From 41907b1fe332906c542168d2f04fd93ef91bf122 Mon Sep 17 00:00:00 2001 From: geekan Date: Wed, 31 Jan 2024 13:57:32 +0800 Subject: [PATCH 1/2] add action graph, solver, search space. --- metagpt/actions/action_graph.py | 58 ++++++++ metagpt/actions/action_node.py | 159 ++++++++++++---------- metagpt/strategy/search_space.py | 20 +++ metagpt/strategy/solver.py | 77 +++++++++++ tests/data/rsp_cache.json | 37 ++++- tests/metagpt/actions/test_action_node.py | 43 +++++- tests/metagpt/strategy/test_solver.py | 47 +++++++ 7 files changed, 366 insertions(+), 75 deletions(-) create mode 100644 metagpt/actions/action_graph.py create mode 100644 metagpt/strategy/search_space.py create mode 100644 metagpt/strategy/solver.py create mode 100644 tests/metagpt/strategy/test_solver.py diff --git a/metagpt/actions/action_graph.py b/metagpt/actions/action_graph.py new file mode 100644 index 000000000..8570778c7 --- /dev/null +++ b/metagpt/actions/action_graph.py @@ -0,0 +1,58 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2024/1/30 13:52 +@Author : alexanderwu +@File : action_graph.py +""" +from __future__ import annotations + +# from metagpt.actions.action_node import ActionNode + + +class ActionGraph: + """ActionGraph: 用于定义一个图，图中的节点是 ActionNode 实例，节点间的依赖关系是有向边。""" + + def __init__(self): + self.nodes = {} + self.edges = {} + self.execution_order = [] + + def add_node(self, node): + """ + 添加一个节点到图中。 + :param node: ActionNode 实例 + """ + self.nodes[node.key] = node + + def add_edge(self, from_node: "ActionNode", to_node: "ActionNode"): + """ + 定义节点间的依赖关系。 + :param from_node: 节点标识 + :param to_node: 节点标识 + """ + if from_node.key not in self.edges: + self.edges[from_node.key] = [] + self.edges[from_node.key].append(to_node.key) + from_node.add_next(to_node) + to_node.add_prev(from_node) + + def topological_sort(self): + """ + 实现拓扑排序来确定执行顺序。 + """ + visited = set() + stack = [] + + def visit(k): + if k not in visited: + visited.add(k) + if k in self.edges: + for next_node in self.edges[k]: + visit(next_node) + stack.insert(0, k) + + for key in self.nodes: + visit(key) + + self.execution_order = stack diff --git a/metagpt/actions/action_node.py b/metagpt/actions/action_node.py index 162ab90eb..a3efb214e 100644 --- a/metagpt/actions/action_node.py +++ b/metagpt/actions/action_node.py @@ -9,6 +9,7 @@ NOTE: You should use typing.List instead of list to do type annotation. Because we can use typing to extract the type of the node, but we cannot use built-in list to extract. """ import json +import typing from enum import Enum from typing import Any, Dict, List, Optional, Tuple, Type, Union @@ -39,7 +40,6 @@ TAG = "CONTENT" LANGUAGE_CONSTRAINT = "Language: Please use the same language as Human INPUT." FORMAT_CONSTRAINT = f"Format: output wrapped inside [{TAG}][/{TAG}] like format example, nothing else." - SIMPLE_TEMPLATE = """ ## context {context} @@ -131,6 +131,8 @@ class ActionNode: # Action Input key: str # Product Requirement / File list / Code + func: typing.Callable # 与节点相关联的函数或LLM调用 + params: Dict[str, Type] # 输入参数的字典，键为参数名，值为参数类型 expected_type: Type # such as str / int / float etc. # context: str # everything in the history. instruction: str # the instructions should be followed. @@ -140,6 +142,10 @@ class ActionNode: content: str instruct_content: BaseModel + # For ActionGraph + prevs: List["ActionNode"] # previous nodes + nexts: List["ActionNode"] # next nodes + def __init__( self, key: str, @@ -157,6 +163,8 @@ class ActionNode: self.content = content self.children = children if children is not None else {} self.schema = schema + self.prevs = [] + self.nexts = [] def __str__(self): return ( @@ -167,6 +175,14 @@ class ActionNode: def __repr__(self): return self.__str__() + def add_prev(self, node: "ActionNode"): + """增加前置ActionNode""" + self.prevs.append(node) + + def add_next(self, node: "ActionNode"): + """增加后置ActionNode""" + self.nexts.append(node) + def add_child(self, node: "ActionNode"): """增加子ActionNode""" self.children[node.key] = node @@ -186,41 +202,38 @@ class ActionNode: obj.add_children(nodes) return obj - def get_children_mapping_old(self, exclude=None) -> Dict[str, Tuple[Type, Any]]: - """获得子ActionNode的字典，以key索引""" + def _get_children_mapping(self, exclude=None) -> Dict[str, Any]: + """获得子ActionNode的字典，以key索引，支持多级结构。""" exclude = exclude or [] - return {k: (v.expected_type, ...) for k, v in self.children.items() if k not in exclude} - def get_children_mapping(self, exclude=None) -> Dict[str, Tuple[Type, Any]]: - """获得子ActionNode的字典，以key索引，支持多级结构""" - exclude = exclude or [] - mapping = {} - - def _get_mapping(node: "ActionNode", prefix: str = ""): + def _get_mapping(node: "ActionNode") -> Dict[str, Any]: + mapping = {} for key, child in node.children.items(): if key in exclude: continue - full_key = f"{prefix}{key}" - mapping[full_key] = (child.expected_type, ...) - _get_mapping(child, prefix=f"{full_key}.") + # 对于嵌套的子节点，递归调用 _get_mapping + if child.children: + mapping[key] = _get_mapping(child) + else: + mapping[key] = (child.expected_type, Field(default=child.example, description=child.instruction)) + return mapping - _get_mapping(self) - return mapping + return _get_mapping(self) - def get_self_mapping(self) -> Dict[str, Tuple[Type, Any]]: + def _get_self_mapping(self) -> Dict[str, Tuple[Type, Any]]: """get self key: type mapping""" return {self.key: (self.expected_type, ...)} def get_mapping(self, mode="children", exclude=None) -> Dict[str, Tuple[Type, Any]]: """get key: type mapping under mode""" if mode == "children" or (mode == "auto" and self.children): - return self.get_children_mapping(exclude=exclude) - return {} if exclude and self.key in exclude else self.get_self_mapping() + return self._get_children_mapping(exclude=exclude) + return {} if exclude and self.key in exclude else self._get_self_mapping() @classmethod @register_action_outcls def create_model_class(cls, class_name: str, mapping: Dict[str, Tuple[Type, Any]]): - """基于pydantic v1的模型动态生成，用来检验结果类型正确性""" + """基于pydantic v2的模型动态生成，用来检验结果类型正确性""" def check_fields(cls, values): required_fields = set(mapping.keys()) @@ -235,7 +248,17 @@ class ActionNode: validators = {"check_missing_fields_validator": model_validator(mode="before")(check_fields)} - new_class = create_model(class_name, __validators__=validators, **mapping) + new_fields = {} + for field_name, field_value in mapping.items(): + if isinstance(field_value, dict): + # 对于嵌套结构，递归创建模型类 + nested_class_name = f"{class_name}_{field_name}" + nested_class = cls.create_model_class(nested_class_name, field_value) + new_fields[field_name] = (nested_class, ...) + else: + new_fields[field_name] = field_value + + new_class = create_model(class_name, __validators__=validators, **new_fields) return new_class def create_class(self, mode: str = "auto", class_name: str = None, exclude=None): @@ -243,39 +266,48 @@ class ActionNode: mapping = self.get_mapping(mode=mode, exclude=exclude) return self.create_model_class(class_name, mapping) - def create_children_class(self, exclude=None): + def _create_children_class(self, exclude=None): """使用object内有的字段直接生成model_class""" class_name = f"{self.key}_AN" - mapping = self.get_children_mapping(exclude=exclude) + mapping = self._get_children_mapping(exclude=exclude) return self.create_model_class(class_name, mapping) def to_dict(self, format_func=None, mode="auto", exclude=None) -> Dict: """将当前节点与子节点都按照node: format的格式组织成字典""" + nodes = self._to_dict(format_func=format_func, mode=mode, exclude=exclude) + if not isinstance(nodes, dict): + nodes = {self.key: nodes} + return nodes - # 如果没有提供格式化函数，使用默认的格式化方式 + def _to_dict(self, format_func=None, mode="auto", exclude=None) -> Dict: + """将当前节点与子节点都按照node: format的格式组织成字典""" + + # 如果没有提供格式化函数，则使用默认的格式化函数 if format_func is None: - format_func = lambda node: f"{node.instruction}" + format_func = lambda node: node.instruction # 使用提供的格式化函数来格式化当前节点的值 formatted_value = format_func(self) # 创建当前节点的键值对 - if mode == "children" or (mode == "auto" and self.children): - node_dict = {} + if (mode == "children" or mode == "auto") and self.children: + node_value = {} else: - node_dict = {self.key: formatted_value} + node_value = formatted_value if mode == "root": - return node_dict + return {self.key: node_value} - # 遍历子节点并递归调用 to_dict 方法 + # 递归处理子节点 exclude = exclude or [] - for _, child_node in self.children.items(): - if child_node.key in exclude: + for child_key, child_node in self.children.items(): + if child_key in exclude: continue - node_dict.update(child_node.to_dict(format_func)) + # 递归调用 to_dict 方法并更新节点字典 + child_dict = child_node._to_dict(format_func, mode, exclude) + node_value[child_key] = child_dict - return node_dict + return node_value def update_instruct_content(self, incre_data: dict[str, Any]): assert self.instruct_content @@ -344,6 +376,17 @@ class ActionNode: if schema == "raw": return context + "\n\n## Actions\n" + LANGUAGE_CONSTRAINT + "\n" + self.instruction + ### 直接使用 pydantic BaseModel 生成 instruction 与 example，仅限 JSON + # child_class = self._create_children_class() + # node_schema = child_class.model_json_schema() + # defaults = { + # k: str(v) + # for k, v in child_class.model_fields.items() + # if k not in exclude + # } + # instruction = node_schema + # example = json.dumps(defaults, indent=4) + # FIXME: json instruction会带来格式问题，如："Project name": "web_2048 # 项目名称使用下划线", # compile example暂时不支持markdown instruction = self.compile_instruction(schema="markdown", mode=mode, exclude=exclude) @@ -454,7 +497,7 @@ class ActionNode: continue child = await i.simple_fill(schema=schema, mode=mode, timeout=timeout, exclude=exclude) tmp.update(child.instruct_content.model_dump()) - cls = self.create_children_class() + cls = self._create_children_class() self.instruct_content = cls(**tmp) return self @@ -645,49 +688,19 @@ class ActionNode: ActionNode: The root node of the created ActionNode tree. """ key = key or model.__name__ - root_node = cls(key=model.