From 546b2f50450e83333a8c0b2d83800444d4ad2554 Mon Sep 17 00:00:00 2001 From: root <295172551@qq.com> Date: Fri, 9 May 2025 00:25:14 +0800 Subject: [PATCH] Initial commit --- README.md | 194 ++++++++++ __pycache__/config.cpython-310.pyc | Bin 0 -> 573 bytes __pycache__/logger.cpython-310.pyc | Bin 0 -> 1039 bytes __pycache__/run.cpython-310.pyc | Bin 0 -> 553 bytes __pycache__/websocket_manager.cpython-310.pyc | Bin 0 -> 3952 bytes app/__init__.py | 49 +++ app/__pycache__/__init__.cpython-310.pyc | Bin 0 -> 1547 bytes app/api/__init__.py | 1 + app/api/__pycache__/__init__.cpython-310.pyc | Bin 0 -> 137 bytes app/api/__pycache__/models.cpython-310.pyc | Bin 0 -> 516 bytes app/api/__pycache__/rag_api.cpython-310.pyc | Bin 0 -> 3064 bytes app/api/__pycache__/routes.cpython-310.pyc | Bin 0 -> 4149 bytes app/api/rag_api.py | 72 ++++ app/api/routes.py | 135 +++++++ app/chains/__init__.py | 1 + .../__pycache__/__init__.cpython-310.pyc | Bin 0 -> 140 bytes 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data/chroma/fa1b68f0-6372-4246-9687-6c011aaae9af/link_lists.bin create mode 100644 environment.yml create mode 100644 requirements.txt create mode 100644 run.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..f081ff9 --- /dev/null +++ b/README.md @@ -0,0 +1,194 @@ +# LangChain Ollama API + +基于 Ollama 本地大模型和 LangChain 的 AI 服务 API。 + +## 功能特点 + +- 使用 Ollama 本地大模型进行推理 +- 基于 LangChain 框架构建提示词链 +- Flask API 服务端点 +- 支持自定义提示词模板 +- 完全本地化部署，无需外部 API +- 完整的 API 文档（Swagger UI） +- JSON 格式的日志记录 + +## 环境要求 + +- Python 3.8+ +- Conda +- Ollama 服务（本地运行） +- Qwen2.5 模型（通过 Ollama 安装） + +## 安装步骤 + +1. 克隆项目并进入项目目录： +```bash +git clone +cd +``` + +2. 创建并激活 Conda 环境： +```bash +# 创建环境 +conda create -n langchain-ollama python=3.8 +# 激活环境 +conda activate langchain-ollama +``` + +3. 安装依赖： +```bash +pip install -r requirements.txt +``` + +4. 安装 Qwen2.5 模型（如果尚未安装）： +```bash +ollama pull qwen2.5:latest +``` + +5. 配置环境变量： +创建 `.env` 文件并设置以下变量（可选，有默认值）： +```env +OLLAMA_BASE_URL=http://localhost:11434 +DEFAULT_MODEL=qwen2.5:latest +FLASK_HOST=0.0.0.0 +FLASK_PORT=5000 +FLASK_DEBUG=False +MAX_TOKENS=2048 +TEMPERATURE=0.7 +``` + +## 运行服务 + +### 开发环境 + +1. 确保已激活 Conda 环境： +```bash +conda activate langchain-ollama +``` + +2. 确保 Ollama 服务已启动并运行在本地 + +3. 启动开发服务器： +```bash +python app.py +``` + +4. 访问 API 文档： +- Swagger UI: http://localhost:5000/docs +- ReDoc: http://localhost:5000/redoc + +### 生产环境 + +1. 安装生产服务器： +```bash +pip install gunicorn +``` + +2. 使用 Gunicorn 启动服务： +```bash +# 基本启动 +gunicorn -w 4 -b 0.0.0.0:5000 app:app + +# 使用配置文件启动（推荐） +gunicorn -c gunicorn.conf.py app:app +``` + +3. 创建 Gunicorn 配置文件 `gunicorn.conf.py`： +```python +# 工作进程数 +workers = 4 +# 工作模式 +worker_class = 'sync' +# 绑定地址 +bind = '0.0.0.0:5000' +# 超时时间 +timeout = 120 +# 最大请求数 +max_requests = 1000 +# 最大请求抖动 +max_requests_jitter = 50 +# 访问日志 +accesslog = 'access.log' +# 错误日志 +errorlog = 'error.log' +# 日志级别 +loglevel = 'info' +``` + +4. 使用 systemd 管理服务（Linux）： +```ini +# /etc/systemd/system/langchain-ollama.service +[Unit] +Description=LangChain Ollama API Service +After=network.target + +[Service] +User=your_user +Group=your_group +WorkingDirectory=/path/to/your/app +Environment="PATH=/path/to/your/conda/env/bin" +ExecStart=/path/to/your/conda/env/bin/gunicorn -c gunicorn.conf.py app:app +Restart=always + +[Install] +WantedBy=multi-user.target +``` + +## API 端点 + +### 健康检查 +- GET `/api/v1/health` +- 返回服务状态 + +### 聊天接口 +- POST `/api/v1/chat` +- 请求体： +```json +{ + "question": "你的问题" +} +``` +- 响应： +```json +{ + "question": "原始问题", + "answer": "AI回答" +} +``` + +## 日志 + +服务使用 JSON 格式记录日志，包含以下信息： +- 时间戳 +- 日志级别 +- 文件名和行号 +- 函数名 +- 日志消息 + +## 注意事项 + +1. 确保 Ollama 服务已正确安装并运行 +2. 默认使用 qwen2.5:latest 模型，可以通过环境变量更改 +3. 