100644 --- a/tests/metagpt/actions/test_write_code.py +++ b/tests/metagpt/actions/test_write_code.py @@ -7,7 +7,6 @@ @Modifiled By: mashenquan, 2023-12-6. According to RFC 135 """ import json -import uuid from pathlib import Path import pytest @@ -25,6 +24,17 @@ from tests.data.incremental_dev_project.mock import ( from tests.metagpt.actions.mock_markdown import TASKS_2, WRITE_CODE_PROMPT_SAMPLE +def setup_inc_workdir(context, inc: bool = False): + """setup incremental workdir for testing""" + context.src_workspace = context.git_repo.workdir / "src" + if inc: + context.config.inc = inc + context.repo.old_workspace = context.repo.git_repo.workdir / "old" + context.config.project_path = "old" + + return context + + @pytest.mark.asyncio async def test_write_code(context): # Prerequisites @@ -89,13 +99,9 @@ async def test_write_code_deps(context): @pytest.mark.asyncio -async def test_write_refined_code(context): +async def test_write_refined_code(context, git_dir): # Prerequisites - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) - context.config.inc = True - - context.src_workspace = context.git_repo.workdir / "src" + context = setup_inc_workdir(context, inc=True) await context.repo.docs.system_design.save(filename="1.json", content=json.dumps(REFINED_DESIGN_JSON)) await context.repo.docs.task.save(filename="1.json", content=json.dumps(REFINED_TASK_JSON)) await context.repo.docs.code_plan_and_change.save( @@ -103,7 +109,6 @@ async def test_write_refined_code(context): ) # old_workspace contains the legacy code - context.repo.old_workspace = context.repo.git_repo.workdir / "old" await context.repo.with_src_path(context.repo.old_workspace).srcs.save( filename="game.py", content=CodeParser.parse_code(block="", text=REFINED_CODE_INPUT_SAMPLE) ) @@ -126,8 +131,7 @@ async def test_write_refined_code(context): @pytest.mark.asyncio async def test_get_codes(context): # Prerequisites - context.src_workspace = context.git_repo.workdir / "src" - context.repo.old_workspace = context.repo.git_repo.workdir / "old" + context = setup_inc_workdir(context, inc=True) for filename in ["game.py", "ui.py"]: await context.repo.with_src_path(context.src_workspace).srcs.save( filename=filename, content=f"# {filename}\nnew code ..." diff --git a/tests/metagpt/actions/test_write_code_plan_and_change_an.py b/tests/metagpt/actions/test_write_code_plan_and_change_an.py index f564a677b..5c262b4b7 100644 --- a/tests/metagpt/actions/test_write_code_plan_and_change_an.py +++ b/tests/metagpt/actions/test_write_code_plan_and_change_an.py @@ -6,8 +6,6 @@ @File : test_write_code_plan_and_change_an.py """ import json -import uuid -from pathlib import Path import pytest from openai._models import BaseModel @@ -32,6 +30,7 @@ from tests.data.incremental_dev_project.mock import ( REFINED_TASK_JSON, TASK_SAMPLE, ) +from tests.metagpt.actions.test_write_code import setup_inc_workdir def mock_code_plan_and_change(): @@ -39,19 +38,12 @@ def mock_code_plan_and_change(): @pytest.mark.asyncio -async def test_write_code_plan_and_change_an(mocker, context): - # Prerequisites - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) - context.config.inc = True +async def test_write_code_plan_and_change_an(mocker, context, git_dir): + context = setup_inc_workdir(context, inc=True) + await context.repo.docs.prd.save(filename="2.json", content=json.dumps(REFINED_PRD_JSON)) + await context.repo.docs.system_design.save(filename="2.json", content=json.dumps(REFINED_DESIGN_JSON)) + await context.repo.docs.task.save(filename="2.json", content=json.dumps(REFINED_TASK_JSON)) - context.src_workspace = context.git_repo.workdir / "src" - await context.repo.docs.prd.save(filename="1.json", content=json.dumps(REFINED_PRD_JSON)) - await context.repo.docs.system_design.save(filename="1.json", content=json.dumps(REFINED_DESIGN_JSON)) - await context.repo.docs.task.save(filename="1.json", content=json.dumps(REFINED_TASK_JSON)) - - context.config.project_path = "old" - context.repo.old_workspace = context.repo.git_repo.workdir / "old" await context.repo.with_src_path(context.repo.old_workspace).srcs.save( filename="game.py", content=CodeParser.parse_code(block="", text=REFINED_CODE_INPUT_SAMPLE) ) @@ -67,9 +59,9 @@ async def test_write_code_plan_and_change_an(mocker, context): code_plan_and_change_context = CodePlanAndChangeContext( requirement="New requirement", - prd_filename="1.json", - design_filename="1.json", - task_filename="1.json", + prd_filename="2.json", + design_filename="2.json", + task_filename="2.json", ) node = await WriteCodePlanAndChange(i_context=code_plan_and_change_context, context=context).run() @@ -96,12 +88,8 @@ async def test_refine_code(mocker): @pytest.mark.asyncio -async def test_get_old_code(context): - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) - - context.config.project_path = "old" - context.repo.old_workspace = context.repo.git_repo.workdir / "old" +async def test_get_old_code(context, git_dir): + context = setup_inc_workdir(context, inc=True) await context.repo.with_src_path(context.repo.old_workspace).srcs.save( filename="game.py", content=REFINED_CODE_INPUT_SAMPLE ) diff --git a/tests/metagpt/actions/test_write_prd.py b/tests/metagpt/actions/test_write_prd.py index 0a2739975..43aa336b7 100644 --- a/tests/metagpt/actions/test_write_prd.py +++ b/tests/metagpt/actions/test_write_prd.py @@ -6,8 +6,6 @@ @File : test_write_prd.py @Modified By: mashenquan, 2023-11-1. According to Chapter 2.2.1 and 2.2.2 of RFC 116, replace `handle` with `run`. """ -import uuid -from pathlib import Path import pytest @@ -19,6 +17,7 @@ from metagpt.roles.role import RoleReactMode from metagpt.schema import Message from metagpt.utils.common import any_to_str from tests.data.incremental_dev_project.mock import NEW_REQUIREMENT_SAMPLE, PRD_SAMPLE +from tests.metagpt.actions.test_write_code import setup_inc_workdir @pytest.mark.asyncio @@ -39,11 +38,8 @@ async def test_write_prd(new_filename, context): @pytest.mark.asyncio -async def test_write_prd_inc(new_filename, context): - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) - - context.src_workspace = context.git_repo.workdir / "src" +async def test_write_prd_inc(new_filename, context, git_dir): + context = setup_inc_workdir(context, inc=True) await context.repo.docs.prd.save("1.txt", PRD_SAMPLE) await context.repo.docs.save(filename=REQUIREMENT_FILENAME, content=NEW_REQUIREMENT_SAMPLE) @@ -59,10 +55,7 @@ async def test_write_prd_inc(new_filename, context): @pytest.mark.asyncio -async def test_fix_debug(new_filename, context): - git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}" - git_dir.mkdir(parents=True, exist_ok=True) - +async def test_fix_debug(new_filename, context, git_dir): context.src_workspace = context.git_repo.workdir / context.git_repo.workdir.name await context.repo.with_src_path(context.src_workspace).srcs.save( From 748721caeb7a8033bb3db226f0a1060ce1210170 Mon Sep 17 00:00:00 2001 From: better629 Date: Sat, 2 Mar 2024 22:17:00 +0800 Subject: [PATCH 093/108] fix missing mistral --- metagpt/configs/llm_config.py | 2 +- metagpt/provider/openai_api.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index 3f42cdc9d..a07a87cdf 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -27,7 +27,7 @@ class LLMType(Enum): QIANFAN = "qianfan" # Baidu BCE DASHSCOPE = "dashscope" # Aliyun LingJi DashScope MOONSHOT = "moonshot" - MISTRAL = 'mistral' + MISTRAL = "mistral" def __missing__(self, key): return self.OPENAI diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 0a423f210..e575232b0 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -50,7 +50,7 @@ See FAQ 5.8 raise retry_state.outcome.exception() -@register_provider([LLMType.OPENAI, LLMType.FIREWORKS, LLMType.OPEN_LLM, LLMType.MOONSHOT]) +@register_provider([LLMType.OPENAI, LLMType.FIREWORKS, LLMType.OPEN_LLM, LLMType.MOONSHOT, LLMType.MISTRAL]) class OpenAILLM(BaseLLM): """Check https://platform.openai.com/examples for examples""" From 0e63b928832556a1c9983bd93e4cfcba8444ed07 Mon Sep 17 00:00:00 2001 From: geekan Date: Sun, 3 Mar 2024 16:40:37 +0800 Subject: [PATCH 094/108] refine code --- examples/write_novel.py | 28 ++++++++++++++-------------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/examples/write_novel.py b/examples/write_novel.py index e92d94acf..a6e9ce05d 100644 --- a/examples/write_novel.py +++ b/examples/write_novel.py @@ -14,20 +14,6 @@ from metagpt.actions.action_node import ActionNode from metagpt.llm import LLM -class Novel(BaseModel): - name: str = Field(default="The Lord of the Rings", description="The name of the novel.") - user_group: str = Field(default="...", description="The user group of the novel.") - outlines: List[str] = Field( - default=["Chapter 1: ...", "Chapter 2: ...", "Chapter 3: ..."], - description="The outlines of the novel. No more than 10 chapters.", - ) - background: str = Field(default="...", description="The background of the novel.") - character_names: List[str] = Field(default=["Frodo", "Gandalf", "Sauron"], description="The characters.") - conflict: str = Field(default="...", description="The conflict of the characters.") - plot: str = Field(default="...", description="The plot of the novel.") - ending: str = Field(default="...", description="The ending of the novel.") - - class Chapter(BaseModel): name: str = Field(default="Chapter 1", description="The name of the chapter.") content: str = Field(default="...", description="The content of the chapter. No more than 1000 words.") @@ -44,6 +30,20 @@ class Chapters(BaseModel): ) +class Novel(BaseModel): + name: str = Field(default="The Lord of the Rings", description="The name of the novel.") + user_group: str = Field(default="...", description="The user group of the novel.") + outlines: List[str] = Field( + default=["Chapter 1: ...", "Chapter 2: ...", "Chapter 3: ..."], + description="The outlines of the novel. No more than 10 chapters.", + ) + background: str = Field(default="...", description="The background of the novel.") + character_names: List[str] = Field(default=["Frodo", "Gandalf", "Sauron"], description="The characters.") + conflict: str = Field(default="...", description="The conflict of the characters.") + plot: str = Field(default="...", description="The plot of the novel.") + ending: str = Field(default="...", description="The ending of the novel.") + + async def generate_novel(): instruction = ( "Write a novel named 'Reborn in Skyrim'. " From 3b1644b7ffccef1d72087eb05eb5f0002a887e39 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 13:08:14 +0800 Subject: [PATCH 095/108] fixbug: test_assistant fixbug: class view feat: +comments --- metagpt/actions/rebuild_class_view.py | 16 +++++- metagpt/actions/rebuild_sequence_view.py | 51 ++++++++++++++++++- metagpt/repo_parser.py | 6 +-- metagpt/schema.py | 2 + .../actions/test_rebuild_class_view.py | 8 +++ .../actions/test_rebuild_sequence_view.py | 4 +- tests/metagpt/roles/test_assistant.py | 24 +++++---- 7 files changed, 92 insertions(+), 19 deletions(-) diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index aeff6b42c..9b1a5b3d0 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -5,6 +5,7 @@ @Author : mashenquan @File : rebuild_class_view.py @Desc : Reconstructs class diagram from a source code project. + Implement RFC197, https://deepwisdom.feishu.cn/wiki/VyK0wfq56ivuvjklMKJcmHQknGt """ from pathlib import Path @@ -65,15 +66,18 @@ class RebuildClassView(Action): 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 +98,14 @@ class RebuildClassView(Action): 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..da57af52d 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -5,6 +5,7 @@ @Author : mashenquan @File : rebuild_sequence_view.py @Desc : Reconstruct sequence view information through reverse engineering. + Implement RFC197, https://deepwisdom.feishu.cn/wiki/VyK0wfq56ivuvjklMKJcmHQknGt """ from __future__ import annotations @@ -93,7 +94,10 @@ class RebuildSequenceView(Action): """ 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, predicate="", object_="")] for entry in entries: await self._rebuild_main_sequence_view(entry) while await self._merge_sequence_view(entry): @@ -139,7 +143,7 @@ class RebuildSequenceView(Action): 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 +242,15 @@ class RebuildSequenceView(Action): 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 +266,38 @@ class RebuildSequenceView(Action): 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 +497,8 @@ class RebuildSequenceView(Action): "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 @@ class RepoParser(BaseModel): for c in class_views: c.package = RepoParser._repair_ns(c.package, new_mappings) - for i in range(len(relationship_views)): - v = relationship_views[i] + for _, v in enumerate(relationship_views): v.src = RepoParser._repair_ns(v.src, new_mappings) v.dest = RepoParser._repair_ns(v.dest, new_mappings) - relationship_views[i] = v - return class_views, relationship_views, root_path + return class_views, relationship_views, str(path)[: len(root_path)] @staticmethod def _repair_ns(package: 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 @@ class UMLClassView(UMLClassMeta): 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): diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index c258de1ca..1daea22a4 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -40,7 +40,9 @@ async def test_rebuild(context, mocker): action = RebuildSequenceView( name="RedBean", - i_context=str(Path(__file__).parent.parent.parent.parent / "metagpt"), + i_context=str( + Path(__file__).parent.parent.parent.parent / "metagpt/management/skill_manager.py:__name__:__main__" + ), llm=LLM(), context=context, ) diff --git a/tests/metagpt/roles/test_assistant.py b/tests/metagpt/roles/test_assistant.py index bd0efea35..0f67dff46 100644 --- a/tests/metagpt/roles/test_assistant.py +++ b/tests/metagpt/roles/test_assistant.py @@ -30,6 +30,17 @@ async def test_run(mocker, context): 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 @@ async def test_run(mocker, context): "language": "English", "agent_description": "chatterbox", "cause_by": any_to_str(TalkAction), + "agent_skills": [], }, { "memory": { @@ -65,24 +77,16 @@ async def test_run(mocker, context): "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 52ac7e847bece6255c2c9e78d279f5c21e0c101a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Tue, 5 Mar 2024 11:05:27 +0800 Subject: [PATCH 096/108] refactor: comments --- config/config2.yaml | 8 +- metagpt/actions/rebuild_class_view.py | 16 ++- metagpt/provider/openai_api.py | 3 +- metagpt/utils/common.py | 73 +++--------- metagpt/utils/di_graph_repository.py | 161 +------------------------- metagpt/utils/graph_repository.py | 111 +----------------- metagpt/utils/visual_graph_repo.py | 51 +++----- 7 files changed, 58 insertions(+), 365 deletions(-) diff --git a/config/config2.yaml b/config/config2.yaml index 2c4ca636f..8e5825b57 100644 --- a/config/config2.yaml +++ b/config/config2.yaml @@ -1,3 +1,7 @@ +# Full Example: https://github.com/geekan/MetaGPT/blob/main/config/config2.example.yaml +# Reflected Code: https://github.com/geekan/MetaGPT/blob/main/metagpt/config2.py llm: - api_key: "YOUR_API_KEY" - model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview \ No newline at end of file + api_type: "openai" # or azure / ollama / open_llm etc. Check LLMType for more options + model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview + base_url: "https://api.openai.com/v1" # or forward url / other llm url + api_key: "YOUR_API_KEY" \ No newline at end of file diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index 9b1a5b3d0..6dd5690b6 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -148,7 +148,7 @@ class RebuildClassView(Action): logger.debug(content) return content - async def _create_mermaid_relationship(self, ns_class_name: str) -> Tuple[str, Set]: + async def _create_mermaid_relationship(self, ns_class_name: str) -> Tuple[Optional[str], Optional[Set]]: """Generates a Mermaid class relationship diagram for a specific class using data from the `graph_db` graph repository. Args: @@ -194,6 +194,13 @@ class RebuildClassView(Action): Returns: Tuple[str, str]: A tuple containing the representation of the difference ("+", "-", "=") and the path detail of the differing part. + + Example: + >>> _diff_path(path_root=Path("/Users/x/github/MetaGPT"), package_root=Path("/Users/x/github/MetaGPT/metagpt")) + "-", "metagpt" + + >>> _diff_path(path_root=Path("/Users/x/github/MetaGPT/metagpt"), package_root=Path("/Users/x/github/MetaGPT/metagpt")) + "=", "." """ if len(str(path_root)) > len(str(package_root)): return "+", str(path_root.relative_to(package_root)) @@ -212,6 +219,13 @@ class RebuildClassView(Action): Returns: str: The aligned path. + + Example: + >>> _align_root(path="metagpt/software_company.py", direction="+", diff_path="MetaGPT") + "MetaGPT/metagpt/software_company.py" + + >>> _align_root(path="metagpt/software_company.py", direction="-", diff_path="metagpt") + "software_company.py" """ if direction == "=": return path diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index 41d5a5ad1..daf77e816 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -31,7 +31,7 @@ from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA from metagpt.provider.llm_provider_registry import register_provider from metagpt.schema import Message from metagpt.utils.common import CodeParser, decode_image -from metagpt.utils.cost_manager import CostManager, TokenCostManager +from metagpt.utils.cost_manager import CostManager from metagpt.utils.exceptions import handle_exception from metagpt.utils.token_counter import ( count_message_tokens, @@ -271,7 +271,6 @@ class OpenAILLM(BaseLLM): if not self.config.calc_usage: return usage - self.model if not isinstance(self.cost_manager, TokenCostManager) else "open-llm-model" try: usage.prompt_tokens = count_message_tokens(messages, self.pricing_plan) usage.completion_tokens = count_string_tokens(rsp, self.pricing_plan) diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index 558d60639..7bf64f05c 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -23,10 +23,9 @@ import platform import re import sys import traceback -import typing from io import BytesIO from pathlib import Path -from typing import Any, Callable, List, Tuple, Union +from typing import Any, Callable, List, Literal, Tuple, Union from urllib.parse import quote, unquote import aiofiles @@ -434,63 +433,40 @@ def is_send_to(message: "Message", addresses: set): def any_to_name(val): """ Convert a value to its name by extracting the last part of the dotted path. - - :param val: The value to convert. - - :return: The name of the value. """ return any_to_str(val).split(".")[-1] -def concat_namespace(*args) -> str: +def concat_namespace(*args, delimiter: str = ":") -> 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') + >>> concat_namespace('prefix', 'field1', 'field2', delimiter=":") 'prefix:field1:field2' """ - return ":".join(str(value) for value in args) + return delimiter.join(str(value) for value in args) -def split_namespace(ns_class_name: str, maxsplit=1) -> List[str]: +def split_namespace(ns_class_name: str, delimiter: str = ":", maxsplit: int = 1) -> List[str]: """Split a namespace-prefixed name into its namespace-prefix and name parts. - 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) + >>> split_namespace('prefix:module:class', delimiter=":", maxsplit=2) ['prefix', 'module', 'class'] """ - return ns_class_name.split(":", maxsplit=maxsplit) + return ns_class_name.split(delimiter, maxsplit=maxsplit) -def auto_namespace(name: str) -> str: +def auto_namespace(name: str, delimiter: str = ":") -> str: """Automatically handle namespace-prefixed names. If the input name is empty, returns a default namespace prefix and name. If the input name is not namespace-prefixed, adds a default namespace prefix. Otherwise, returns the input name unchanged. - Args: - name (str): The input name to be processed. - - Returns: - str: The processed name. - Example: >>> auto_namespace('classname') '?:classname' @@ -505,24 +481,16 @@ def auto_namespace(name: str) -> str: '?:custom' """ if not name: - return "?:?" - v = split_namespace(name) + return f"?{delimiter}?" + v = split_namespace(name, delimiter=delimiter) if len(v) < 2: - return f"?:{name}" + return f"?{delimiter}{name}" return name -def add_affix(text, affix="brace"): +def add_affix(text: str, affix: Literal["brace", "url", "none"] = "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}' @@ -530,7 +498,7 @@ def add_affix(text, affix="brace"): >>> add_affix("example.com", affix="url") '%7Bexample.com%7D' - >>> add_affix("text", affix="unknown") + >>> add_affix("text", affix="none") 'text' """ mappings = { @@ -541,7 +509,7 @@ def add_affix(text, affix="brace"): return encoder(text) -def remove_affix(text, affix="brace"): +def remove_affix(text, affix: Literal["brace", "url", "none"] = "brace"): """Remove affix to extract encapsulated data. Args: @@ -559,7 +527,7 @@ def remove_affix(text, affix="brace"): >>> remove_affix('%7Bexample.com%7D', affix="url") 'example.com' - >>> remove_affix('text', affix="unknown") + >>> remove_affix('text', affix="none") 'text' """ mappings = {"brace": lambda x: x[1:-1], "url": lambda x: unquote(x)[1:-1]} @@ -567,7 +535,7 @@ def remove_affix(text, affix="brace"): return decoder(text) -def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> typing.Callable[["RetryCallState"], None]: +def general_after_log(i: "loguru.Logger", sec_format: str = "%0.3f") -> Callable[["RetryCallState"], None]: """ Generates a logging function to be used after a call is retried. @@ -760,15 +728,6 @@ def parse_json_code_block(markdown_text: str) -> List[str]: 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"(? 