__name__, expected_type=Type[model], instruction="", example="") + root_node = cls(key=key, expected_type=Type[model], instruction="", example="") - for field_name, field_model in model.model_fields.items(): - # Extracting field details - expected_type = field_model.annotation - instruction = field_model.description or "" - example = field_model.default + for field_name, field_info in model.model_fields.items(): + field_type = field_info.annotation + description = field_info.description + default = field_info.default - # Check if the field is a Pydantic model itself. - # Use isinstance to avoid typing.List, typing.Dict, etc. (they are instances of type, not subclasses) - if isinstance(expected_type, type) and issubclass(expected_type, BaseModel): - # Recursively process the nested model - child_node = cls.from_pydantic(expected_type, key=field_name) + # Recursively handle nested models if needed + if not isinstance(field_type, typing._GenericAlias) and issubclass(field_type, BaseModel): + child_node = cls.from_pydantic(field_type, key=field_name) else: - child_node = cls(key=field_name, expected_type=expected_type, instruction=instruction, example=example) + child_node = cls(key=field_name, expected_type=field_type, instruction=description, example=default) root_node.add_child(child_node) return root_node - - -class ToolUse(BaseModel): - tool_name: str = Field(default="a", description="tool name", examples=[]) - - -class Task(BaseModel): - task_id: int = Field(default="1", description="task id", examples=[1, 2, 3]) - name: str = Field(default="Get data from ...", description="task name", examples=[]) - dependent_task_ids: List[int] = Field(default=[], description="dependent task ids", examples=[1, 2, 3]) - tool: ToolUse = Field(default=ToolUse(), description="tool use", examples=[]) - - -class Tasks(BaseModel): - tasks: List[Task] = Field(default=[], description="tasks", examples=[]) - - -if __name__ == "__main__": - node = ActionNode.from_pydantic(Tasks) - print("Tasks") - print(Tasks.model_json_schema()) - print("Task") - print(Task.model_json_schema()) - print(node) - prompt = node.compile(context="") - node.create_children_class() - print(prompt) diff --git a/metagpt/strategy/search_space.py b/metagpt/strategy/search_space.py new file mode 100644 index 000000000..c643a2f11 --- /dev/null +++ b/metagpt/strategy/search_space.py @@ -0,0 +1,20 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2024/1/30 17:15 +@Author : alexanderwu +@File : search_space.py +""" + + +class SearchSpace: + """SearchSpace: 用于定义一个搜索空间，搜索空间中的节点是 ActionNode 类。""" + + def __init__(self): + self.search_space = {} + + def add_node(self, node): + self.search_space[node.key] = node + + def get_node(self, key): + return self.search_space[key] diff --git a/metagpt/strategy/solver.py b/metagpt/strategy/solver.py new file mode 100644 index 000000000..bd21dda3e --- /dev/null +++ b/metagpt/strategy/solver.py @@ -0,0 +1,77 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2024/1/30 17:13 +@Author : alexanderwu +@File : solver.py +""" +from abc import abstractmethod + +from metagpt.actions.action_graph import ActionGraph +from metagpt.provider.base_llm import BaseLLM +from metagpt.strategy.search_space import SearchSpace + + +class BaseSolver: + """AbstractSolver: 用于定义一个抽象求解器，求解器中的搜索空间是 SearchSpace 实例，图是 ActionGraph 实例。""" + + def __init__(self, graph: ActionGraph, search_space: SearchSpace, llm: BaseLLM, context): + """ + :param graph: ActionGraph 实例 + :param search_space: SearchSpace 实例 + :param llm: BaseLLM + :param context: Context + """ + self.graph = graph + self.search_space = search_space + self.llm = llm + self.context = context + + @abstractmethod + async def solve(self): + """求解器的求解方法。""" + + +class NaiveSolver(BaseSolver): + """NaiveSolver: 直接循序执行给定的 graph""" + + async def solve(self): + self.graph.topological_sort() + for key in self.graph.execution_order: + op = self.graph.nodes[key] + await op.fill(self.context, self.llm, mode="root") + + +class TOTSolver(BaseSolver): + """TOTSolver: 通过拓扑排序执行给定的 graph""" + + async def solve(self): + raise NotImplementedError + + +class CodeInterpreterSolver(BaseSolver): + """CodeInterpreterSolver: 通过代码解释器执行给定的 graph""" + + async def solve(self): + raise NotImplementedError + + +class ReActSolver(BaseSolver): + """ReActSolver: 通过 ReAct 执行给定的 graph""" + + async def solve(self): + raise NotImplementedError + + +class IOSolver(BaseSolver): + """IOSolver: 通过 IO 执行给定的 graph""" + + async def solve(self): + raise NotImplementedError + + +class COTSolver(BaseSolver): + """COTSolver: 通过cot执行给定的 graph""" + + async def solve(self): + raise NotImplementedError diff --git a/tests/data/rsp_cache.json b/tests/data/rsp_cache.json index 92a600b67..998eb714f 100644 --- a/tests/data/rsp_cache.json +++ b/tests/data/rsp_cache.json @@ -277,5 +277,40 @@ "Given an instruction and several choices, decide which choice is most promising. Analyze each choice in detail, then conclude in the last line \"The best choice is {s}\", where s the integer id of the choice.\nChoice 3:\nEnsure there is enough space around you to avoid any obstacles.\n": "Choice 3: \n\nAnalyzing this choice, ensuring there is enough space around you to avoid any obstacles is a crucial step in maintaining safety and preventing accidents. By creating a buffer zone, you can react to unexpected obstacles or changes in the environment without risking collisions or other hazards.\n\nThe best choice is 3.", "Given an instruction and several choices, decide which choice is most promising. Analyze each choice in detail, then conclude in the last line \"The best choice is {s}\", where s the integer id of the choice.\nChoice 2:\nConsider a flat and stable surface, such as a grassy field or a gym mat.\n": "Choice 2: Considering a flat and stable surface, such as a grassy field or a gym mat, is the most promising option. This choice provides a safe and secure environment for the activity, reducing the risk of injury. A grassy field offers a natural and soft surface, while a gym mat provides cushioning and stability. Both options allow for comfortable movement and can accommodate various physical activities.\n\nThe best choice is 2.", "Given an instruction and several choices, decide which choice is most promising. Analyze each choice in detail, then conclude in the last line \"The best choice is {s}\", where s the integer id of the choice.\nChoice 4:\nPractice near a wall or with a spotter for safety.\n": "Choice 4: \n\nPractice near a wall or with a spotter for safety.\n\nAnalyzing this choice, practicing near a wall or with a spotter provides a safety measure to prevent accidents or injuries. When practicing a new skill or exercise, having a wall nearby can provide support and stability, reducing the risk of falling or losing balance. Similarly, having a spotter can offer assistance and guidance, ensuring that the practice is done safely and effectively.\n\nThe best choice is 4.", - "### Requirements\n1. Please summarize the latest dialogue based on the reference information (secondary) and dialogue history (primary). Do not include text that is irrelevant to the conversation.\n- The context is for reference only. If it is irrelevant to the user's search request history, please reduce its reference and usage.\n2. If there are citable links in the context, annotate them in the main text in the format [main text](citation link). If there are none in the context, do not write links.\n3. The reply should be graceful, clear, non-repetitive, smoothly written, and of moderate length, in {LANG}.\n\n### Dialogue History (For example)\nA: MLOps competitors\n\n### Current Question (For example)\nA: MLOps competitors\n\n### Current Reply (For example)\n1. Alteryx Designer: etc. if any\n2. Matlab: ditto\n3. IBM SPSS Statistics\n4. RapidMiner Studio\n5. DataRobot AI Platform\n6. Databricks Lakehouse Platform\n7. Amazon SageMaker\n8. Dataiku\n#SYSTEM_MSG_END#\n### Reference Information\nABC cleanser is preferred by many with oily skin.\nL'Oreal is a popular brand with many positive reviews.\n\n### Dialogue History\n\nuser: Which facial cleanser is good for oily skin?\n\n### Current Question\nuser: Which facial cleanser is good for oily skin?\n\n### Current Reply: Based on the information, please write the reply to the Question\n\n\n": "Based on the information provided, ABC cleanser is preferred by many with oily skin. It is a popular choice for individuals with oily skin due to its effectiveness. Additionally, L'Oreal is a well-known brand with many positive reviews, and they offer a range of products suitable for oily skin. Both of these options could be good choices for individuals with oily skin." + "### Requirements\n1. Please summarize the latest dialogue based on the reference information (secondary) and dialogue history (primary). Do not include text that is irrelevant to the conversation.\n- The context is for reference only. If it is irrelevant to the user's search request history, please reduce its reference and usage.\n2. If there are citable links in the context, annotate them in the main text in the format [main text](citation link). If there are none in the context, do not write links.\n3. The reply should be graceful, clear, non-repetitive, smoothly written, and of moderate length, in {LANG}.\n\n### Dialogue History (For example)\nA: MLOps competitors\n\n### Current Question (For example)\nA: MLOps competitors\n\n### Current Reply (For example)\n1. Alteryx Designer: etc. if any\n2. Matlab: ditto\n3. IBM SPSS Statistics\n4. RapidMiner Studio\n5. DataRobot AI Platform\n6. Databricks Lakehouse Platform\n7. Amazon SageMaker\n8. Dataiku\n#SYSTEM_MSG_END#\n### Reference Information\nABC cleanser is preferred by many with oily skin.\nL'Oreal is a popular brand with many positive reviews.\n\n### Dialogue History\n\nuser: Which facial cleanser is good for oily skin?\n\n### Current Question\nuser: Which facial cleanser is good for oily skin?\n\n### Current Reply: Based on the information, please write the reply to the Question\n\n\n": "Based on the information provided, ABC cleanser is preferred by many with oily skin. It is a popular choice for individuals with oily skin due to its effectiveness. Additionally, L'Oreal is a well-known brand with many positive reviews, and they offer a range of products suitable for oily skin. Both of these options could be good choices for individuals with oily skin.", + "\n## context\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Required Python packages\": [\n \"flask==1.1.2\",\n \"bcrypt==3.2.0\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"openapi: 3.0.0 ...\",\n \"Shared Knowledge\": \"`game.py` contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"Clarification needed on how to start and initialize third-party libraries.\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Required Python packages: typing.List[str] # Provide required Python packages in requirements.txt format.\n- Required Other language third-party packages: typing.List[str] # List down the required packages for languages other than Python.\n- Logic Analysis: typing.List[typing.List[str]] # Provide a list of files with the classes/methods/functions to be implemented, including dependency analysis and imports.\n- Task list: typing.List[str] # Break down the tasks into a list of filenames, prioritized by dependency order.\n- Full API spec: # Describe all APIs using OpenAPI 3.0 spec that may be used by both frontend and backend. If front-end and back-end communication is not required, leave it blank.\n- Shared Knowledge: # Detail any shared knowledge, like common utility functions or configuration variables.\n- Anything UNCLEAR: # Mention any unclear aspects in the project management context and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Required Python packages\": [\n \"pygame==2.0.1\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"\",\n \"Shared Knowledge\": \"`game.py` contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"Clarification needed on the scoring system and how the game over condition will be handled.\"\n}\n[/CONTENT]", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: game.py\n```python\n## game.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: game.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## game.py\n\nimport pygame\nimport random\n\nclass Snake:\n def __init__(self, start_pos: tuple, length: int, direction: str):\n self.body = [start_pos]\n self.direction = direction\n self.length = length\n\n def move(self):\n head = self.body[0]\n x, y = head\n if self.direction == 'UP':\n new_head = (x, y - 10)\n elif self.direction == 'DOWN':\n new_head = (x, y + 10)\n elif self.direction == 'LEFT':\n new_head = (x - 10, y)\n elif self.direction == 'RIGHT':\n new_head = (x + 10, y)\n self.body = [new_head] + self.body[:-1]\n\n def change_direction(self, new_direction: str):\n if new_direction in ['UP', 'DOWN', 'LEFT', 'RIGHT']:\n self.direction = new_direction\n\n def grow(self):\n self.length += 1\n self.body.append((0, 0)) # Set default value\n\nclass Game:\n def __init__(self):\n self.snake = Snake((100, 50), 1, 'RIGHT') # Set default value\n self.food = (200, 200) # Set default value\n self.score = 0 # Set default value\n\n def update(self):\n self.snake.move()\n if self.snake.body[0] == self.food:\n self.snake.grow()\n self.food = (random.randrange(0, 400, 10), random.randrange(0, 400, 10)) # Set default value\n\n def draw(self):\n pass # Set default value\n\n def handle_input(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n pygame.quit()\n quit()\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_UP:\n self.snake.change_direction('UP')\n elif event.key == pygame.K_DOWN:\n self.snake.change_direction('DOWN')\n elif event.key == pygame.K_LEFT:\n self.snake.change_direction('LEFT')\n elif event.key == pygame.K_RIGHT:\n self.snake.change_direction('RIGHT')\n\n def restart(self):\n self.snake = Snake((100, 50), 1, 'RIGHT') # Set default value\n self.food = (200, 200) # Set default value\n self.score = 0 # Set default value\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: game.py\n```Code\n## game.py\n\nimport pygame\nimport random\n\nclass Snake:\n def __init__(self, start_pos: tuple, length: int, direction: str):\n self.body = [start_pos]\n self.direction = direction\n self.length = length\n\n def move(self):\n head = self.body[0]\n x, y = head\n if self.direction == 'UP':\n new_head = (x, y - 10)\n elif self.direction == 'DOWN':\n new_head = (x, y + 10)\n elif self.direction == 'LEFT':\n new_head = (x - 10, y)\n elif self.direction == 'RIGHT':\n new_head = (x + 10, y)\n self.body = [new_head] + self.body[:-1]\n\n def change_direction(self, new_direction: str):\n if new_direction in ['UP', 'DOWN', 'LEFT', 'RIGHT']:\n self.direction = new_direction\n\n def grow(self):\n self.length += 1\n self.body.append((0, 0)) # Set default value\n\nclass Game:\n def __init__(self):\n self.snake = Snake((100, 50), 1, 'RIGHT') # Set default value\n self.food = (200, 200) # Set default value\n self.score = 0 # Set default value\n\n def update(self):\n self.snake.move()\n if self.snake.body[0] == self.food:\n self.snake.grow()\n self.food = (random.randrange(0, 400, 10), random.randrange(0, 400, 10)) # Set default value\n\n def draw(self):\n pass # Set default value\n\n def handle_input(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n pygame.quit()\n quit()\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_UP:\n self.snake.change_direction('UP')\n elif event.key == pygame.K_DOWN:\n self.snake.change_direction('DOWN')\n elif event.key == pygame.K_LEFT:\n self.snake.change_direction('LEFT')\n elif event.key == pygame.K_RIGHT:\n self.snake.change_direction('RIGHT')\n\n def restart(self):\n self.snake = Snake((100, 50), 1, 'RIGHT') # Set default value\n self.food = (200, 200) # Set default value\n self.score = 0 # Set default value\n\n```\n\n\n\n# Format example 1\n## Code Review: game.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: game.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: game.py\n1. The code is implemented as per the requirements. The Snake and Game classes are defined, and the necessary methods for updating, drawing, handling input, and restarting the game are implemented.\n2. The code logic is correct. The Snake class methods for moving, changing direction, and growing the snake are implemented properly. The Game class methods for updating the game state, handling input, and restarting the game are also correctly implemented.\n3. The existing code follows the defined \"Data structures and interfaces\" with the Snake and Game classes and their respective methods.\n4. All necessary functions are implemented as per the requirements.\n5. The necessary pre-dependencies, including the pygame package, are imported.\n6. The methods from other files are not being reused in the current code.\n\n## Actions\nNo actions required.\n\n## Code Review Result\nLGTM", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: main.py\n```python\n## main.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: main.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## main.py\n\nfrom game import Game\n\ndef main():\n game = Game()\n running = True\n\n while running:\n game.update()\n game.draw()\n game.handle_input()\n\n if game.game_over:\n game.restart()\n\nif __name__ == \"__main__\":\n main()\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: main.py\n```Code\n## main.py\n\nfrom game import Game\n\ndef main():\n game = Game()\n running = True\n\n while running:\n game.update()\n game.draw()\n game.handle_input()\n\n if game.game_over:\n game.restart()\n\nif __name__ == \"__main__\":\n main()\n\n```\n\n\n\n# Format example 1\n## Code Review: main.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: main.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: main.py\n1. Yes, the code is implemented as per the requirements.\n2. Yes, the code logic is completely correct.\n3. Yes, the existing code follows the \"Data structures and interfaces\".\n4. No, the `game_over` condition is not handled in the code. To achieve it, we need to add the implementation of the `game_over` condition in the `Game` class.\n5. Yes, all necessary pre-dependencies have been imported.\n6. Yes, methods from other files are being reused correctly.\n\n## Actions\n4. Implement the `game_over` condition in the `Game` class to handle the game over scenario.\n\n## Code Review Result\nLBTM", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: main.py\n```Code\n## main.py\n\nfrom game import Game\n\ndef main():\n game = Game()\n running = True\n\n while running:\n game.update()\n game.draw()\n game.handle_input()\n\n if game.game_over:\n game.restart()\n\nif __name__ == \"__main__\":\n main()\n\n```\n\n## Code Review: main.py\n1. Yes, the code is implemented as per the requirements.\n2. Yes, the code logic is completely correct.\n3. Yes, the existing code follows the \"Data structures and interfaces\".\n4. No, the `game_over` condition is not handled in the code. To achieve it, we need to add the implementation of the `game_over` condition in the `Game` class.\n5. Yes, all necessary pre-dependencies have been imported.\n6. Yes, methods from other files are being reused correctly.\n\n## Actions\n4. Implement the `game_over` condition in the `Game` class to handle the game over scenario.\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 main.py with triple quotes. Do your utmost to optimize THIS SINGLE FILE. Return all completed codes and prohibit the return of unfinished codes.\n```Code\n## main.py\n...\n```\n": "```Code\n## main.py\n\nfrom game import Game\n\ndef main():\n game = Game()\n running = True\n\n while running:\n game.update()\n game.draw()\n game.handle_input()\n\n if game.game_over():\n game.restart()\n\nif __name__ == \"__main__\":\n main()\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n{\"Implementation approach\":\"We will use the Pygame library to create the game and handle user input. The game logic will be implemented using Python classes and functions.