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. @@ -91,16 +52,9 @@ class DiGraphRepository(GraphRepository): 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"): @@ -116,8 +70,6 @@ class DiGraphRepository(GraphRepository): 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. @@ -126,16 +78,9 @@ class DiGraphRepository(GraphRepository): 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: @@ -145,22 +90,7 @@ class DiGraphRepository(GraphRepository): 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. - - """ + """Convert the directed graph repository to a JSON-formatted string.""" m = networkx.node_link_data(self._repo) data = json.dumps(m) return data @@ -168,23 +98,9 @@ class DiGraphRepository(GraphRepository): 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") @@ -194,25 +110,7 @@ class DiGraphRepository(GraphRepository): await awrite(filename=pathname.with_suffix(".json"), data=data, encoding="utf-8") async def load(self, pathname: str | Path): - """Load a directed graph repository from a JSON file. - - 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. - - """ + """Load a directed graph repository from a JSON file.""" data = await aread(filename=pathname, encoding="utf-8") m = json.loads(data) self._repo = networkx.node_link_graph(m) @@ -221,22 +119,11 @@ class DiGraphRepository(GraphRepository): 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 @@ -248,52 +135,16 @@ class DiGraphRepository(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 the root directory path for the graph repository files.""" return self._kwargs.get("root") @property def pathname(self) -> Path: - """Return the path and filename to the graph repository file. - - 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. - - """ + """Return the path and filename to the graph repository file.""" p = Path(self.root) / self.name return p.with_suffix(".json") @property def repo(self): - """Get the underlying directed graph repository. - - 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. - - """ + """Get the underlying directed graph repository.""" return self._repo diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py index 17343114f..eb1fc5e12 100644 --- a/metagpt/utils/graph_repository.py +++ b/metagpt/utils/graph_repository.py @@ -67,10 +67,6 @@ class SPO(BaseModel): 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 @@ -84,28 +80,6 @@ class GraphRepository(ABC): 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): @@ -121,19 +95,9 @@ class GraphRepository(ABC): 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 @@ -149,16 +113,9 @@ class GraphRepository(ABC): 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 @@ -174,16 +131,9 @@ class GraphRepository(ABC): 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 @@ -191,44 +141,15 @@ class GraphRepository(ABC): 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. - - """ + """Get the name of the graph repository.""" return self._repo_name @staticmethod @@ -253,16 +174,9 @@ class GraphRepository(ABC): 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"} @@ -347,16 +261,10 @@ class GraphRepository(ABC): 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) @@ -435,16 +343,10 @@ class GraphRepository(ABC): 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( @@ -468,17 +370,6 @@ class GraphRepository(ABC): 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) diff --git a/metagpt/utils/visual_graph_repo.py b/metagpt/utils/visual_graph_repo.py index 49edee39e..86b50df21 100644 --- a/metagpt/utils/visual_graph_repo.py +++ b/metagpt/utils/visual_graph_repo.py @@ -73,11 +73,6 @@ class VisualGraphRepo(ABC): 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 @@ -89,14 +84,7 @@ class VisualDiGraphRepo(VisualGraphRepo): @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. - """ + """Load a VisualDiGraphRepo instance from a file.""" graph_db = await DiGraphRepository.load_from(str(filename)) return cls(graph_db=graph_db) @@ -112,14 +100,7 @@ class VisualDiGraphRepo(VisualGraphRepo): 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. - """ + """Returns the Markdown Mermaid class diagram code block object for the specified class.""" rows = await self.graph_db.select(subject=ns_class_name) class_view = _VisualClassView(package=ns_class_name) for r in rows: @@ -143,12 +124,7 @@ class VisualDiGraphRepo(VisualGraphRepo): 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. - """ + """Returns all Markdown sequence diagrams with their corresponding graph repository keys.""" sequence_views = [] rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW) for r in rows: @@ -156,14 +132,18 @@ class VisualDiGraphRepo(VisualGraphRepo): return sequence_views @staticmethod - def _refine_name(name) -> str: + def _refine_name(name: str) -> str: """Removes impurity content from the given name. - Args: - name: The name to be refined. + Example: + >>> _refine_name("int") + "" - Returns: - str: The refined name. + >>> _refine_name('"Class1"') + 'Class1' + + >>> _refine_name("pkg.Class1") + "Class1" """ name = re.sub(r'^[\'"\\\(\)]+|[\'"\\\(\)]+$', "", name) if name in ["int", "float", "bool", "str", "list", "tuple", "set", "dict", "None"]: @@ -174,12 +154,7 @@ class VisualDiGraphRepo(VisualGraphRepo): 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. - """ + """Returns all versioned Markdown sequence diagrams with their corresponding graph repository keys.""" sequence_views = [] rows = await self.graph_db.select(predicate=GraphKeyword.HAS_SEQUENCE_VIEW_VER) for r in rows: From f1f0ae4cc1e09cd269082e1069e26264c240573c Mon Sep 17 00:00:00 2001 From: better629 Date: Tue, 5 Mar 2024 13:58:51 +0800 Subject: [PATCH 097/108] add anthropic_api --- metagpt/configs/llm_config.py | 1 + metagpt/provider/__init__.py | 2 + metagpt/provider/anthropic_api.py | 84 ++++++++++++++------ metagpt/provider/base_llm.py | 28 ++++++- metagpt/provider/dashscope_api.py | 29 +------ metagpt/provider/google_gemini_api.py | 30 +------ metagpt/provider/human_provider.py | 6 ++ metagpt/provider/ollama_api.py | 32 +------- metagpt/provider/openai_api.py | 17 +--- metagpt/provider/qianfan_api.py | 31 ++------ metagpt/provider/spark_api.py | 6 ++ metagpt/provider/zhipuai_api.py | 25 +----- metagpt/utils/common.py | 11 +++ metagpt/utils/token_counter.py | 10 +++ requirements.txt | 2 +- tests/metagpt/provider/mock_llm_config.py | 4 + tests/metagpt/provider/req_resp_const.py | 40 ++++++++++ tests/metagpt/provider/test_anthropic_api.py | 48 +++++++---- tests/metagpt/provider/test_base_llm.py | 6 ++ tests/mock/mock_llm.py | 15 +--- 20 files changed, 228 insertions(+), 199 deletions(-) diff --git a/metagpt/configs/llm_config.py b/metagpt/configs/llm_config.py index a07a87cdf..66a68cc9d 100644 --- a/metagpt/configs/llm_config.py +++ b/metagpt/configs/llm_config.py @@ -16,6 +16,7 @@ from metagpt.utils.yaml_model import YamlModel class LLMType(Enum): OPENAI = "openai" ANTHROPIC = "anthropic" + CLAUDE = "claude" # alias name of anthropic SPARK = "spark" ZHIPUAI = "zhipuai" FIREWORKS = "fireworks" diff --git a/metagpt/provider/__init__.py b/metagpt/provider/__init__.py index ed49d01c9..14d5e7682 100644 --- a/metagpt/provider/__init__.py +++ b/metagpt/provider/__init__.py @@ -16,6 +16,7 @@ from metagpt.provider.human_provider import HumanProvider from metagpt.provider.spark_api import SparkLLM from metagpt.provider.qianfan_api import QianFanLLM from metagpt.provider.dashscope_api import DashScopeLLM +from metagpt.provider.anthropic_api import AnthropicLLM __all__ = [ "GeminiLLM", @@ -28,4 +29,5 @@ __all__ = [ "SparkLLM", "QianFanLLM", "DashScopeLLM", + "AnthropicLLM", ] diff --git a/metagpt/provider/anthropic_api.py b/metagpt/provider/anthropic_api.py index f31c2d04d..872f9b2c7 100644 --- a/metagpt/provider/anthropic_api.py +++ b/metagpt/provider/anthropic_api.py @@ -1,37 +1,71 @@ #!/usr/bin/env python # -*- coding: utf-8 -*- -""" -@Time : 2023/7/21 11:15 -@Author : Leo Xiao -@File : anthropic_api.py -""" -import anthropic -from anthropic import Anthropic, AsyncAnthropic +from anthropic import AsyncAnthropic +from anthropic.types import Message, Usage -from metagpt.configs.llm_config import LLMConfig +from metagpt.configs.llm_config import LLMConfig, LLMType +from metagpt.logs import log_llm_stream +from metagpt.provider.base_llm import BaseLLM +from metagpt.provider.llm_provider_registry import register_provider -class Claude2: +@register_provider([LLMType.ANTHROPIC, LLMType.CLAUDE]) +class AnthropicLLM(BaseLLM): def __init__(self, config: LLMConfig): self.config = config + self.__init_anthropic() - def ask(self, prompt: str) -> str: - client = Anthropic(api_key=self.config.api_key) + def __init_anthropic(self): + self.model = self.config.model + self.aclient: AsyncAnthropic = AsyncAnthropic(api_key=self.config.api_key, base_url=self.config.base_url) - res = client.completions.create( - model="claude-2", - prompt=f"{anthropic.HUMAN_PROMPT} {prompt} {anthropic.AI_PROMPT}", - max_tokens_to_sample=1000, - ) - return res.completion + def _const_kwargs(self, messages: list[dict], stream: bool = False) -> dict: + kwargs = { + "model": self.model, + "messages": messages, + "max_tokens": self.config.max_token, + "stream": stream, + } + if self.use_system_prompt: + # if the model support system prompt, extract and pass it + if messages[0]["role"] == "system": + kwargs["messages"] = messages[1:] + kwargs["system"] = messages[0]["content"] # set system prompt here + return kwargs - async def aask(self, prompt: str) -> str: - aclient = AsyncAnthropic(api_key=self.config.api_key) + def _update_costs(self, usage: Usage, model: str = None, local_calc_usage: bool = True): + usage = {"prompt_tokens": usage.input_tokens, "completion_tokens": usage.output_tokens} + super()._update_costs(usage, model) - res = await aclient.completions.create( - model="claude-2", - prompt=f"{anthropic.HUMAN_PROMPT} {prompt} {anthropic.AI_PROMPT}", - max_tokens_to_sample=1000, - ) - return res.completion + def get_choice_text(self, resp: Message) -> str: + return resp.content[0].text + + async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> Message: + resp: Message = await self.aclient.messages.create(**self._const_kwargs(messages)) + self._update_costs(resp.usage, self.model) + return resp + + async def acompletion(self, messages: list[dict], timeout: int = 3) -> Message: + return await self._achat_completion(messages, timeout=timeout) + + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: + stream = await self.aclient.messages.create(**self._const_kwargs(messages, stream=True)) + collected_content = [] + usage = Usage(input_tokens=0, output_tokens=0) + async for event in stream: + event_type = event.type + if event_type == "message_start": + usage.input_tokens = event.message.usage.input_tokens + usage.output_tokens = event.message.usage.output_tokens + elif event_type == "content_block_delta": + content = event.delta.text + log_llm_stream(content) + collected_content.append(content) + elif event_type == "message_delta": + usage.output_tokens = event.usage.output_tokens # update final output_tokens + + log_llm_stream("\n") + self._update_costs(usage) + full_content = "".join(collected_content) + return full_content diff --git a/metagpt/provider/base_llm.py b/metagpt/provider/base_llm.py index 7cf3faac0..da6acf09c 100644 --- a/metagpt/provider/base_llm.py +++ b/metagpt/provider/base_llm.py @@ -12,10 +12,18 @@ from typing import Optional, Union from openai import AsyncOpenAI from pydantic import BaseModel +from tenacity import ( + after_log, + retry, + retry_if_exception_type, + stop_after_attempt, + wait_random_exponential, +) from metagpt.configs.llm_config import LLMConfig from metagpt.logs import logger from metagpt.schema import Message +from metagpt.utils.common import log_and_reraise from metagpt.utils.cost_manager import CostManager, Costs @@ -129,6 +137,10 @@ class BaseLLM(ABC): """FIXME: No code segment filtering has been done here, and all results are actually displayed""" raise NotImplementedError + @abstractmethod + async def _achat_completion(self, messages: list[dict], timeout=3): + """_achat_completion implemented by inherited class""" + @abstractmethod async def acompletion(self, messages: list[dict], timeout=3): """Asynchronous version of completion @@ -141,8 +153,22 @@ class BaseLLM(ABC): """ @abstractmethod - async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: + """_achat_completion_stream implemented by inherited class""" + + @retry( + stop=stop_after_attempt(3), + wait=wait_random_exponential(min=1, max=60), + after=after_log(logger, logger.level("WARNING").name), + retry=retry_if_exception_type(ConnectionError), + retry_error_callback=log_and_reraise, + ) + async def acompletion_text(self, messages: list[dict], stream: bool = False, timeout: int = 3) -> str: """Asynchronous version of completion. Return str. Support stream-print""" + if stream: + return await self._achat_completion_stream(messages, timeout=timeout) + resp = await self._achat_completion(messages, timeout=timeout) + return self.get_choice_text(resp) def get_choice_text(self, rsp: dict) -> str: """Required to provide the first text of choice""" diff --git a/metagpt/provider/dashscope_api.py b/metagpt/provider/dashscope_api.py index f2b3a19a1..21f3ef351 100644 --- a/metagpt/provider/dashscope_api.py +++ b/metagpt/provider/dashscope_api.py @@ -24,18 +24,10 @@ from dashscope.common.error import ( ModelRequired, UnsupportedApiProtocol, ) -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import log_llm_stream from metagpt.provider.base_llm import BaseLLM, LLMConfig from metagpt.provider.llm_provider_registry import LLMType, register_provider -from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import CostManager from metagpt.utils.token_counter import DASHSCOPE_TOKEN_COSTS @@ -210,16 +202,16 @@ class DashScopeLLM(BaseLLM): self._update_costs(dict(resp.usage)) return resp.output - async def _achat_completion(self, messages: list[dict]) -> GenerationOutput: + async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> GenerationOutput: resp: GenerationResponse = await self.aclient.acall(**self._const_kwargs(messages, stream=False)) self._check_response(resp) self._update_costs(dict(resp.usage)) return resp.output async def acompletion(self, messages: list[dict], timeout=3) -> GenerationOutput: - return await self._achat_completion(messages) + return await self._achat_completion(messages, timeout=timeout) - async def _achat_completion_stream(self, messages: list[dict]) -> str: + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: resp = await self.aclient.acall(**self._const_kwargs(messages, stream=True)) collected_content = [] usage = {} @@ -233,16 +225,3 @@ class DashScopeLLM(BaseLLM): self._update_costs(usage) full_content = "".join(collected_content) return full_content - - @retry( - stop=stop_after_attempt(3), - wait=wait_random_exponential(min=1, max=60), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(ConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: - if stream: - return await self._achat_completion_stream(messages) - resp = await self._achat_completion(messages) - return self.get_choice_text(resp) diff --git a/metagpt/provider/google_gemini_api.py b/metagpt/provider/google_gemini_api.py index 87ea81c80..1e8fe2be5 100644 --- a/metagpt/provider/google_gemini_api.py +++ b/metagpt/provider/google_gemini_api.py @@ -13,19 +13,11 @@ from google.generativeai.types.generation_types import ( GenerateContentResponse, GenerationConfig, ) -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) from metagpt.configs.llm_config import LLMConfig, LLMType -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import log_llm_stream from metagpt.provider.base_llm import BaseLLM from metagpt.provider.llm_provider_registry import register_provider -from metagpt.provider.openai_api import log_and_reraise class GeminiGenerativeModel(GenerativeModel): @@ -95,16 +87,16 @@ class GeminiLLM(BaseLLM): self._update_costs(usage) return resp - async def _achat_completion(self, messages: list[dict]) -> "AsyncGenerateContentResponse": + async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> "AsyncGenerateContentResponse": resp: AsyncGenerateContentResponse = await self.llm.generate_content_async(**self._const_kwargs(messages)) usage = await self.aget_usage(messages, resp.text) self._update_costs(usage) return resp async def acompletion(self, messages: list[dict], timeout=3) -> dict: - return await self._achat_completion(messages) + return await self._achat_completion(messages, timeout=timeout) - async def _achat_completion_stream(self, messages: list[dict]) -> str: + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: resp: AsyncGenerateContentResponse = await self.llm.generate_content_async( **self._const_kwargs(messages, stream=True) ) @@ -119,17 +111,3 @@ class GeminiLLM(BaseLLM): usage = await self.aget_usage(messages, full_content) self._update_costs(usage) return full_content - - @retry( - stop=stop_after_attempt(3), - wait=wait_random_exponential(min=1, max=60), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(ConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: - """response in async with stream or non-stream mode""" - if stream: - return await self._achat_completion_stream(messages) - resp = await self._achat_completion(messages) - return self.get_choice_text(resp) diff --git a/metagpt/provider/human_provider.py b/metagpt/provider/human_provider.py index fe000b3a6..e5f37c5b9 100644 --- a/metagpt/provider/human_provider.py +++ b/metagpt/provider/human_provider.py @@ -35,10 +35,16 @@ class HumanProvider(BaseLLM): ) -> str: return self.ask(msg, timeout=timeout) + async def _achat_completion(self, messages: list[dict], timeout=3): + pass + async def acompletion(self, messages: list[dict], timeout=3): """dummy implementation of abstract method in base""" return [] + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: + pass + async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: """dummy implementation of abstract method in base""" return "" diff --git a/metagpt/provider/ollama_api.py b/metagpt/provider/ollama_api.py index 52e8dbe36..cc7cc12fc 100644 --- a/metagpt/provider/ollama_api.py +++ b/metagpt/provider/ollama_api.py @@ -4,22 +4,12 @@ import json -from requests import ConnectionError -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) - from metagpt.configs.llm_config import LLMConfig, LLMType from metagpt.const import LLM_API_TIMEOUT -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import log_llm_stream from metagpt.provider.base_llm import BaseLLM from metagpt.provider.general_api_requestor import GeneralAPIRequestor from metagpt.provider.llm_provider_registry import register_provider -from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import TokenCostManager @@ -59,7 +49,7 @@ class OllamaLLM(BaseLLM): chunk = chunk.decode(encoding) return json.loads(chunk) - async def _achat_completion(self, messages: list[dict]) -> dict: + async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> dict: resp, _, _ = await self.client.arequest( method=self.http_method, url=self.suffix_url, @@ -72,9 +62,9 @@ class OllamaLLM(BaseLLM): return resp async def acompletion(self, messages: list[dict], timeout=3) -> dict: - return await self._achat_completion(messages) + return await self._achat_completion(messages, timeout=timeout) - async def _achat_completion_stream(self, messages: list[dict]) -> str: + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: stream_resp, _, _ = await self.client.arequest( method=self.http_method, url=self.suffix_url, @@ -100,17 +90,3 @@ class OllamaLLM(BaseLLM): self._update_costs(usage) full_content = "".join(collected_content) return full_content - - @retry( - stop=stop_after_attempt(3), - wait=wait_random_exponential(min=1, max=60), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(ConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: - """response in async with stream or non-stream mode""" - if stream: - return await self._achat_completion_stream(messages) - resp = await self._achat_completion(messages) - return self.get_choice_text(resp) diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py index e575232b0..884a3f6d3 100644 --- a/metagpt/provider/openai_api.py +++ b/metagpt/provider/openai_api.py @@ -9,7 +9,7 @@ import json import re -from typing import AsyncIterator, Optional, Union +from typing import Optional, Union from openai import APIConnectionError, AsyncOpenAI, AsyncStream from openai._base_client import AsyncHttpxClientWrapper @@ -29,8 +29,8 @@ from metagpt.provider.base_llm import BaseLLM from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA from metagpt.provider.llm_provider_registry import register_provider from metagpt.schema import Message -from metagpt.utils.common import CodeParser, decode_image -from metagpt.utils.cost_manager import CostManager, Costs, TokenCostManager +from metagpt.utils.common import CodeParser, decode_image, log_and_reraise +from metagpt.utils.cost_manager import CostManager, TokenCostManager from metagpt.utils.exceptions import handle_exception from metagpt.utils.token_counter import ( count_message_tokens, @@ -39,17 +39,6 @@ from metagpt.utils.token_counter import ( ) -def log_and_reraise(retry_state): - logger.error(f"Retry attempts exhausted. Last exception: {retry_state.outcome.exception()}") - logger.warning( - """ -Recommend going to https://deepwisdom.feishu.cn/wiki/MsGnwQBjiif9c3koSJNcYaoSnu4#part-XdatdVlhEojeAfxaaEZcMV3ZniQ -See FAQ 5.8 -""" - ) - raise retry_state.outcome.exception() - - @register_provider([LLMType.OPENAI, LLMType.FIREWORKS, LLMType.OPEN_LLM, LLMType.MOONSHOT, LLMType.MISTRAL]) class OpenAILLM(BaseLLM): """Check https://platform.openai.com/examples for examples""" diff --git a/metagpt/provider/qianfan_api.py b/metagpt/provider/qianfan_api.py index 4cbb76566..50916fa3e 100644 --- a/metagpt/provider/qianfan_api.py +++ b/metagpt/provider/qianfan_api.py @@ -7,19 +7,11 @@ import os import qianfan from qianfan import ChatCompletion from qianfan.resources.typing import JsonBody -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) from metagpt.configs.llm_config import LLMConfig, LLMType -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import log_llm_stream from metagpt.provider.base_llm import BaseLLM from metagpt.provider.llm_provider_registry import register_provider -from metagpt.provider.openai_api import log_and_reraise from metagpt.utils.cost_manager import CostManager from metagpt.utils.token_counter import ( QIANFAN_ENDPOINT_TOKEN_COSTS, @@ -115,15 +107,15 @@ class QianFanLLM(BaseLLM): self._update_costs(resp.body.get("usage", {})) return resp.body - async def _achat_completion(self, messages: list[dict]) -> JsonBody: + async def _achat_completion(self, messages: list[dict], timeout: int = 3) -> JsonBody: resp = await self.aclient.ado(**self._const_kwargs(messages=messages, stream=False)) self._update_costs(resp.body.get("usage", {})) return resp.body - async def acompletion(self, messages: list[dict], timeout=3) -> JsonBody: - return await self._achat_completion(messages) + async def acompletion(self, messages: list[dict], timeout: int = 3) -> JsonBody: + return await self._achat_completion(messages, timeout=timeout) - async def _achat_completion_stream(self, messages: list[dict]) -> str: + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: resp = await self.aclient.ado(**self._const_kwargs(messages=messages, stream=True)) collected_content = [] usage = {} @@ -137,16 +129,3 @@ class QianFanLLM(BaseLLM): self._update_costs(usage) full_content = "".join(collected_content) return full_content - - @retry( - stop=stop_after_attempt(3), - wait=wait_random_exponential(min=1, max=60), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(ConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: - if stream: - return await self._achat_completion_stream(messages) - resp = await self._achat_completion(messages) - return self.get_choice_text(resp) diff --git a/metagpt/provider/spark_api.py b/metagpt/provider/spark_api.py index 5e89c26d5..882c6ce85 100644 --- a/metagpt/provider/spark_api.py +++ b/metagpt/provider/spark_api.py @@ -31,12 +31,18 @@ class SparkLLM(BaseLLM): def get_choice_text(self, rsp: dict) -> str: return rsp["payload"]["choices"]["text"][-1]["content"] + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: + pass + async def acompletion_text(self, messages: list[dict], stream=False, timeout: int = 3) -> str: # 不支持 # logger.warning("当前方法无法支持异步运行。当你使用acompletion时，并不能并行访问。") w = GetMessageFromWeb(messages, self.config) return w.run() + async def _achat_completion(self, messages: list[dict], timeout=3): + pass + async def acompletion(self, messages: list[dict], timeout=3): # 不支持异步 w = GetMessageFromWeb(messages, self.config) diff --git a/metagpt/provider/zhipuai_api.py b/metagpt/provider/zhipuai_api.py index 4cbee4038..546d2f269 100644 --- a/metagpt/provider/zhipuai_api.py +++ b/metagpt/provider/zhipuai_api.py @@ -5,21 +5,12 @@ from enum import Enum from typing import Optional -from requests import ConnectionError -from tenacity import ( - after_log, - retry, - retry_if_exception_type, - stop_after_attempt, - wait_random_exponential, -) from zhipuai.types.chat.chat_completion import Completion from metagpt.configs.llm_config import LLMConfig, LLMType -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import log_llm_stream from metagpt.provider.base_llm import BaseLLM from metagpt.provider.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 @@ -86,17 +77,3 @@ class ZhiPuAILLM(BaseLLM): self._update_costs(usage) full_content = "".join(collected_content) return full_content - - @retry( - stop=stop_after_attempt(3), - wait=wait_random_exponential(min=1, max=60), - after=after_log(logger, logger.level("WARNING").name), - retry=retry_if_exception_type(ConnectionError), - retry_error_callback=log_and_reraise, - ) - async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: - """response in async with stream or non-stream mode""" - if stream: - return await self._achat_completion_stream(messages) - resp = await self._achat_completion(messages) - return self.get_choice_text(resp) diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py index 015902c3d..1fde13c98 100644 --- a/metagpt/utils/common.py +++ b/metagpt/utils/common.py @@ -676,3 +676,14 @@ def decode_image(img_url_or_b64: str) -> Image: img_data = BytesIO(base64.b64decode(b64_data)) img = Image.open(img_data) return img + + +def log_and_reraise(retry_state: RetryCallState): + logger.error(f"Retry attempts exhausted. Last exception: {retry_state.outcome.exception()}") + logger.warning( + """ +Recommend going to https://deepwisdom.feishu.cn/wiki/MsGnwQBjiif9c3koSJNcYaoSnu4#part-XdatdVlhEojeAfxaaEZcMV3ZniQ +See FAQ 5.8 +""" + ) + raise retry_state.outcome.exception() diff --git a/metagpt/utils/token_counter.py b/metagpt/utils/token_counter.py index c20caa8e1..54c9f3610 100644 --- a/metagpt/utils/token_counter.py +++ b/metagpt/utils/token_counter.py @@ -43,6 +43,11 @@ TOKEN_COSTS = { "mistral-small-latest": {"prompt": 0.002, "completion": 0.006}, "mistral-medium-latest": {"prompt": 0.0027, "completion": 0.0081}, "mistral-large-latest": {"prompt": 0.008, "completion": 0.024}, + "claude-instant-1.2": {"prompt": 0.0008, "completion": 0.0024}, + "claude-2.0": {"prompt": 0.008, "completion": 0.024}, + "claude-2.1": {"prompt": 0.008, "completion": 0.024}, + "claude-3-sonnet-20240229": {"prompt": 0.003, "completion": 0.015}, + "claude-3-opus-20240229": {"prompt": 0.015, "completion": 0.075}, } @@ -167,6 +172,11 @@ TOKEN_MAX = { "mistral-small-latest": 32768, "mistral-medium-latest": 32768, "mistral-large-latest": 32768, + "claude-instant-1.2": 100000, + "claude-2.0": 100000, + "claude-2.1": 200000, + "claude-3-sonnet-20240229": 200000, + "claude-3-opus-20240229": 200000, } diff --git a/requirements.txt b/requirements.txt index cf50cf255..a009464dd 100644 --- a/requirements.txt +++ b/requirements.txt @@ -33,7 +33,7 @@ tqdm==4.65.0 #unstructured[local-inference] # selenium>4 # webdriver_manager<3.9 -anthropic==0.8.1 +anthropic==0.18.1 typing-inspect==0.8.0 libcst==1.0.1 qdrant-client==1.7.0 diff --git a/tests/metagpt/provider/mock_llm_config.py b/tests/metagpt/provider/mock_llm_config.py index e75acf68f..0c56cc8ea 100644 --- a/tests/metagpt/provider/mock_llm_config.py +++ b/tests/metagpt/provider/mock_llm_config.py @@ -56,3 +56,7 @@ mock_llm_config_spark = LLMConfig( mock_llm_config_qianfan = LLMConfig(api_type="qianfan", access_key="xxx", secret_key="xxx", model="ERNIE-Bot-turbo") mock_llm_config_dashscope = LLMConfig(api_type="dashscope", api_key="xxx", model="qwen-max") + +mock_llm_config_anthropic = LLMConfig( + api_type="anthropic", api_key="xxx", base_url="https://api.anthropic.com", model="claude-3-opus-20240229" +) diff --git a/tests/metagpt/provider/req_resp_const.py b/tests/metagpt/provider/req_resp_const.py index 802962013..7e4c1a49c 100644 --- a/tests/metagpt/provider/req_resp_const.py +++ b/tests/metagpt/provider/req_resp_const.py @@ -3,6 +3,14 @@ # @Desc : default request & response data for provider unittest +from anthropic.types import ( + ContentBlock, + ContentBlockDeltaEvent, + Message, + MessageStartEvent, + TextDelta, +) +from anthropic.types import Usage as AnthropicUsage from dashscope.api_entities.dashscope_response import ( DashScopeAPIResponse, GenerationOutput, @@ -130,6 +138,38 @@ def get_dashscope_response(name: str) -> GenerationResponse: ) +# For Anthropic +def get_anthropic_response(name: str, stream: bool = False) -> Message: + if stream: + return [ + MessageStartEvent( + message=Message( + id="xxx", + model=name, + role="assistant", + type="message", + content=[ContentBlock(text="", type="text")], + usage=AnthropicUsage(input_tokens=10, output_tokens=10), + ), + type="message_start", + ), + ContentBlockDeltaEvent( + index=0, + delta=TextDelta(text=resp_cont_tmpl.format(name=name), type="text_delta"), + type="content_block_delta", + ), + ] + else: + return Message( + id="xxx", + model=name, + role="assistant", + type="message", + content=[ContentBlock(text=resp_cont_tmpl.format(name=name), type="text")], + usage=AnthropicUsage(input_tokens=10, output_tokens=10), + ) + + # For llm general chat functions call async def llm_general_chat_funcs_test(llm: BaseLLM, prompt: str, messages: list[dict], resp_cont: str): resp = await llm.aask(prompt, stream=False) diff --git a/tests/metagpt/provider/test_anthropic_api.py b/tests/metagpt/provider/test_anthropic_api.py index 93cfd7dbc..b8a3fe289 100644 --- a/tests/metagpt/provider/test_anthropic_api.py +++ b/tests/metagpt/provider/test_anthropic_api.py @@ -2,31 +2,45 @@ # -*- coding: utf-8 -*- # @Desc : the unittest of Claude2 - import pytest from anthropic.resources.completions import Completion -from metagpt.provider.anthropic_api import Claude2 -from tests.metagpt.provider.mock_llm_config import mock_llm_config -from tests.metagpt.provider.req_resp_const import prompt, resp_cont_tmpl +from metagpt.provider.anthropic_api import AnthropicLLM +from tests.metagpt.provider.mock_llm_config import mock_llm_config_anthropic +from tests.metagpt.provider.req_resp_const import ( + get_anthropic_response, + llm_general_chat_funcs_test, + messages, + prompt, + resp_cont_tmpl, +) -resp_cont = resp_cont_tmpl.format(name="Claude") +name = "claude-3-opus-20240229" +resp_cont = resp_cont_tmpl.format(name=name) -def mock_anthropic_completions_create(self, model: str, prompt: str, max_tokens_to_sample: int) -> Completion: - return Completion(id="xx", completion=resp_cont, model="claude-2", stop_reason="stop_sequence", type="completion") +async def mock_anthropic_messages_create( + self, messages: list[dict], model: str, stream: bool = True, max_tokens: int = None, system: str = None +) -> Completion: + if stream: + async def aresp_iterator(): + resps = get_anthropic_response(name, stream=True) + for resp in resps: + yield resp -async def mock_anthropic_acompletions_create(self, model: str, prompt: str, max_tokens_to_sample: int) -> Completion: - return Completion(id="xx", completion=resp_cont, model="claude-2", stop_reason="stop_sequence", type="completion") - - -def test_claude2_ask(mocker): - mocker.patch("anthropic.resources.completions.Completions.create", mock_anthropic_completions_create) - assert resp_cont == Claude2(mock_llm_config).ask(prompt) + return aresp_iterator() + else: + return get_anthropic_response(name) @pytest.mark.asyncio -async def test_claude2_aask(mocker): - mocker.patch("anthropic.resources.completions.AsyncCompletions.create", mock_anthropic_acompletions_create) - assert resp_cont == await Claude2(mock_llm_config).aask(prompt) +async def test_anthropic_acompletion(mocker): + mocker.patch("anthropic.resources.messages.AsyncMessages.create", mock_anthropic_messages_create) + + anthropic_llm = AnthropicLLM(mock_llm_config_anthropic) + + resp = await anthropic_llm.acompletion(messages) + assert resp.content[0].text == resp_cont + + await llm_general_chat_funcs_test(anthropic_llm, prompt, messages, resp_cont) diff --git a/tests/metagpt/provider/test_base_llm.py b/tests/metagpt/provider/test_base_llm.py index cf44343bc..bff8dbde4 100644 --- a/tests/metagpt/provider/test_base_llm.py +++ b/tests/metagpt/provider/test_base_llm.py @@ -27,9 +27,15 @@ class MockBaseLLM(BaseLLM): def completion(self, messages: list[dict], timeout=3): return get_part_chat_completion(name) + async def _achat_completion(self, messages: list[dict], timeout=3): + pass + async def acompletion(self, messages: list[dict], timeout=3): return get_part_chat_completion(name) + async def _achat_completion_stream(self, messages: list[dict], timeout: int = 3) -> str: + pass + async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: return default_resp_cont diff --git a/tests/mock/mock_llm.py b/tests/mock/mock_llm.py index 50e75dabf..b2052e2b3 100644 --- a/tests/mock/mock_llm.py +++ b/tests/mock/mock_llm.py @@ -3,7 +3,7 @@ from typing import Optional, Union from metagpt.config2 import config from metagpt.configs.llm_config import LLMType -from metagpt.logs import log_llm_stream, logger +from metagpt.logs import logger from metagpt.provider.azure_openai_api import AzureOpenAILLM from metagpt.provider.openai_api import OpenAILLM from metagpt.schema import Message @@ -24,17 +24,8 @@ class MockLLM(OriginalLLM): async def acompletion_text(self, messages: list[dict], stream=False, timeout=3) -> str: """Overwrite original acompletion_text to cancel retry""" if stream: - resp = self._achat_completion_stream(messages, timeout=timeout) - - collected_messages = [] - async for i in resp: - log_llm_stream(i) - collected_messages.append(i) - - full_reply_content = "".join(collected_messages) - usage = self._calc_usage(messages, full_reply_content) - self._update_costs(usage) - return full_reply_content + resp = await self._achat_completion_stream(messages, timeout=timeout) + return resp rsp = await self._achat_completion(messages, timeout=timeout) return self.get_choice_text(rsp) From 5e6b665f1509a1d0b8ffb3ae50f7ae0fb605b5d6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Tue, 5 Mar 2024 14:14:23 +0800 Subject: [PATCH 098/108] fixbug: llm.aask unit test failed --- metagpt/actions/rebuild_sequence_view.py | 4 ++++ metagpt/actions/skill_action.py | 1 + metagpt/actions/talk_action.py | 2 +- metagpt/memory/brain_memory.py | 2 ++ metagpt/roles/assistant.py | 2 +- 5 files changed, 9 insertions(+), 2 deletions(-) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index da57af52d..227d29872 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -166,6 +166,7 @@ class RebuildSequenceView(Action): "Translate the given markdown text to a Mermaid Sequence Diagram.", "Return the merged Mermaid sequence diagram in a markdown code block format.", ], + stream=False, ) sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") rows = await self.graph_db.select(subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW) @@ -317,6 +318,7 @@ class RebuildSequenceView(Action): "external system execute this use case.\n" '- a "relationship" key lists all the descriptions of relationship among these use cases.\n', ], + stream=False, ) code_blocks = parse_json_code_block(rsp) @@ -373,6 +375,7 @@ class RebuildSequenceView(Action): "Translate the markdown text to a Mermaid Sequence Diagram.", "Return a markdown mermaid code block.", ], + stream=False, ) sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") @@ -598,6 +601,7 @@ class RebuildSequenceView(Action): "Participants with the same name are considered identical.", "Return the merged Mermaid sequence diagram in a markdown code block format.", ], + stream=False, ) sequence_view = rsp.removeprefix("```mermaid").removesuffix("```") diff --git a/metagpt/actions/skill_action.py b/metagpt/actions/skill_action.py index b68596809..078ab008a 100644 --- a/metagpt/actions/skill_action.py +++ b/metagpt/actions/skill_action.py @@ -50,6 +50,7 @@ class ArgumentsParingAction(Action): rsp = await self.llm.aask( msg=prompt, system_msgs=["You are a function parser.", "You can convert spoken words into function parameters."], + stream=False, ) logger.debug(f"SKILL:{prompt}\n, RESULT:{rsp}") self.args = ArgumentsParingAction.parse_arguments(skill_name=self.skill.name, txt=rsp) diff --git a/metagpt/actions/talk_action.py b/metagpt/actions/talk_action.py index 0aac1c5a0..81f66f9a1 100644 --- a/metagpt/actions/talk_action.py +++ b/metagpt/actions/talk_action.py @@ -92,7 +92,7 @@ class TalkAction(Action): async def run(self, with_message=None, **kwargs) -> Message: msg, format_msgs, system_msgs = self.aask_args - rsp = await self.llm.aask(msg=msg, format_msgs=format_msgs, system_msgs=system_msgs) + rsp = await self.llm.aask(msg=msg, format_msgs=format_msgs, system_msgs=system_msgs, stream=False) self.rsp = Message(content=rsp, role="assistant", cause_by=self) return self.rsp diff --git a/metagpt/memory/brain_memory.py b/metagpt/memory/brain_memory.py index efdcacb4b..ca248d861 100644 --- a/metagpt/memory/brain_memory.py +++ b/metagpt/memory/brain_memory.py @@ -208,6 +208,7 @@ class BrainMemory(BaseModel): "You are a tool capable of determining whether two paragraphs are semantically related." 'Return "TRUE" if "Paragraph 1" is semantically relevant to "Paragraph 2", otherwise return "FALSE".' ], + stream=False, ) result = True if "TRUE" in rsp else False p2 = text2.replace("\n", "") @@ -234,6 +235,7 @@ class BrainMemory(BaseModel): "Do not supplement the context with information that is not present, especially regarding the subject and object.", "Return the augmented sentence.", ], + stream=False, ) logger.info(f"REWRITE:\nCommand: {prompt}\nRESULT: {rsp}\n") return rsp diff --git a/metagpt/roles/assistant.py b/metagpt/roles/assistant.py index 2774bd9b6..895fd8385 100644 --- a/metagpt/roles/assistant.py +++ b/metagpt/roles/assistant.py @@ -65,7 +65,7 @@ class Assistant(Role): prompt += f"If the text explicitly want you to {desc}, return `[SKILL]: {name}` brief and clear. For instance: [SKILL]: {name}\n" prompt += 'Otherwise, return `[TALK]: {talk}` brief and clear. For instance: if {talk} is "xxxx" return [TALK]: xxxx\n\n' prompt += f"Now what specific action is explicitly mentioned in the text: {last_talk}\n" - rsp = await self.llm.aask(prompt, ["You are an action classifier"]) + rsp = await self.llm.aask(prompt, ["You are an action classifier"], stream=False) logger.info(f"THINK: {prompt}\n, THINK RESULT: {rsp}\n") return await self._plan(rsp, last_talk=last_talk) From 04158811646673facb3b29dfb99c5c731c0c3ccc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Tue, 5 Mar 2024 14:18:45 +0800 Subject: [PATCH 099/108] fixbug: llm.aask unit test failed --- metagpt/memory/brain_memory.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/metagpt/memory/brain_memory.py b/metagpt/memory/brain_memory.py index ca248d861..c58148ead 100644 --- a/metagpt/memory/brain_memory.py +++ b/metagpt/memory/brain_memory.py @@ -186,7 +186,7 @@ class BrainMemory(BaseModel): summaries = [summary, command] msg = "\n".join(summaries) logger.debug(f"title ask:{msg}") - response = await llm.aask(msg=msg, system_msgs=[]) + response = await llm.aask(msg=msg, system_msgs=[], stream=False) logger.debug(f"title rsp: {response}") return response @@ -308,7 +308,7 @@ class BrainMemory(BaseModel): ] if keep_language: 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) + response = await self.llm.aask(msg=text, system_msgs=system_msgs, stream=False) logger.debug(f"{text}\nsummary rsp: {response}") return response From 8650fc2b196b79cb7c5e205e6019f409b1a369f9 Mon Sep 17 00:00:00 2001 From: better629 Date: Tue, 5 Mar 2024 14:25:59 +0800 Subject: [PATCH 100/108] fix langchain problem --- metagpt/document.py | 4 ++-- requirements.txt | 1 + 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/metagpt/document.py b/metagpt/document.py index f4fa0a489..2b47f5c47 100644 --- a/metagpt/document.py +++ b/metagpt/document.py @@ -11,12 +11,12 @@ from pathlib import Path from typing import Optional, Union import pandas as pd -from langchain.document_loaders import ( +from langchain.text_splitter import CharacterTextSplitter +from langchain_community.document_loaders import ( TextLoader, UnstructuredPDFLoader, UnstructuredWordDocumentLoader, ) -from langchain.text_splitter import CharacterTextSplitter from pydantic import BaseModel, ConfigDict, Field from tqdm import tqdm diff --git a/requirements.txt b/requirements.txt index a009464dd..64b174913 100644 --- a/requirements.txt +++ b/requirements.txt @@ -12,6 +12,7 @@ typer==0.9.0 # google_api_python_client==2.93.0 # Used by search_engine.py lancedb==0.4.0 langchain==0.1.8 +sqlalchemy==2.0.0 # along with langchain loguru==0.6.0 meilisearch==0.21.0 numpy>=1.24.3,<1.25.0 From 8239a110dc8acd06bdb2ec87f6338a684c8d21d4 Mon Sep 17 00:00:00 2001 From: MoyiTech Date: Wed, 6 Mar 2024 00:44:19 +0800 Subject: [PATCH 101/108] feat: fix JSONDecodeError error caused by incorrect indentation used in repair_llm.output in config2.example.yaml --- config/config2.example.yaml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/config/config2.example.yaml b/config/config2.example.yaml index a17d174b3..3a5cc3585 100644 --- a/config/config2.example.yaml +++ b/config/config2.example.yaml @@ -3,7 +3,6 @@ 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 - repair_llm_output: true # when the output is not a valid json, try to repair it proxy: "YOUR_PROXY" # for LLM API requests pricing_plan: "" # Optional. If invalid, it will be automatically filled in with the value of the `model`. # Azure-exclusive pricing plan mappings： @@ -13,6 +12,8 @@ llm: # - gpt-4 8k: "gpt-4" # See for more: https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/ +repair_llm_output: true # when the output is not a valid json, try to repair it + proxy: "YOUR_PROXY" # for tools like requests, playwright, selenium, etc. search: From a7eaf6666c43b42d26cf20fd7e09cc62602e7f50 