\",\"File list\":[\"main.py\",\"game.py\"],\"Data structures and interfaces\":\"\\nclassDiagram\\n class Game {\\n -snake: list\\n -food: tuple\\n -score: int\\n +__init__()\\n +update()\\n +draw()\\n +handle_input()\\n +restart()\\n }\\n class Snake {\\n -body: list\\n -direction: str\\n +__init__(start_pos: tuple, length: int, direction: str)\\n +move()\\n +change_direction(new_direction: str)\\n +grow()\\n }\\n Game --> Snake\\n\",\"Program call flow\":\"\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: initialize game\\n G->>G: update game state\\n G->>G: draw game\\n G->>G: handle user input\\n G->>G: restart game\\n\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Task\n{\"Required Python packages\":[\"pygame==2.0.1\"],\"Required Other language third-party packages\":[\"No third-party dependencies required\"],\"Logic Analysis\":[[\"game.py\",\"Contains Game class and ... functions\"],[\"main.py\",\"Contains main function, from game import Game\"]],\"Task list\":[\"game.py\",\"main.py\"],\"Full API spec\":\"\",\"Shared Knowledge\":\"`game.py` contains functions shared across the project.\",\"Anything UNCLEAR\":\"Clarification needed on the scoring system and how the game over condition will be handled.\"}\n\n## Code Files\n\n\n\n## Code to be Reviewed: main.py\n```Code\n## main.py\n\nfrom game import Game\n\ndef main():\n game = Game()\n running = True\n\n while running:\n game.update()\n game.draw()\n game.handle_input()\n\n if game.game_over():\n game.restart()\n\nif __name__ == \"__main__\":\n main()\n\n```\n\n\n\n# Format example 1\n## Code Review: main.py\n1. No, we should fix the logic of class A due to ...\n2. ...\n3. ...\n4. No, function B is not implemented, ...\n5. ...\n6. ...\n\n## Actions\n1. Fix the `handle_events` method to update the game state only if a move is successful.\n ```python\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n return False\n if event.type == pygame.KEYDOWN:\n moved = False\n if event.key == pygame.K_UP:\n moved = self.game.move('UP')\n elif event.key == pygame.K_DOWN:\n moved = self.game.move('DOWN')\n elif event.key == pygame.K_LEFT:\n moved = self.game.move('LEFT')\n elif event.key == pygame.K_RIGHT:\n moved = self.game.move('RIGHT')\n if moved:\n # Update the game state only if a move was successful\n self.render()\n return True\n ```\n2. Implement function B\n\n## Code Review Result\nLBTM\n\n# Format example 2\n## Code Review: main.py\n1. Yes.\n2. Yes.\n3. Yes.\n4. Yes.\n5. Yes.\n6. Yes.\n\n## Actions\npass\n\n## Code Review Result\nLGTM\n\n\n\n# Instruction: Based on the actual code situation, follow one of the \"Format example\". Return only 1 file under review.\n\n## Code Review: Ordered List. Based on the \"Code to be Reviewed\", provide key, clear, concise, and specific answer. If any answer is no, explain how to fix it step by step.\n1. Is the code implemented as per the requirements? If not, how to achieve it? Analyse it step by step.\n2. Is the code logic completely correct? If there are errors, please indicate how to correct them.\n3. Does the existing code follow the \"Data structures and interfaces\"?\n4. Are all functions implemented? If there is no implementation, please indicate how to achieve it step by step.\n5. Have all necessary pre-dependencies been imported? If not, indicate which ones need to be imported\n6. Are methods from other files being reused correctly?\n\n## Actions: Ordered List. Things that should be done after CR, such as implementing class A and function B\n\n## Code Review Result: str. If the code doesn't have bugs, we don't need to rewrite it, so answer LGTM and stop. ONLY ANSWER LGTM/LBTM.\nLGTM/LBTM\n\n": "## Code Review: main.py\n1. The code is implemented as per the requirements. It initializes the game, updates the game state, draws the game, handles user input, and restarts the game when it's over.\n2. The code logic is correct, and it follows the expected flow of the game.\n3. The existing code follows the \"Data structures and interfaces\" as it uses classes and methods as described in the class diagram.\n4. All necessary functions are implemented as per the requirements.\n5. The necessary pre-dependencies have been imported, as the `pygame` package is imported.\n6. The methods from other files are being reused correctly.\n\n## Actions\npass\n\n## Code Review Result\nLGTM", + "\n## context\n{'Implementation approach': '我们将使用Python编程语言，并选择合适的开源框架来实现贪吃蛇游戏。我们将分析需求中的难点，并选择合适的开源框架来简化开发流程。', 'File list': ['main.py', 'game.py'], 'Data structures and interfaces': '\\nclassDiagram\\n class Game {\\n -int width\\n -int height\\n -int score\\n -int speed\\n -List snake\\n -Point food\\n +__init__(width: int, height: int, speed: int)\\n +start_game()\\n +change_direction(direction: str)\\n +game_over()\\n +update_snake()\\n +update_food()\\n +check_collision()\\n }\\n class Point {\\n -int x\\n -int y\\n +__init__(x: int, y: int)\\n }\\n Game --> Point\\n', 'Program call flow': '\\nsequenceDiagram\\n participant M as Main\\n participant G as Game\\n M->>G: start_game()\\n M->>G: change_direction(direction)\\n G->>G: update_snake()\\n G->>G: update_food()\\n G->>G: check_collision()\\n G-->>G: game_over()\\n', 'Anything UNCLEAR': ''}\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Required Python packages\": [\n \"flask==1.1.2\",\n \"bcrypt==3.2.0\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and ... functions\"\n ],\n [\n \"main.py\",\n \"Contains main function, from game import Game\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"openapi: 3.0.0 ...\",\n \"Shared Knowledge\": \"`game.py` contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"Clarification needed on how to start and initialize third-party libraries.\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Required Python packages: typing.List[str] # Provide required Python packages in requirements.txt format.\n- Required Other language third-party packages: typing.List[str] # List down the required packages for languages other than Python.\n- Logic Analysis: typing.List[typing.List[str]] # Provide a list of files with the classes/methods/functions to be implemented, including dependency analysis and imports.\n- Task list: typing.List[str] # Break down the tasks into a list of filenames, prioritized by dependency order.\n- Full API spec: # Describe all APIs using OpenAPI 3.0 spec that may be used by both frontend and backend. If front-end and back-end communication is not required, leave it blank.\n- Shared Knowledge: # Detail any shared knowledge, like common utility functions or configuration variables.\n- Anything UNCLEAR: # Mention any unclear aspects in the project management context and try to clarify them.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Required Python packages\": [\n \"pygame==2.0.1\"\n ],\n \"Required Other language third-party packages\": [\n \"No third-party dependencies required\"\n ],\n \"Logic Analysis\": [\n [\n \"game.py\",\n \"Contains Game class and related functions\"\n ],\n [\n \"main.py\",\n \"Contains the main function and imports Game from game.py\"\n ]\n ],\n \"Task list\": [\n \"game.py\",\n \"main.py\"\n ],\n \"Full API spec\": \"\",\n \"Shared Knowledge\": \"`game.py` contains functions shared across the project.\",\n \"Anything UNCLEAR\": \"\"\n}\n[/CONTENT]", + "\nNOTICE\nRole: You are a professional software engineer, and your main task is to review the code.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n-----\n# System Design\n```text\n\n{\"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.\"}\n\n```\n-----\n# Task\n```text\n\n{\"Required Python third-party packages\": [\"pygame==2.0.1\"], \"Required Other language third-party packages\": [\"No third-party packages required for other languages.\"], \"Full API spec\": \"\n openapi: 3.0.0\n info:\n title: Snake Game API\n version: \"1.0.0\"\n paths:\n /start:\n get:\n summary: Start the game\n responses:\n '200':\n description: Game started successfully\n /pause:\n get:\n summary: Pause the game\n responses:\n '200':\n description: Game paused successfully\n /resume:\n get:\n summary: Resume the game\n responses:\n '200':\n description: Game resumed successfully\n /end:\n get:\n summary: End the game\n responses:\n '200':\n description: Game ended successfully\n /score:\n get:\n summary: Get the current score\n responses:\n '200':\n description: Current score retrieved successfully\n /highscore:\n get:\n summary: Get the high score\n responses:\n '200':\n description: High score retrieved successfully\n components: {}\n \", \"Logic Analysis\": [[\"constants.py\", \"Contains all the constant values like screen size, colors, game speeds, etc. This should be implemented first as it provides the base values for other components.\"], [\"snake.py\", \"Contains the Snake class with methods for movement, growth, and collision detection. It is dependent on constants.py for configuration values.\"], [\"food.py\", \"Contains the Food class responsible for spawning food items on the screen. It is dependent on constants.py for configuration values.\"], [\"obstacle.py\", \"Contains the Obstacle class with methods for spawning, moving, and disappearing of obstacles, as well as collision detection with the snake. It is dependent on constants.py for configuration values.\"], [\"scoreboard.py\", \"Contains the Scoreboard class for updating, resetting, loading, and saving high scores. It may use constants.py for configuration values and depends on the game's scoring logic.\"], [\"game.py\", \"Contains the main Game class which includes the game loop and methods for starting, pausing, resuming, and ending the game. It is dependent on snake.py, food.py, obstacle.py, and scoreboard.py.\"], [\"main.py\", \"The entry point of the game that initializes the game and starts the game loop. It is dependent on game.py.\"]], \"Task list\": [\"constants.py\", \"snake.py\", \"food.py\", \"obstacle.py\", \"scoreboard.py\", \"game.py\", \"main.py\"], \"Shared Knowledge\": \"\n 'constants.py' should contain all the necessary configurations for the game, such as screen dimensions, color definitions, and speed settings. These constants will be used across multiple files, ensuring consistency and ease of updates. Ensure that the Pygame library is initialized correctly in 'main.py' before starting the game loop. Also, make sure that the game's state is managed properly when pausing and resuming the game.\n \", \"Anything UNCLEAR\": \"The interaction between the 'obstacle.py' and the game loop needs to be clearly defined to ensure obstacles appear and disappear correctly. The lifetime of the obstacle and its random movement should be implemented in a way that does not interfere with the game's performance.\"}\n\n```\n-----\n```python\n\n## game.py\nimport pygame\nfrom snake import Snake\nfrom food import Food\n\nclass Game:\n def __init__(self):\n self.score = 0\n self.level = 1\n self.snake = Snake()\n self.food = Food()\n\n def start_game(self):\n pygame.init()\n self.initialize_game()\n self.game_loop()\n\n def initialize_game(self):\n self.score = 0\n self.level = 1\n self.snake.reset()\n self.food.generate()\n\n def game_loop(self):\n game_over = False\n\n while not game_over:\n self.update()\n self.draw()\n self.handle_events()\n self.check_collision()\n self.increase_score()\n self.increase_level()\n\n if self.snake.is_collision():\n game_over = True\n self.game_over()\n\n def update(self):\n self.snake.move()\n\n def draw(self):\n self.snake.draw()\n self.food.draw()\n\n def handle_events(self):\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n pygame.quit()\n quit()\n elif event.type == pygame.KEYDOWN:\n if event.key == pygame.K_UP:\n self.snake.change_direction(\"UP\")\n elif event.key == pygame.K_DOWN:\n self.snake.change_direction(\"DOWN\")\n elif event.key == pygame.K_LEFT:\n self.snake.change_direction(\"LEFT\")\n elif event.key == pygame.K_RIGHT:\n self.snake.change_direction(\"RIGHT\")\n\n def check_collision(self):\n if self.snake.get_head() == self.food.get_position():\n self.snake.grow()\n self.food.generate()\n\n def increase_score(self):\n self.score += 1\n\n def increase_level(self):\n if self.score % 10 == 0:\n self.level += 1\n\n def game_over(self):\n print(\"Game Over\")\n self.initialize_game()\n\n\n```\n-----\n```python\n\n## snake.py\nimport pygame\n\nclass Snake:\n def __init__(self):\n self.body = [(0, 0)]\n self.direction = (1, 0)\n\n def move(self):\n head = self.body[0]\n dx, dy = self.direction\n new_head = (head[0] + dx, head[1] + dy)\n self.body.insert(0, new_head)\n self.body.pop()\n\n def change_direction(self, direction):\n if direction == \"UP\":\n self.direction = (0, -1)\n elif direction == \"DOWN\":\n self.direction = (0, 1)\n elif direction == \"LEFT\":\n self.direction = (-1, 0)\n elif direction == \"RIGHT\":\n self.direction = (1, 0)\n\n def grow(self):\n tail = self.body[-1]\n dx, dy = self.direction\n new_tail = (tail[0] - dx, tail[1] - dy)\n self.body.append(new_tail)\n\n def get_head(self):\n return self.body[0]\n\n def get_body(self):\n return self.body[1:]\n\n\n```\n-----\n```python\n\n## main.py\nimport pygame\nfrom game import Game\n\ndef main():\n pygame.init()\n game = Game()\n game.start_game()\n\nif __name__ == \"__main__\":\n main()\n\n\n```\n-----\n```python\n\n## food.py\nimport random\n\nclass Food:\n def __init__(self):\n self.position = (0, 0)\n\n def generate(self):\n x = random.randint(0, 9)\n y = random.randint(0, 9)\n self.position = (x, y)\n\n def get_position(self):\n return self.position\n\n\n```\n-----\n\n## Code Review All: Please read all historical files and find possible bugs in the files, such as unimplemented functions, calling errors, unreferences, etc.\n\n## Call flow: mermaid code, based on the implemented function, use mermaid to draw a complete call chain\n\n## Summary: Summary based on the implementation of historical files\n\n## TODOs: Python dict[str, str], write down the list of files that need to be modified and the reasons. We will modify them later.\n\n": "```mermaid\nclassDiagram\n class Game{\n +int score\n +int level\n +Snake snake\n +Food food\n +start_game() void\n +initialize_game() void\n +game_loop() void\n +update() void\n +draw() void\n +handle_events() void\n +check_collision() void\n +increase_score() void\n +increase_level() void\n +game_over() void\n Game()\n }\n class Snake{\n +list body\n +tuple direction\n +move() void\n +change_direction(direction: str) void\n +grow() void\n +get_head() tuple\n +get_body() list\n Snake()\n }\n class Food{\n +tuple position\n +generate() void\n +get_position() tuple\n Food()\n }\n Game \"1\" -- \"1\" Snake: has\n Game \"1\" -- \"1\" Food: has\n```\n\n```sequenceDiagram\nparticipant M as Main\nparticipant G as Game\nparticipant S as Snake\nparticipant F as Food\nM->>G: start_game()\nG->>G: initialize_game()\nG->>G: game_loop()\nG->>S: move()\nG->>S: change_direction()\nG->>S: grow()\nG->>F: generate()\nS->>S: move()\nS->>S: change_direction()\nS->>S: grow()\nF->>F: generate()\n```\n\n## Summary\nThe 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.\n\n## TODOs\n- Modify 'game.py' to add the implementation of obstacle handling and interaction with the game loop.\n- Implement 'obstacle.py' to include the methods for spawning, moving, and disappearing of obstacles, as well as collision detection with the snake.\n- Update 'main.py' to initialize the obstacle and incorporate it into the game loop.\n- Update the mermaid call flow diagram to include the interaction with the obstacle.\n\n```python\n{\n \"files_to_modify\": {\n \"game.py\": \"Add obstacle handling and interaction with the game loop\",\n \"obstacle.py\": \"Implement obstacle class with necessary methods\",\n \"main.py\": \"Initialize the obstacle and incorporate it into the game loop\"\n }\n}\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n设计一个名为'add'的函数，该函数接受两个整数作为输入，并返回它们的和。\n\n## Task\n\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: \n```python\n## \n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: . Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "## Code: \n```python\n## Design a function called 'add' that takes two integers as input and returns their sum.\n\ndef add(num1: int, num2: int) -> int:\n \"\"\"\n Add two integers and return the sum.\n \n Args:\n num1: An integer.\n num2: An integer.\n \n Returns:\n The sum of num1 and num2 as an integer.\n \"\"\"\n return num1 + num2\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n{\"Implementation approach\": \"We will use the Pygame library to create the game interface and handle user input. The game logic will be implemented using Python classes and data structures.\", \"File list\": [\"main.py\", \"game.py\"], \"Data structures and interfaces\": \"classDiagram\\n class Game {\\n -grid: List[List[int]]\\n -score: int\\n -game_over: bool\\n +__init__()\\n +reset_game()\\n +move(direction: str)\\n +is_game_over() bool\\n +get_empty_cells() List[Tuple[int, int]]\\n +add_new_tile()\\n +get_score() int\\n }\\n class UI {\\n -game: Game\\n +__init__(game: Game)\\n +draw_grid()\\n +draw_score()\\n +draw_game_over()\\n +handle_input()\\n }\\n Game --> UI\", \"Program call flow\": \"sequenceDiagram\\n participant M as Main\\n participant G as Game\\n participant U as UI\\n M->>G: reset_game()\\n M->>U: draw_grid()\\n M->>U: draw_score()\\n M->>U: handle_input()\\n U->>G: move(direction)\\n G->>G: add_new_tile()\\n G->>U: draw_grid()\\n G->>U: draw_score()\\n G->>U: draw_game_over()\\n G->>G: is_game_over()\\n G->>G: get_empty_cells()\\n G->>G: get_score()\", \"Anything UNCLEAR\": \"...\"}\n\n## Task\n{\"Required Python packages\": [\"pygame==2.0.1\"], \"Required Other language third-party packages\": [\"No third-party dependencies required\"], \"Logic Analysis\": [[\"game.py\", \"Contains Game class and related functions for game logic\"], [\"main.py\", \"Contains main function, initializes the game and UI\"]], \"Task list\": [\"game.py\", \"main.py\"], \"Full API spec\": \"\", \"Shared Knowledge\": \"The game logic will be implemented using Python classes and data structures. The Pygame library will be used to create the game interface and handle user input.\", \"Anything UNCLEAR\": \"...\"}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\nE.......F\n======================================================================\nERROR: test_add_new_tile (__main__.TestGame)\n----------------------------------------------------------------------\nTraceback (most recent call last):\n File \"/Users/xx/tests/test_game.py\", line 104, in test_add_new_tile\n self.assertIn(self.game.grid[empty_cells[0][0]][empty_cells[0][1]], [2, 4])\nIndexError: list index out of range\n\n======================================================================\nFAIL: test_reset_game (__main__.TestGame)\n----------------------------------------------------------------------\nTraceback (most recent call last):\n File \"/Users/xx/tests/test_game.py\", line 13, in test_reset_game\n self.assertEqual(self.game.grid, [[0 for _ in range(4)] for _ in range(4)])\nAssertionError: Lists differ: [[0, 0, 0, 0], [0, 2, 0, 0], [0, 0, 0, 2], [0, 0, 0, 0]] != [[0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0]]\n\nFirst differing element 1:\n[0, 2, 0, 0]\n[0, 0, 0, 0]\n\n- [[0, 0, 0, 0], [0, 2, 0, 0], [0, 0, 0, 2], [0, 0, 0, 0]]\n? --- ^\n\n+ [[0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0]]\n? +++ ^\n\n\n----------------------------------------------------------------------\nRan 9 tests in 0.002s\n\nFAILED (failures=1, errors=1)\n\n\n{\"design_filename\": \"docs/system_design/20231221155954.json\", \"task_filename\": \"docs/tasks/20231221155954.json\", \"codes_filenames\": [\"game.py\", \"main.py\"], \"reason\": \"```json\\n{\\n \\\"game.py\\\": \\\"Add handling for no empty cells in add_new_tile function, Update score in move function\\\",\\n \\\"main.py\\\": \\\"Handle game over condition in the game loop\\\"\\n}\\n```\"}\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: game.py\n```python\n## game.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: game.