Mon Sep 17 00:00:00 2001 From: Abhishek0075 Date: Tue, 5 Mar 2024 23:33:10 +0530 Subject: [PATCH 102/108] change in two examples file --- examples/debate.py | 2 +- examples/search_with_specific_engine.py | 31 ++++++++++++++++++------- 2 files changed, 23 insertions(+), 10 deletions(-) diff --git a/examples/debate.py b/examples/debate.py index 72ab8796d..22cfbf39e 100644 --- a/examples/debate.py +++ b/examples/debate.py @@ -105,4 +105,4 @@ def main(idea: str, investment: float = 3.0, n_round: int = 10): if __name__ == "__main__": - fire.Fire(main) + fire.Fire(main) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5 diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py index 97b1378ee..c9fa0395e 100644 --- a/examples/search_with_specific_engine.py +++ b/examples/search_with_specific_engine.py @@ -6,19 +6,32 @@ import asyncio from metagpt.roles import Searcher from metagpt.tools.search_engine import SearchEngine, SearchEngineType - +from metagpt.config2 import Config async def main(): question = "What are the most interesting human facts?" - kwargs = {"api_key": "", "cse_id": "", "proxy": None} - # Serper API - # await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPER_GOOGLE, **kwargs)).run(question) - # SerpAPI - # await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPAPI_GOOGLE, **kwargs)).run(question) - # Google API - # await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DIRECT_GOOGLE, **kwargs)).run(question) + + search = Config.default().search + kwargs = {"api_key": search.api_key, "cse_id": search.cse_id, "proxy": None} + + if(search.api_type == SearchEngineType.DIRECT_GOOGLE): + # Google API + await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DIRECT_GOOGLE, **kwargs)).run(question) + elif(search.api_type == SearchEngineType.SERPER_GOOGLE): + # Serper API + await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPER_GOOGLE, **kwargs)).run(question) + elif(search.api_type == SearchEngineType.SERPAPI_GOOGLE): + # SerpAPI + await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPAPI_GOOGLE, **kwargs)).run(question) + else: + # DDG API + await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) + + + + # # DDG API - await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) + # await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) if __name__ == "__main__": From 5caa03d6952b7d69f0cf76df65753181b0b08172 Mon Sep 17 00:00:00 2001 From: Abhishek0075 Date: Wed, 6 Mar 2024 01:41:13 +0530 Subject: [PATCH 103/108] small change --- examples/search_with_specific_engine.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py index c9fa0395e..5fc17824b 100644 --- a/examples/search_with_specific_engine.py +++ b/examples/search_with_specific_engine.py @@ -27,12 +27,5 @@ async def main(): # DDG API await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) - - - # - # DDG API - # await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) - - if __name__ == "__main__": asyncio.run(main()) From 6ffa22ea335196864aaf57ebbaf32a20519d41bf Mon Sep 17 00:00:00 2001 From: Abhishek0075 Date: Wed, 6 Mar 2024 10:50:31 +0530 Subject: [PATCH 104/108] black reformatting done --- examples/search_with_specific_engine.py | 30 ++++++++++++++++--------- 1 file changed, 20 insertions(+), 10 deletions(-) diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py index 5fc17824b..11c9b2315 100644 --- a/examples/search_with_specific_engine.py +++ b/examples/search_with_specific_engine.py @@ -8,24 +8,34 @@ from metagpt.roles import Searcher from metagpt.tools.search_engine import SearchEngine, SearchEngineType from metagpt.config2 import Config + async def main(): question = "What are the most interesting human facts?" - + search = Config.default().search kwargs = {"api_key": search.api_key, "cse_id": search.cse_id, "proxy": None} - - if(search.api_type == SearchEngineType.DIRECT_GOOGLE): + + if search.api_type == SearchEngineType.DIRECT_GOOGLE: # Google API - await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DIRECT_GOOGLE, **kwargs)).run(question) - elif(search.api_type == SearchEngineType.SERPER_GOOGLE): + await Searcher( + search_engine=SearchEngine(engine=SearchEngineType.DIRECT_GOOGLE, **kwargs) + ).run(question) + elif search.api_type == SearchEngineType.SERPER_GOOGLE: # Serper API - await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPER_GOOGLE, **kwargs)).run(question) - elif(search.api_type == SearchEngineType.SERPAPI_GOOGLE): + await Searcher( + search_engine=SearchEngine(engine=SearchEngineType.SERPER_GOOGLE, **kwargs) + ).run(question) + elif search.api_type == SearchEngineType.SERPAPI_GOOGLE: # SerpAPI - await Searcher(search_engine=SearchEngine(engine=SearchEngineType.SERPAPI_GOOGLE, **kwargs)).run(question) + await Searcher( + search_engine=SearchEngine(engine=SearchEngineType.SERPAPI_GOOGLE, **kwargs) + ).run(question) else: # DDG API - await Searcher(search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs)).run(question) - + await Searcher( + search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs) + ).run(question) + + if __name__ == "__main__": asyncio.run(main()) From 3fee7a5368fff9218576710ff4f0b85d7f3bb8cd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Wed, 6 Mar 2024 19:30:06 +0800 Subject: [PATCH 105/108] feat: +rfc197 example --- examples/reverse_engineering.py | 72 ++++++++++++++++++ metagpt/actions/rebuild_class_view.py | 2 +- metagpt/actions/rebuild_sequence_view.py | 75 ++++++++----------- metagpt/repo_parser.py | 13 +++- .../actions/test_rebuild_class_view.py | 1 - .../actions/test_rebuild_sequence_view.py | 2 + 6 files changed, 118 insertions(+), 47 deletions(-) create mode 100644 examples/reverse_engineering.py diff --git a/examples/reverse_engineering.py b/examples/reverse_engineering.py new file mode 100644 index 000000000..f80fc09e6 --- /dev/null +++ b/examples/reverse_engineering.py @@ -0,0 +1,72 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- + +import asyncio +import shutil +from pathlib import Path + +import typer + +from metagpt.actions.rebuild_class_view import RebuildClassView +from metagpt.actions.rebuild_sequence_view import RebuildSequenceView +from metagpt.context import Context +from metagpt.llm import LLM +from metagpt.logs import logger +from metagpt.utils.git_repository import GitRepository +from metagpt.utils.project_repo import ProjectRepo + +app = typer.Typer(add_completion=False, pretty_exceptions_show_locals=False) + + +@app.command("", help="Python project reverse engineering.") +def startup( + project_root: str = typer.Argument( + default="", + help="Specify the root directory of the existing project for reverse engineering.", + ), + output_dir: str = typer.Option(default="", help="Specify the output directory path for reverse engineering."), +): + package_root = Path(project_root) + if not package_root.exists(): + raise FileNotFoundError(f"{project_root} not exists") + if not _is_python_package_root(package_root): + raise FileNotFoundError(f'There are no "*.py" files under "{project_root}".') + init_file = package_root / "__init__.py" # used by pyreverse + init_file_exists = init_file.exists() + if not init_file_exists: + init_file.touch() + + if not output_dir: + output_dir = package_root / "../reverse_engineering_output" + logger.info(f"output dir:{output_dir}") + try: + asyncio.run(reverse_engineering(package_root, Path(output_dir))) + finally: + if not init_file_exists: + init_file.unlink(missing_ok=True) + tmp_dir = package_root / "__dot__" + if tmp_dir.exists(): + shutil.rmtree(tmp_dir, ignore_errors=True) + + +def _is_python_package_root(package_root: Path) -> bool: + for file_path in package_root.iterdir(): + if file_path.is_file(): + if file_path.suffix == ".py": + return True + return False + + +async def reverse_engineering(package_root: Path, output_dir: Path): + ctx = Context() + ctx.git_repo = GitRepository(output_dir) + ctx.repo = ProjectRepo(ctx.git_repo) + action = RebuildClassView(name="ReverseEngineering", i_context=str(package_root), llm=LLM(), context=ctx) + await action.run() + + action = RebuildSequenceView(name="ReverseEngineering", llm=LLM(), context=ctx) + await action.run() + + +if __name__ == "__main__": + app() diff --git a/metagpt/actions/rebuild_class_view.py b/metagpt/actions/rebuild_class_view.py index 6dd5690b6..ff030ec87 100644 --- a/metagpt/actions/rebuild_class_view.py +++ b/metagpt/actions/rebuild_class_view.py @@ -76,7 +76,7 @@ class RebuildClassView(Action): 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 - filename = str(pathname.with_suffix(".mmd")) + filename = str(pathname.with_suffix(".class_diagram.mmd")) async with aiofiles.open(filename, mode="w", encoding="utf-8") as writer: content = "classDiagram\n" logger.debug(content) diff --git a/metagpt/actions/rebuild_sequence_view.py b/metagpt/actions/rebuild_sequence_view.py index 227d29872..0e67de908 100644 --- a/metagpt/actions/rebuild_sequence_view.py +++ b/metagpt/actions/rebuild_sequence_view.py @@ -12,7 +12,7 @@ from __future__ import annotations import re from datetime import datetime from pathlib import Path -from typing import List, Optional +from typing import List, Optional, Set from pydantic import BaseModel from tenacity import retry, stop_after_attempt, wait_random_exponential @@ -125,7 +125,7 @@ class RebuildSequenceView(Action): if prefix in r.subject: classes.append(r) await self._rebuild_use_case(r.subject) - participants = set() + participants = await self._search_participants(split_namespace(entry.subject)[0]) class_details = [] class_views = [] for c in classes: @@ -171,7 +171,8 @@ class RebuildSequenceView(Action): 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_) + if r.predicate == GraphKeyword.HAS_SEQUENCE_VIEW: + await self.graph_db.delete(subject=r.subject, predicate=r.predicate, object_=r.object_) await self.graph_db.insert( subject=entry.subject, predicate=GraphKeyword.HAS_SEQUENCE_VIEW, object_=sequence_view ) @@ -184,7 +185,7 @@ class RebuildSequenceView(Action): await self.graph_db.insert( subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(c.subject) ) - await self.graph_db.save() + await self._save_sequence_view(subject=entry.subject, content=sequence_view) async def _merge_sequence_view(self, entry: SPO) -> bool: """ @@ -267,38 +268,6 @@ class RebuildSequenceView(Action): 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=[ @@ -327,7 +296,6 @@ class RebuildSequenceView(Action): 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), @@ -347,7 +315,6 @@ class RebuildSequenceView(Action): 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) @@ -382,7 +349,6 @@ class RebuildSequenceView(Action): 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: str) -> List[str]: """ @@ -574,14 +540,12 @@ class RebuildSequenceView(Action): 