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "## Code: game.py\n```python\n## game.py\n\nfrom typing import List, Tuple\nimport random\n\nclass Game:\n def __init__(self):\n self.grid: List[List[int]] = [[0 for _ in range(4)] for _ in range(4)]\n self.score: int = 0\n self.game_over: bool = False\n\n def reset_game(self):\n self.grid = [[0 for _ in range(4)] for _ in range(4)]\n self.score = 0\n self.game_over = False\n\n def move(self, direction: str):\n # Implement the move logic based on the direction\n pass\n\n def is_game_over(self) -> bool:\n # Check if the game is over\n return self.game_over\n\n def get_empty_cells(self) -> List[Tuple[int, int]]:\n empty_cells = []\n for i in range(4):\n for j in range(4):\n if self.grid[i][j] == 0:\n empty_cells.append((i, j))\n return empty_cells\n\n def add_new_tile(self):\n empty_cells = self.get_empty_cells()\n if empty_cells:\n cell = random.choice(empty_cells)\n self.grid[cell[0]][cell[1]] = random.choice([2, 4])\n else:\n # Handle the case when there are no empty cells\n pass\n\n def get_score(self) -> int:\n return self.score\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\n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\ndef 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. No, the code is not implemented as per the requirements. The function 'add' is incomplete and does not return the sum of 'a' and 'b'.\n2. No, the code logic is not completely correct. The return statement in the 'add' function is incomplete.\n3. N/A\n4. N/A\n5. N/A\n6. N/A\n\n## Actions\n1. Complete the 'add' function to return the sum of 'a' and 'b'.\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## 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\ndef add(a, b):\n return a + \n\n```\n\n## Code Review: \n1. No, the code is not implemented as per the requirements. The function 'add' is incomplete and does not return the sum of 'a' and 'b'.\n2. No, the code logic is not completely correct. The return statement in the 'add' function is incomplete.\n3. N/A\n4. N/A\n5. N/A\n6. N/A\n\n## Actions\n1. Complete the 'add' function to return the sum of 'a' and 'b'.\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": "```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## 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. Yes, the code is implemented as per the requirements.\n2. Yes, the code logic is completely correct.\n3. Yes, the existing code follows the \"Data structures and interfaces\".\n4. Yes, the function is implemented.\n5. Yes, all necessary pre-dependencies have been imported.\n6. N/A\n\n## Code Review Result\nLGTM", + "\n## context\n\n### Legacy Content\n{\"Implementation approach\":\"We will analyze the difficult points of the requirements and select the appropriate open-source framework to develop the search engine. We will also integrate a large language model to provide intelligent summarization of search results.\",\"File list\":[\"main.py\",\"search_engine.py\",\"index.py\",\"ranking.py\",\"summary.py\",\"knowledge_base.py\"],\"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\",\"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\",\"Anything UNCLEAR\":\"Clarification needed on third-party API integration, optimization techniques, and security measures.\"}\n\n### New Requirements\n## 原始需求\n```python\n\"\"\"\n我们希望开发一个基于大语言模型与私有知识库的搜索引擎。该搜索引擎应当能根据用户输入的查询进行智能搜索，并基于大语言模型对搜索结果进行总结，以便用户能够快速获取他们所需要的信息。该搜索引擎应当能够处理大规模的数据，同时保持搜索结果的准确性和相关性。我们希望这个产品能够降低用户在查找、筛选和理解信息时的工作负担，提高他们的工作效率。\n\"\"\"\n```\n\n## 产品目标\n```python\n[\n \"提供高准确性、高相关性的搜索结果，满足用户的查询需求\",\n \"基于大语言模型对搜索结果进行智能总结，帮助用户快速获取所需信息\",\n \"处理大规模数据，保证搜索的速度和效率，提高用户的工作效率\"\n]\n```\n\n## 用户故事\n```python\n[\n \"假设用户是一名研究员，他正在为一项关于全球气候变化的报告做研究。他输入了'全球气候变化的最新研究'，我们的搜索引擎快速返回了相关的文章、报告、数据集等。并且基于大语言模型对这些信息进行了智能总结，研究员可以快速了解到最新的研究趋势和发现。\",\n \"用户是一名学生，正在为即将到来的历史考试复习。他输入了'二战的主要战役'，搜索引擎返回了相关的资料，大语言模型总结出主要战役的时间、地点、结果等关键信息，帮助学生快速记忆。\",\n \"用户是一名企业家，他正在寻找关于最新的市场趋势信息。他输入了'2023年人工智能市场趋势'，搜索引擎返回了各种报告、新闻和分析文章。大语言模型对这些信息进行了总结，用户能够快速了解到市场的最新动态和趋势。\"\n]\n```\n\n## 竞品分析\n```python\n[\n \"Google Search：Google搜索是市场上最主要的搜索引擎，它能够提供海量的搜索结果。但Google搜索并不提供搜索结果的总结功能，用户需要自己去阅读和理解搜索结果。\",\n \"Microsoft Bing：Bing搜索也能提供丰富的搜索结果，同样没有提供搜索结果的总结功能。\",\n \"Wolfram Alpha：Wolfram Alpha是一个基于知识库的计算型搜索引擎，能够针对某些特定类型的查询提供直接的答案和总结，但它的知识库覆盖范围有限，无法处理大规模的数据。\"\n]\n```\n\n## 开发需求池\n```python\n[\n (\"开发基于大语言模型的智能总结功能\", 5),\n (\"开发搜索引擎核心算法，包括索引构建、查询处理、结果排序等\", 7),\n (\"设计和实现用户界面，包括查询输入、搜索结果展示、总结结果展示等\", 3),\n (\"构建和维护私有知识库，包括数据采集、清洗、更新等\", 7),\n (\"优化搜索引擎性能，包括搜索速度、准确性、相关性等\", 6),\n (\"开发用户反馈机制，包括反馈界面、反馈处理等\", 2),\n (\"开发安全防护机制，防止恶意查询和攻击\", 3),\n (\"集成大语言模型，包括模型选择、优化、更新等\", 5),\n (\"进行大规模的测试，包括功能测试、性能测试、压力测试等\", 5),\n (\"开发数据监控和日志系统，用于监控搜索引擎的运行状态和性能\", 4)\n]\n```\n\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\": \"We will refine the existing implementation approach to incorporate the new requirements for developing a search engine based on a large language model and a private knowledge base. We will update and extend the original implementation approach to reflect the evolving challenges and requirements due to incremental development. We will outline the steps involved in the implementation process with detailed strategies to ensure the search engine meets the new goals of providing high-accuracy and high-relevance search results, intelligent summarization of search results, and efficient handling of large-scale data.\",\n \"Refined File list\": [\n \"main.py\",\n \"search_engine.py\",\n \"index.py\",\n \"ranking.py\",\n \"summary.py\",\n \"knowledge_base.py\",\n \"user_interface.py\"\n ],\n \"Refined Data structures and interfaces\": \"\\nclassDiagram\\n class Main {\\n -SearchEngine search_engine\\n -UserInterface user_interface\\n +main() str\\n }\\n class SearchEngine {\\n -Index index\\n -Ranking ranking\\n -Summary summary\\n -KnowledgeBase knowledge_base\\n +search(query: str) str\\n }\\n class Index {\\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 class UserInterface {\\n +display_search_results(results: str)\\n +display_summary(summary: str)\\n }\\n Main --> SearchEngine\\n Main --> UserInterface\\n SearchEngine --> Index\\n SearchEngine --> Ranking\\n SearchEngine --> Summary\\n SearchEngine --> KnowledgeBase\\n\",\n \"Refined Program call flow\": \"\\nsequenceDiagram\\n participant M as Main\\n participant SE as SearchEngine\\n participant UI as UserInterface\\n participant I as Index\\n participant R as Ranking\\n participant S as Summary\\n participant KB as KnowledgeBase\\n M->>UI: main()\\n UI->>M: return results\\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->>UI: display_search_results(results)\\n UI->>SE: display_summary(summary)\\n\",\n \"Anything UNCLEAR\": \"Clarification needed on third-party API integration, optimization techniques, and security measures.\"\n}\n[/CONTENT]", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/knowledge_base.py\n```python\n## smart_search_engine/knowledge_base.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/knowledge_base.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/knowledge_base.py\n\nclass KnowledgeBase:\n def __init__(self, data={}):\n self.data = data\n\n def update(self, data: dict):\n \"\"\"\n Update the knowledge base with new data.\n \n Args:\n data (dict): The new data to be added to the knowledge base.\n \"\"\"\n self.data.update(data)\n\n def fetch_data(self, query: str) -> dict:\n \"\"\"\n Fetch data from the knowledge base based on the query.\n \n Args:\n query (str): The query to search for in the knowledge base.\n \n Returns:\n dict: The data fetched from the knowledge base based on the query.\n \"\"\"\n return self.data.get(query, {})\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/index.py\n```python\n## smart_search_engine/index.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/index.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/index.py\n\nfrom smart_search_engine.knowledge_base import KnowledgeBase\n\nclass Index:\n def __init__(self, knowledge_base: KnowledgeBase):\n self.knowledge_base = knowledge_base\n self.index_data = {}\n\n def create_index(self, data: dict):\n self.index_data = data\n\n def query_index(self, query: str) -> list:\n if query in self.index_data:\n return self.index_data[query]\n else:\n return []\n\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/ranking.py\n```python\n## smart_search_engine/ranking.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/ranking.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/ranking.py\n\nclass Ranking:\n def __init__(self):\n pass\n\n def rank_results(self, results: list) -> list:\n \"\"\"\n Rank the search results based on relevance.\n\n Args:\n results (list): List of search results.\n\n Returns:\n list: Ranked list of search results.\n \"\"\"\n # Implement ranking algorithm here\n ranked_results = self._custom_ranking_algorithm(results)\n return ranked_results\n\n def _custom_ranking_algorithm(self, results: list) -> list:\n \"\"\"\n Custom ranking algorithm to rank search results.\n\n Args:\n results (list): List of search results.\n\n Returns:\n list: Ranked list of search results.\n \"\"\"\n # Implement custom ranking algorithm here\n return results\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/summary.py\n```python\n## smart_search_engine/summary.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/summary.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/summary.py\n\nclass Summary:\n def __init__(self):\n pass\n\n def summarize_results(self, results: list) -> str:\n \"\"\"\n Summarize the search results.\n\n Args:\n - results (list): List of search results.\n\n Returns:\n - str: Summarized results.\n \"\"\"\n summary = \"\"\n for result in results:\n summary += result + \"\\n\"\n return summary\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/search.py\n```python\n## smart_search_engine/search.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/search.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/search.py\n\nfrom smart_search_engine.index import Index\nfrom smart_search_engine.ranking import Ranking\nfrom smart_search_engine.summary import Summary\n\nclass SearchEngine:\n def __init__(self):\n self.index = Index()\n self.ranking = Ranking()\n self.summary = Summary()\n\n def search(self, query: str) -> str:\n results = self.index.query_index(query)\n ranked_results = self.ranking.rank_results(results)\n summary = self.summary.summarize_results(ranked_results)\n return summary\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/main.py\n```python\n## smart_search_engine/main.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/main.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/main.py\n\nfrom smart_search_engine.search import SearchEngine\n\nclass Main:\n def __init__(self):\n self.search_engine = SearchEngine()\n\n def main(self) -> str:\n query = input(\"Enter your search query: \")\n result = self.search_engine.search(query)\n return result\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/interface.py\n```python\n## smart_search_engine/interface.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/interface.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/interface.py\n\nfrom .search import SearchEngine\n\nclass UserInterface:\n def __init__(self):\n self.search_engine = SearchEngine()\n\n def get_user_input(self) -> str:\n # Get user input from the interface\n user_input = input(\"Enter your search query: \")\n return user_input\n\n def display_results(self, results: list):\n # Display search results to the user\n for result in results:\n print(result)\n\n# Ensure to follow the design and import necessary modules as needed.\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/user_feedback.py\n```python\n## smart_search_engine/user_feedback.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/user_feedback.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/user_feedback.py\n\nclass UserFeedback:\n def __init__(self):\n self.feedback_data = {}\n\n def collect_feedback(self, feedback: str):\n self.feedback_data['feedback'] = feedback\n\n def get_feedback(self):\n return self.feedback_data.get('feedback', 'No feedback provided')\n\n# Code details:\n# - Created a class UserFeedback to handle user feedback.\n# - Initialized feedback_data as an empty dictionary in the constructor.\n# - Implemented collect_feedback method to store user feedback in the feedback_data dictionary.\n# - Implemented get_feedback method to retrieve the stored feedback, with a default message if no feedback is provided.\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/security.py\n```python\n## smart_search_engine/security.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/security.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/security.py\n\nclass Security:\n def __init__(self, api_key: str = \"default_api_key\"):\n self.api_key = api_key\n\n def validate_api_key(self, api_key: str) -> bool:\n \"\"\"\n Validate the API key.\n Args:\n api_key (str): The API key to be validated.\n\n Returns:\n bool: True if the API key is valid, False otherwise.\n \"\"\"\n if api_key == self.api_key:\n return True\n else:\n return False\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/testing.py\n```python\n## smart_search_engine/testing.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/testing.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/testing.py\n\nclass Testing:\n def __init__(self, test_data: dict = {}):\n self.test_data = test_data\n\n def run_tests(self):\n # Write code to run tests based on the test_data\n pass\n```", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\n## Project name\n```python\n\"smart_search_engine\"\n```\n\n## Task list:\n```python\n[\n \"smart_search_engine/__init__.py\",\n \"smart_search_engine/main.py\",\n \"smart_search_engine/search.py\",\n \"smart_search_engine/index.py\",\n \"smart_search_engine/ranking.py\",\n \"smart_search_engine/summary.py\",\n \"smart_search_engine/knowledge_base.py\",\n \"smart_search_engine/interface.py\",\n \"smart_search_engine/user_feedback.py\",\n \"smart_search_engine/security.py\",\n \"smart_search_engine/testing.py\",\n \"smart_search_engine/monitoring.py\"\n]\n```\n\n## Data structures and interfaces\n```mermaid\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\n## Program call flow\n```mermaid\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\n\n## Task\n{\"Logic Analysis\": \"\\n 在这个项目中，所有的模块都依赖于“SearchEngine”类，这是主入口，其他的模块（Index、Ranking和Summary）都通过它交互。另外，\\\"Index\\\"类又依赖于\\\"KnowledgeBase\\\"类，因为它需要从知识库中获取数据。\\n\\n- \\\"main.py\\\"包含\\\"Main\\\"类，是程序的入口点，它调用\\\"SearchEngine\\\"进行搜索操作，所以在其他任何模块之前，\\\"SearchEngine\\\"必须首先被定义。\\n- \\\"search.py\\\"定义了\\\"SearchEngine\\\"类，它依赖于\\\"Index\\\"、\\\"Ranking\\\"和\\\"Summary\\\"，因此，这些模块需要在\\\"search.py\\\"之前定义。\\n- \\\"index.py\\\"定义了\\\"Index\\\"类，它从\\\"knowledge_base.py\\\"获取数据来创建索引，所以\\\"knowledge_base.py\\\"需要在\\\"index.py\\\"之前定义。\\n- \\\"ranking.py\\\"和\\\"summary.py\\\"相对独立，只需确保在\\\"search.py\\\"之前定义。\\n- \\\"knowledge_base.py\\\"是独立的模块，可以优先开发。\\n- \\\"interface.py\\\"、\\\"user_feedback.py\\\"、\\\"security.py\\\"、\\\"testing.py\\\"和\\\"monitoring.py\\\"看起来像是功能辅助模块，可以在主要功能模块开发完成后并行开发。\\n \", \"Task list\": [\"smart_search_engine/knowledge_base.py\", \"smart_search_engine/index.py\", \"smart_search_engine/ranking.py\", \"smart_search_engine/summary.py\", \"smart_search_engine/search.py\", \"smart_search_engine/main.py\", \"smart_search_engine/interface.py\", \"smart_search_engine/user_feedback.py\", \"smart_search_engine/security.py\", \"smart_search_engine/testing.py\", \"smart_search_engine/monitoring.py\"]}\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: smart_search_engine/monitoring.py\n```python\n## smart_search_engine/monitoring.py\n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: smart_search_engine/monitoring.py. Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "```python\n## smart_search_engine/monitoring.py\n\nclass Monitoring:\n def __init__(self, log_file: str = \"search_log.txt\"):\n self.log_file = log_file\n\n def log_search(self, query: str, results: list, summary: str):\n with open(self.log_file, \"a\") as file:\n file.write(f\"Query: {query}\\n\")\n file.write(\"Results:\\n\")\n for result in results:\n file.write(f\"- {result}\\n\")\n file.write(f\"Summary: {summary}\\n\")\n file.write(\"\\n\")\n```\n", + "\nNOTICE\nRole: You are a professional engineer; the main goal is to write google-style, elegant, modular, easy to read and maintain code\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## Design\nwrite add function to calculate two numbers\n\n## Task\n\n\n## Legacy Code\n```Code\n\n```\n\n## Debug logs\n```text\n\n\n\n```\n\n## Bug Feedback logs\n```text\n\n```\n\n# Format example\n## Code: \n```python\n## \n...\n```\n\n# Instruction: Based on the context, follow \"Format example\", write code.\n\n## Code: . Write code with triple quoto, based on the following attentions and context.\n1. Only One file: do your best to implement THIS ONLY ONE FILE.\n2. COMPLETE CODE: Your code will be part of the entire project, so please implement complete, reliable, reusable code snippets.\n3. Set default value: If there is any setting, ALWAYS SET A DEFAULT VALUE, ALWAYS USE STRONG TYPE AND EXPLICIT VARIABLE. AVOID circular import.\n4. Follow design: YOU MUST FOLLOW \"Data structures and interfaces\". DONT CHANGE ANY DESIGN. Do not use public member functions that do not exist in your design.\n5. CAREFULLY CHECK THAT YOU DONT MISS ANY NECESSARY CLASS/FUNCTION IN THIS FILE.\n6. Before using a external variable/module, make sure you import it first.\n7. Write out EVERY CODE DETAIL, DON'T LEAVE TODO.\n\n": "## Code:\n\n```python\ndef add(num1: int, num2: int) -> int:\n \"\"\"\n Add two numbers and return the result.\n\n Args:\n num1 (int): The first number to be added.\n num2 (int): The second number to be added.\n\n Returns:\n int: The sum of num1 and num2.\n \"\"\"\n return num1 + num2\n```", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\ndivide two numbers\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\n\ndef div(a: int, b: int = 0):\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. No, the code does not handle the case where the divisor 'b' is 0, which would result in a division by zero error. This should be addressed to handle this edge case.\n2. No, the code logic is not completely correct as it does not handle the division by zero scenario.\n3. Yes, the code follows the basic function implementation.\n4. Yes, the function is implemented.\n5. No, the code does not handle the necessary pre-dependencies for error handling when 'b' is 0.\n6. No, there are no methods from other files being reused in this code.\n\n## Actions\n1. Implement error handling to check if the divisor 'b' is 0 before performing the division operation.\n2. Import the necessary pre-dependencies for error handling when 'b' is 0.\n\n## Code Review Result\nLBTM", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\ndivide two numbers\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\n\ndef div(a: int, b: int = 0):\n return a / b\n\n```\n\n## Code Review: \n1. No, the code does not handle the case where the divisor 'b' is 0, which would result in a division by zero error. This should be addressed to handle this edge case.\n2. No, the code logic is not completely correct as it does not handle the division by zero scenario.\n3. Yes, the code follows the basic function implementation.\n4. Yes, the function is implemented.\n5. No, the code does not handle the necessary pre-dependencies for error handling when 'b' is 0.\n6. No, there are no methods from other files being reused in this code.\n\n## Actions\n1. Implement error handling to check if the divisor 'b' is 0 before performing the division operation.\n2. Import the necessary pre-dependencies for error handling when 'b' is 0.\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": "```python\ndef div(a: int, b: int = 0):\n if b == 0:\n raise ValueError(\"Cannot divide by zero\")\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## System Design\ndivide two numbers\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\ndef div(a: int, b: int = 0):\n if b == 0:\n raise ValueError(\"Cannot divide by zero\")\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. The code does not fully conform to the requirements. The function signature should be updated to follow the Google style standards, and the division by zero check should be handled differently.\n2. The code logic is correct, but the exception handling for division by zero should be improved.