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_=auto_namespace(r.subject) ) - await self.graph_db.save() return participant = participants[0] @@ -619,4 +583,31 @@ class RebuildSequenceView(Action): await self.graph_db.insert( subject=entry.subject, predicate=GraphKeyword.HAS_PARTICIPANT, object_=auto_namespace(participant.subject) ) - await self.graph_db.save() + await self._save_sequence_view(subject=entry.subject, content=sequence_view) + + async def _save_sequence_view(self, subject: str, content: str): + pattern = re.compile(r"[^a-zA-Z0-9]") + name = re.sub(pattern, "_", subject) + filename = Path(name).with_suffix(".sequence_diagram.mmd") + await self.context.repo.resources.data_api_design.save(filename=str(filename), content=content) + + async def _search_participants(self, filename: str) -> Set: + content = await self._get_source_code(filename) + + rsp = await self.llm.aask( + msg=content, + system_msgs=[ + "You are a tool for listing all class names used in a source file.", + "Return a markdown JSON object with: " + '- a "class_names" key containing the list of class names used in the file; ' + '- a "reasons" key lists all reason objects, each object containing a "class_name" key for class name, a "reference" key explaining the line where the class has been used.', + ], + ) + + class _Data(BaseModel): + class_names: List[str] + reasons: List + + json_blocks = parse_json_code_block(rsp) + data = _Data.model_validate_json(json_blocks[0]) + return set(data.class_names) diff --git a/metagpt/repo_parser.py b/metagpt/repo_parser.py index 15842fdfb..bc3bae662 100644 --- a/metagpt/repo_parser.py +++ b/metagpt/repo_parser.py @@ -722,14 +722,19 @@ class RepoParser(BaseModel): path = Path(path) if not path.exists(): return + init_file = path / "__init__.py" + if not init_file.exists(): + raise ValueError("Failed to import module __init__ with error:No module named __init__.") command = f"pyreverse {str(path)} -o dot" - result = subprocess.run(command, shell=True, check=True, cwd=str(path)) + output_dir = path / "__dot__" + output_dir.mkdir(parents=True, exist_ok=True) + result = subprocess.run(command, shell=True, check=True, cwd=str(output_dir)) if result.returncode != 0: raise ValueError(f"{result}") - class_view_pathname = path / "classes.dot" + class_view_pathname = output_dir / "classes.dot" class_views = await self._parse_classes(class_view_pathname) relationship_views = await self._parse_class_relationships(class_view_pathname) - packages_pathname = path / "packages.dot" + packages_pathname = output_dir / "packages.dot" class_views, relationship_views, package_root = RepoParser._repair_namespaces( class_views=class_views, relationship_views=relationship_views, path=path ) @@ -975,6 +980,8 @@ class RepoParser(BaseModel): file_ns = file_ns[0:ix] continue break + if file_ns == "": + return "" internal_ns = package[ix + 1 :] ns = mappings[file_ns] + ":" + internal_ns.replace(".", ":") return ns diff --git a/tests/metagpt/actions/test_rebuild_class_view.py b/tests/metagpt/actions/test_rebuild_class_view.py index 4414c2000..3731cd598 100644 --- a/tests/metagpt/actions/test_rebuild_class_view.py +++ b/tests/metagpt/actions/test_rebuild_class_view.py @@ -14,7 +14,6 @@ from metagpt.actions.rebuild_class_view import RebuildClassView from metagpt.llm import LLM -@pytest.mark.skip @pytest.mark.asyncio async def test_rebuild(context): action = RebuildClassView( diff --git a/tests/metagpt/actions/test_rebuild_sequence_view.py b/tests/metagpt/actions/test_rebuild_sequence_view.py index 1daea22a4..0e10e3776 100644 --- a/tests/metagpt/actions/test_rebuild_sequence_view.py +++ b/tests/metagpt/actions/test_rebuild_sequence_view.py @@ -47,6 +47,8 @@ async def test_rebuild(context, mocker): context=context, ) await action.run() + rows = await action.graph_db.select() + assert rows assert context.repo.docs.graph_repo.changed_files From e4203e54fa802bf01d845dfa588a61a2b92ddbd5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=8E=98=E6=9D=83=20=E9=A9=AC?= Date: Thu, 7 Mar 2024 11:08:05 +0800 Subject: [PATCH 106/108] feat: +SECURITY.md --- SECURITY.md | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 SECURITY.md diff --git a/SECURITY.md b/SECURITY.md new file mode 100644 index 000000000..623e6e556 --- /dev/null +++ b/SECURITY.md @@ -0,0 +1,14 @@ +# Security Policy + +## Supported Versions + +| Version | Supported | +|---------|--------------------| + | 7.x | :x: | + | 6.x | :x: | +| < 6.x | :x: | + + +## Reporting a Vulnerability + +If you have any vulnerability reports, please contact alexanderwu@deepwisdom.ai . \ No newline at end of file From a5f278c297499fcf596f09d84bb09043ad827dc5 Mon Sep 17 00:00:00 2001 From: Abhishek0075 Date: Thu, 7 Mar 2024 10:51:35 +0530 Subject: [PATCH 107/108] Applied precommit hooks --- examples/debate.py | 18 +++++++++++++----- examples/search_with_specific_engine.py | 2 +- 2 files changed, 14 insertions(+), 6 deletions(-) diff --git a/examples/debate.py b/examples/debate.py index 22cfbf39e..f6c0f1313 100644 --- a/examples/debate.py +++ b/examples/debate.py @@ -5,12 +5,12 @@ Author: garylin2099 @Modified By: mashenquan, 2023-11-1. In accordance with Chapter 2.1.3 of RFC 116, modify the data type of the `send_to` value of the `Message` object; modify the argument type of `get_by_actions`. """ + import asyncio import platform from typing import Any import fire - from metagpt.actions import Action, UserRequirement from metagpt.logs import logger from metagpt.roles import Role @@ -34,7 +34,9 @@ class SpeakAloud(Action): name: str = "SpeakAloud" async def run(self, context: str, name: str, opponent_name: str): - prompt = self.PROMPT_TEMPLATE.format(context=context, name=name, opponent_name=opponent_name) + prompt = self.PROMPT_TEMPLATE.format( + context=context, name=name, opponent_name=opponent_name + ) # logger.info(prompt) rsp = await self._aask(prompt) @@ -66,7 +68,9 @@ class Debator(Role): context = "\n".join(f"{msg.sent_from}: {msg.content}" for msg in memories) # print(context) - rsp = await todo.run(context=context, name=self.name, opponent_name=self.opponent_name) + rsp = await todo.run( + context=context, name=self.name, opponent_name=self.opponent_name + ) msg = Message( content=rsp, @@ -87,7 +91,9 @@ async def debate(idea: str, investment: float = 3.0, n_round: int = 5): team = Team() team.hire([Biden, Trump]) team.invest(investment) - team.run_project(idea, send_to="Biden") # send debate topic to Biden and let him speak first + team.run_project( + idea, send_to="Biden" + ) # send debate topic to Biden and let him speak first await team.run(n_round=n_round) @@ -105,4 +111,6 @@ def main(idea: str, investment: float = 3.0, n_round: int = 10): if __name__ == "__main__": - fire.Fire(main) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5 + fire.Fire( + main + ) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5 diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py index 11c9b2315..64d5c6e5f 100644 --- a/examples/search_with_specific_engine.py +++ b/examples/search_with_specific_engine.py @@ -4,9 +4,9 @@ """ import asyncio +from metagpt.config2 import Config from metagpt.roles import Searcher from metagpt.tools.search_engine import SearchEngine, SearchEngineType -from metagpt.config2 import Config async def main(): From cbfbecb48767b86beb939fe83e116ecdeb0c4865 Mon Sep 17 00:00:00 2001 From: Abhishek <95518276+Abhishek0075@users.noreply.github.com> Date: Fri, 8 Mar 2024 08:15:13 +0000 Subject: [PATCH 108/108] reformatting done --- examples/debate.py | 17 +++++------------ examples/search_with_specific_engine.py | 24 ++---------------------- 2 files changed, 7 insertions(+), 34 deletions(-) diff --git a/examples/debate.py b/examples/debate.py index f6c0f1313..56df16b4f 100644 --- a/examples/debate.py +++ b/examples/debate.py @@ -11,6 +11,7 @@ import platform from typing import Any import fire + from metagpt.actions import Action, UserRequirement from metagpt.logs import logger from metagpt.roles import Role @@ -34,9 +35,7 @@ class SpeakAloud(Action): name: str = "SpeakAloud" async def run(self, context: str, name: str, opponent_name: str): - prompt = self.PROMPT_TEMPLATE.format( - context=context, name=name, opponent_name=opponent_name - ) + prompt = self.PROMPT_TEMPLATE.format(context=context, name=name, opponent_name=opponent_name) # logger.info(prompt) rsp = await self._aask(prompt) @@ -68,9 +67,7 @@ class Debator(Role): context = "\n".join(f"{msg.sent_from}: {msg.content}" for msg in memories) # print(context) - rsp = await todo.run( - context=context, name=self.name, opponent_name=self.opponent_name - ) + rsp = await todo.run(context=context, name=self.name, opponent_name=self.opponent_name) msg = Message( content=rsp, @@ -91,9 +88,7 @@ async def debate(idea: str, investment: float = 3.0, n_round: int = 5): team = Team() team.hire([Biden, Trump]) team.invest(investment) - team.run_project( - idea, send_to="Biden" - ) # send debate topic to Biden and let him speak first + team.run_project(idea, send_to="Biden") # send debate topic to Biden and let him speak first await team.run(n_round=n_round) @@ -111,6 +106,4 @@ def main(idea: str, investment: float = 3.0, n_round: int = 10): if __name__ == "__main__": - fire.Fire( - main - ) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5 + fire.Fire(main) # run as python debate.py --idea="TOPIC" --investment=3.0 --n_round=5 diff --git a/examples/search_with_specific_engine.py b/examples/search_with_specific_engine.py index 64d5c6e5f..1eee762d5 100644 --- a/examples/search_with_specific_engine.py +++ b/examples/search_with_specific_engine.py @@ -6,7 +6,7 @@ import asyncio from metagpt.config2 import Config from metagpt.roles import Searcher -from metagpt.tools.search_engine import SearchEngine, SearchEngineType +from metagpt.tools.search_engine import SearchEngine async def main(): @@ -14,27 +14,7 @@ async def main(): search = Config.default().search kwargs = {"api_key": search.api_key, "cse_id": search.cse_id, "proxy": None} - - if search.api_type == SearchEngineType.DIRECT_GOOGLE: - # Google API - await Searcher( - search_engine=SearchEngine(engine=SearchEngineType.DIRECT_GOOGLE, **kwargs) - ).run(question) - elif search.api_type == SearchEngineType.SERPER_GOOGLE: - # Serper API - await Searcher( - search_engine=SearchEngine(engine=SearchEngineType.SERPER_GOOGLE, **kwargs) - ).run(question) - elif search.api_type == SearchEngineType.SERPAPI_GOOGLE: - # SerpAPI - await Searcher( - search_engine=SearchEngine(engine=SearchEngineType.SERPAPI_GOOGLE, **kwargs) - ).run(question) - else: - # DDG API - await Searcher( - search_engine=SearchEngine(engine=SearchEngineType.DUCK_DUCK_GO, **kwargs) - ).run(question) + await Searcher(search_engine=SearchEngine(engine=search.api_type, **kwargs)).run(question) if __name__ == "__main__":