\n3. The existing code follows the basic data structures and interfaces.\n4. The function is implemented, but the exception handling for division by zero should be added.\n5. The necessary pre-dependencies have been imported.\n6. There are no methods from other files being reused in this code.\n\n## Actions\n1. Update the function signature to follow the Google style standards and improve the division by zero check as follows:\n ```python\n def divide_numbers(dividend: int, divisor: int) -> float:\n if divisor == 0:\n raise ValueError(\"Cannot divide by zero\")\n return dividend / divisor\n ```\n2. No further action is required.\n\n## Code Review Result\nLBTM", + "\n# System\nRole: You are a professional software engineer, and your main task is to review and revise the code. You need to ensure that the code conforms to the google-style standards, is elegantly designed and modularized, easy to read and maintain.\nLanguage: Please use the same language as the user requirement, but the title and code should be still in English. For example, if the user speaks Chinese, the specific text of your answer should also be in Chinese.\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully referenced \"Format example\".\n\n# Context\n## System Design\ndivide two numbers\n\n## Task\n\n\n## Code Files\n\n\n\n## Code to be Reviewed: \n```Code\ndef div(a: int, b: int = 0):\n if b == 0:\n raise ValueError(\"Cannot divide by zero\")\n return a / b\n\n```\n\n## Code Review: \n1. The code does not fully conform to the requirements. The function signature should be updated to follow the Google style standards, and the division by zero check should be handled differently.\n2. The code logic is correct, but the exception handling for division by zero should be improved.\n3. The existing code follows the basic data structures and interfaces.\n4. The function is implemented, but the exception handling for division by zero should be added.\n5. The necessary pre-dependencies have been imported.\n6. There are no methods from other files being reused in this code.\n\n## Actions\n1. Update the function signature to follow the Google style standards and improve the division by zero check as follows:\n ```python\n def divide_numbers(dividend: int, divisor: int) -> float:\n if divisor == 0:\n raise ValueError(\"Cannot divide by zero\")\n return dividend / divisor\n ```\n2. No further action is required.\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": "```python\ndef divide_numbers(dividend: int, divisor: int) -> float:\n if divisor == 0:\n raise ValueError(\"Cannot divide by zero\")\n return dividend / divisor\n```", + "\n## context\nCreate a 2048 game\n\n-----\n\n## format example\n[CONTENT]\n{\n \"issue_type\": \"BUG\"\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- issue_type: # Answer BUG/REQUIREMENT. If it is a bugfix, answer BUG, otherwise answer Requirement\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\": \"REQUIREMENT\"\n}\n[/CONTENT]", + "\n## context\nCreate a 2048 game\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Product Goals\": [\n \"Create an engaging user experience\",\n \"Improve accessibility, be responsive\",\n \"More beautiful UI\"\n ]\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Product Goals: typing.List[str] # Provide up to three clear, orthogonal product goals.\n\n\n## constraint\nLanguage: Please use the same language as Human INPUT.\nFormat: output wrapped inside [CONTENT][/CONTENT] like format example, nothing else.\n\n## action\nFollow instructions of nodes, generate output and make sure it follows the format example.\n": "[CONTENT]\n{\n \"Product Goals\": [\n \"Create a challenging and addictive gameplay\",\n \"Enhance accessibility and responsiveness for all users\",\n \"Implement visually appealing UI design\"\n ]\n}\n[/CONTENT]", + "\n## context\nCreate a 2048 game\n\n-----\n\n## format example\n[CONTENT]\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}\n[/CONTENT]\n\n## nodes: \": # \"\n- Competitive Analysis: typing.List[str] # Provide 5 to 7 competitive products.\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 \"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}\n[/CONTENT]", + "\n## context\nCreate a 2048 game\n\n-----\n\n## format example\n[CONTENT]\n{\n \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code ...\"\n ],\n [\n \"P0\",\n \"The game algorithm ...\"\n ]\n ]\n}\n[/CONTENT]\n\n## nodes: \": # \"\n- Requirement Pool: typing.List[typing.List[str]] # List down the top-5 requirements with their priority (P0, P1, P2).\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 \"Requirement Pool\": [\n [\n \"P0\",\n \"The main code should handle user input and update the game board accordingly.\"\n ],\n [\n \"P0\",\n \"The game algorithm should handle the merging of tiles and the generation of new tiles with values of 2 or 4.\"\n ],\n [\n \"P1\",\n \"The game should end when the player achieves the 2048 tile or when there are no possible moves left.\"\n ],\n [\n \"P1\",\n \"The game should display the current score and the highest tile achieved by the player.\"\n ],\n [\n \"P2\",\n \"The game should have a smooth and visually appealing user interface.\"\n ]\n ]\n}\n[/CONTENT]" } \ No newline at end of file diff --git a/tests/metagpt/actions/test_action_node.py b/tests/metagpt/actions/test_action_node.py index 53de9cc75..1ec9f4f8d 100644 --- a/tests/metagpt/actions/test_action_node.py +++ b/tests/metagpt/actions/test_action_node.py @@ -8,7 +8,7 @@ from typing import List, Tuple import pytest -from pydantic import ValidationError +from pydantic import BaseModel, Field, ValidationError from metagpt.actions import Action from metagpt.actions.action_node import ActionNode, ReviewMode, ReviseMode @@ -241,6 +241,47 @@ def test_create_model_class_with_mapping(): assert value == ["game.py", "app.py", "static/css/styles.css", "static/js/script.js", "templates/index.html"] +class ToolDef(BaseModel): + tool_name: str = Field(default="a", description="tool name", examples=[]) + description: str = Field(default="b", description="tool description", examples=[]) + + +class Task(BaseModel): + task_id: int = Field(default=1, description="task id", examples=[1, 2, 3]) + name: str = Field(default="Get data from ...", description="task name", examples=[]) + dependent_task_ids: List[int] = Field(default=[], description="dependent task ids", examples=[1, 2, 3]) + tool: ToolDef = Field(default=ToolDef(), description="tool use", examples=[]) + + +class Tasks(BaseModel): + tasks: List[Task] = Field(default=[], description="tasks", examples=[]) + + +def test_action_node_from_pydantic_and_print_everything(): + node = ActionNode.from_pydantic(Task) + print("1. Tasks") + print(Task().model_dump_json(indent=4)) + print(Tasks.model_json_schema()) + print("2. Task") + print(Task.model_json_schema()) + print("3. ActionNode") + print(node) + print("4. node.compile prompt") + prompt = node.compile(context="") + assert "tool_name" in prompt, "tool_name should be in prompt" + print(prompt) + print("5. node.get_children_mapping") + print(node._get_children_mapping()) + print("6. node.create_children_class") + children_class = node._create_children_class() + print(children_class) + import inspect + + code = inspect.getsource(Tasks) + print(code) + assert "tasks" in code, "tasks should be in code" + + if __name__ == "__main__": test_create_model_class() test_create_model_class_with_mapping() diff --git a/tests/metagpt/strategy/test_solver.py b/tests/metagpt/strategy/test_solver.py new file mode 100644 index 000000000..eae4a5a2a --- /dev/null +++ b/tests/metagpt/strategy/test_solver.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +""" +@Time : 2024/1/31 13:54 +@Author : alexanderwu +@File : test_solver.py +""" +import pytest + +from metagpt.actions.action_graph import ActionGraph +from metagpt.llm import LLM +from metagpt.strategy.search_space import SearchSpace +from metagpt.strategy.solver import NaiveSolver + + +@pytest.mark.asyncio +async def test_solver(): + from metagpt.actions.write_prd_an import ( + COMPETITIVE_ANALYSIS, + ISSUE_TYPE, + PRODUCT_GOALS, + REQUIREMENT_POOL, + ) + + graph = ActionGraph() + graph.add_node(ISSUE_TYPE) + graph.add_node(PRODUCT_GOALS) + graph.add_node(COMPETITIVE_ANALYSIS) + graph.add_node(REQUIREMENT_POOL) + graph.add_edge(ISSUE_TYPE, PRODUCT_GOALS) + graph.add_edge(PRODUCT_GOALS, COMPETITIVE_ANALYSIS) + graph.add_edge(PRODUCT_GOALS, REQUIREMENT_POOL) + graph.add_edge(COMPETITIVE_ANALYSIS, REQUIREMENT_POOL) + search_space = SearchSpace() + llm = LLM() + context = "Create a 2048 game" + solver = NaiveSolver(graph, search_space, llm, context) + await solver.solve() + + print("## graph.nodes") + print(graph.nodes) + for k, v in graph.nodes.items(): + print(f"{v.key} | prevs: {[i.key for i in v.prevs]} | nexts: {[i.key for i in v.nexts]}") + + assert len(graph.nodes) == 4 + assert len(graph.execution_order) == 4 + assert graph.execution_order == [ISSUE_TYPE.key, PRODUCT_GOALS.key, COMPETITIVE_ANALYSIS.key, REQUIREMENT_POOL.key] From 16f54abb3df52a1fb19e96f15a7938aec7ffc1c9 Mon Sep 17 00:00:00 2001 From: geekan Date: Wed, 31 Jan 2024 14:01:25 +0800 Subject: [PATCH 2/2] use gpt-4-turbo-preview as default --- config/config2.yaml | 2 +- config/config2.yaml.example | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/config/config2.yaml b/config/config2.yaml index 5e7f34809..2c4ca636f 100644 --- a/config/config2.yaml +++ b/config/config2.yaml @@ -1,3 +1,3 @@ llm: api_key: "YOUR_API_KEY" - model: "gpt-3.5-turbo-1106" \ No newline at end of file + model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview \ No newline at end of file diff --git a/config/config2.yaml.example b/config/config2.yaml.example index 35575e5a5..1a406e756 100644 --- a/config/config2.yaml.example +++ b/config/config2.yaml.example @@ -2,7 +2,7 @@ llm: api_type: "openai" base_url: "YOUR_BASE_URL" api_key: "YOUR_API_KEY" - model: "gpt-3.5-turbo-1106" # or gpt-4-1106-preview + model: "gpt-4-turbo-preview" # or gpt-3.5-turbo-1106 / gpt-4-1106-preview proxy: "YOUR_PROXY"