建议在生产环境中设置适当的温度参数和最大 token 限制 +4. 使用 Conda 环境时，确保每次运行前都已激活环境 +5. 开发环境仅用于测试，生产环境请使用 Gunicorn 部署 + +## 自定义提示词链 + +可以通过继承 `BaseChain` 类来创建自定义的提示词链。示例： + +```python +from chains.base_chain import BaseChain + +class CustomChain(BaseChain): + def 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+vector_store_service = VectorStoreService() +rag_chain = RAGChain(vector_store_service) + +class DirectoryRequest(BaseModel): + directory: str + + @validator('directory') + def validate_directory(cls, v): + # 统一路径分隔符 + path = Path(v) + if not path.exists(): + raise ValueError(f"路径不存在: {v}") + if not path.is_file() and not path.is_dir(): + raise ValueError(f"无效的路径: {v}") + return str(path.absolute()) + +class QuestionRequest(BaseModel): + question: str + +@router.post("/upload") +async def upload_documents(request: DirectoryRequest): + """上传并处理文档""" + try: + logger.info(f"开始处理文档: {request.directory}") + # 处理文档 + documents = document_service.process_documents(request.directory) + if not documents: + return {"message": "没有新的文档需要处理"} + # 添加到向量存储 + vector_store_service.add_documents(documents) + logger.info(f"成功处理 {len(documents)} 个文档块") + return {"message": f"成功处理 {len(documents)} 个文档块"} + except Exception as e: + logger.error(f"处理文档时发生错误: {str(e)}", exc_info=True) + raise HTTPException(status_code=500, detail=str(e)) + +@router.post("/query") +async def query(request: QuestionRequest): + """查询问题""" + try: + result = rag_chain.query(request.question) + return { + "answer": result["result"], + "sources": [doc.page_content for doc in result["source_documents"]] + } + except Exception as e: + logger.error(f"查询问题时发生错误: {str(e)}", exc_info=True) + raise HTTPException(status_code=500, detail=str(e)) + +@router.post("/clear") +async def clear_vector_store(): + """清空向量存储""" + try: + vector_store_service.clear() + document_service.clear_processed_files() # 同时清空文件处理记录 + return {"message": "向量存储和文件处理记录已清空"} + except Exception as e: + logger.error(f"清空向量存储时发生错误: {str(e)}", exc_info=True) + raise HTTPException(status_code=500, detail=str(e)) \ No newline at end of file diff --git a/app/api/routes.py b/app/api/routes.py new file mode 100644 index 0000000..a0ebbd6 --- /dev/null +++ b/app/api/routes.py @@ -0,0 +1,135 @@ +from fastapi import APIRouter, Request, WebSocket, WebSocketDisconnect +from fastapi.responses import HTMLResponse +from pydantic import BaseModel +from app.core.logger import logger +from app.services.qa_service import QAService +from app.middleware.error_handler import ErrorHandler +from app.middleware.request_logger import RequestLogger +from app.api.rag_api import router as rag_router +from typing import Dict, Optional + +# 请求和响应模型 +class ChatRequest(BaseModel): + question: str + chat_id: Optional[str] = None + use_rag: Optional[bool] = True + +class ChatResponse(BaseModel): + question: str + answer: str + chat_id: str + +class ErrorResponse(BaseModel): + error: str + +# 存储活跃的聊天会话 +active_chats: Dict[str, list] = {} + +def register_routes(app, qa_service: QAService): + """注册所有路由""" + + # 创建路由器 + router = APIRouter(prefix="/api/v1") + + @app.get("/", response_class=HTMLResponse) + @RequestLogger.log_request + @ErrorHandler.handle_error + async def index(request: Request): + """返回聊天页面""" + logger.info("访问根路径") + try: + return app.state.templates.TemplateResponse("chat.html", {"request": request}) + except Exception as e: + logger.error(f"渲染模板时发生错误: {str(e)}", exc_info=True) + return str(e), 500 + + @app.websocket("/ws") + async def websocket_endpoint(websocket: WebSocket): + await websocket.accept() + try: + while True: + data = await websocket.receive_json() + message = data.get('message', '').strip() + chat_id = data.get('chatId') + use_rag = data.get('use_rag', True) # 默认使用 RAG + + if message: + # 获取或创建聊天历史 + if chat_id not in active_chats: + active_chats[chat_id] = [] + + # 添加用户消息到历史 + active_chats[chat_id].append({"role": "user", "content": message}) + + # 获取回答 + answer = qa_service.get_answer(message, active_chats[chat_id], use_rag=use_rag) + + # 添加AI回答到历史 + active_chats[chat_id].append({"role": "assistant", "content": answer}) + + # 发送响应 + await websocket.send_json({ + "question": message, + "answer": answer, + "chatId": chat_id + }) + except WebSocketDisconnect: + logger.info("WebSocket 连接断开") + except Exception as e: + logger.error(f"WebSocket 处理错误: {str(e)}", exc_info=True) + await websocket.close() + + @router.get("/health") + @RequestLogger.log_request + @ErrorHandler.handle_error + async def health_check(request: Request): + """健康检查接口""" + logger.info("收到健康检查请求") + return {"status": "healthy"} + + @router.post("/chat", response_model=ChatResponse, responses={ + 200: {"model": ChatResponse}, + 400: {"model": ErrorResponse}, + 500: {"model": ErrorResponse} + }) + @RequestLogger.log_request + @ErrorHandler.handle_validation_error + @ErrorHandler.handle_error + async def chat(request: Request, chat_request: ChatRequest): + """聊天接口，接受问题并返回 AI 回答""" + try: + logger.info(f"收到问题: {chat_request.question}") + + # 获取或创建聊天历史 + chat_id = chat_request.chat_id or str(len(active_chats) + 1) + if chat_id not in active_chats: + active_chats[chat_id] = [] + + # 添加用户消息到历史 + active_chats[chat_id].append({"role": "user", "content": chat_request.question}) + + # 获取回答 + answer = qa_service.get_answer( + chat_request.question, + active_chats[chat_id], + use_rag=chat_request.use_rag + ) + + # 添加AI回答到历史 + active_chats[chat_id].append({"role": "assistant", "content": answer}) + + logger.info(f"问题处理完成: {chat_request.question}") + + return ChatResponse( + question=chat_request.question, + answer=answer, + chat_id=chat_id + ) + + except Exception as e: + logger.error(f"处理请求时发生错误: {str(e)}", exc_info=True) + return ErrorResponse(error=str(e)) + + # 注册路由器 + app.include_router(router) + app.include_router(rag_router) # 添加RAG路由 \ No newline at end of file diff --git a/app/chains/__init__.py b/app/chains/__init__.py new file mode 100644 index 0000000..380526c --- /dev/null +++ b/app/chains/__init__.py @@ -0,0 +1 @@ +# Chains package initialization \ No newline at end of file diff --git a/app/chains/__pycache__/__init__.cpython-310.pyc b/app/chains/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 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langchain.schema.runnable import RunnablePassthrough +from app.core.logger import logger +import requests +from app.core.config import settings + +class BaseChain: + """ + 基础链类，提供与 Ollama 模型交互的基本功能 + + Attributes: + llm: Ollama 语言模型实例 + """ + + def __init__(self, model_name: str = "llama2", temperature: float = 0.7): + """ + 初始化基础链 + + Args: + model_name (str): 使用的模型名称，默认为 llama2 + temperature (float): 模型温度参数，控制输出的随机性，默认为 0.7 + """ + logger.info(f"初始化基础链，使用模型: {model_name}, 温度: {temperature}") + + # 检查 Ollama 服务是否可用 + try: + response = requests.get(f"{settings.OLLAMA_BASE_URL}/api/tags") + if response.status_code != 200: + raise ConnectionError(f"Ollama 服务响应异常: {response.status_code}") + logger.info("Ollama 服务连接正常") + except requests.exceptions.ConnectionError as e: + logger.error(f"无法连接到 Ollama 服务: {str(e)}") + raise ConnectionError("请确保 Ollama 服务正在运行，并且可以通过 http://localhost:11434 访问") + + # 检查模型是否已下载 + try: + response = requests.get(f"{settings.OLLAMA_BASE_URL}/api/show", params={"name": model_name}) + if response.status_code != 200: + logger.warning(f"模型 {model_name} 可能未下载，将尝试使用") + except Exception as e: + logger.warning(f"检查模型状态时出错: {str(e)}") + + self.llm = OllamaLLM( + model=model_name, + temperature=temperature, + base_url=settings.OLLAMA_BASE_URL + ) + + def create_chain(self, template: str, input_variables: list): + """ + 创建新的链实例 + + Args: + template (str): 提示模板 + input_variables (list): 输入变量列表 + + Returns: + RunnableSequence: 创建的链实例 + """ + logger.debug(f"创建新链，模板变量: {input_variables}") + prompt = PromptTemplate( + template=template, + input_variables=input_variables + ) + # 使用新的链式调用方式 + return prompt | self.llm + + def run(self, chain, inputs: Dict[str, Any]) -> str: + """ + 运行链并获取结果 + + Args: + chain: 要运行的链实例 + inputs (Dict[str, Any]): 输入参数字典 + + Returns: + str: 模型生成的回答 + """ + try: + logger.debug(f"运行链，输入参数: {inputs}") + return chain.invoke(inputs) + except Exception as e: + logger.error(f"运行链时发生错误: {str(e)}", exc_info=True) + raise \ No newline at end of file diff --git a/app/chains/qa_chain.py b/app/chains/qa_chain.py new file mode 100644 index 0000000..d7fe2b5 --- /dev/null +++ b/app/chains/qa_chain.py @@ -0,0 +1,66 @@ +from app.chains.base_chain import BaseChain +from app.core.logger import logger +from app.core.config import settings +from typing import List, Dict, Optional + +class QAChain(BaseChain): + """ + 问答链类，继承自基础链，专门用于处理问答任务 + + 该类使用预定义的提示模板来格式化问题，并通过基础链获取回答 + """ + + def __init__(self, model_name: str = None, temperature: float = None): + """ + 初始化问答链 + + Args: + model_name (str, optional): 使用的模型名称，默认使用配置中的值 + temperature (float, optional): 模型温度参数，控制输出的随机性，默认使用配置中的值 + """ + super().__init__( + model_name=model_name or settings.DEFAULT_MODEL, + temperature=temperature or settings.TEMPERATURE + ) + logger.info("初始化问答链，创建提示模板") + self.chain = self.create_chain( + template="""你是一个有帮助的AI助手。请根据以下对话历史回答问题： + + 历史对话: + {chat_history} + + 当前问题: {question} + + 回答:""", + input_variables=["question", "chat_history"] + ) + + def answer(self, question: str, chat_history: Optional[List[Dict[str, str]]] = None) -> str: + """ + 获取问题的回答 + + Args: + question (str): 用户的问题 + chat_history (List[Dict[str, str]], optional): 聊天历史记录 + + Returns: + str: 模型的回答 + """ + logger.info(f"处理问题: {question}") + + # 格式化聊天历史 + formatted_history = "" + if chat_history: + formatted_history = "\n".join([ + f"{'用户' if msg['role'] == 'user' else 'AI'}: {msg['content']}" + for msg in chat_history + ]) + + # 运行链 + answer = self.run(self.chain, { + "question": question, + "chat_history": formatted_history + }) + + logger.info(f"生成回答完成，长度: {len(answer)}") + return answer \ No newline at end of file diff --git a/app/chains/rag_chain.py b/app/chains/rag_chain.py new file mode 100644 index 0000000..aebba3e --- /dev/null +++ b/app/chains/rag_chain.py @@ -0,0 +1,48 @@ +from typing import List +from langchain.chains import RetrievalQA +from langchain_ollama import OllamaLLM +from langchain.prompts import PromptTemplate +from app.services.vector_store_service import VectorStoreService + +class RAGChain: + def __init__(self, vector_store_service: VectorStoreService): + self.vector_store = vector_store_service + self.llm = OllamaLLM(model="qwen2.5:latest") + self.qa_chain = self._create_qa_chain() + + def _create_qa_chain(self) -> RetrievalQA: + """创建问答链""" + prompt_template = """你是一个专业的问答助手。请基于以下上下文信息来回答问题。如果上下文中没有足够的信息来回答问题，请明确说明"根据提供的上下文，我无法回答这个问题"。 + +请遵循以下规则： +1. 只使用提供的上下文信息来回答问题 +2. 如果上下文信息不足，不要编造答案 +3. 如果上下文信息有冲突，请指出这一点 +4. 回答要简洁、准确、专业 + +上下文信息: +{context} + +问题: {question} + +请提供回答:""" + + PROMPT = PromptTemplate( + template=prompt_template, input_variables=["context", "question"] + ) + + chain_type_kwargs = {"prompt": PROMPT} + + return RetrievalQA.from_chain_type( + llm=self.llm, + chain_type="stuff", + retriever=self.vector_store.vector_store.as_retriever( + search_kwargs={"k": 6} + ), + chain_type_kwargs=chain_type_kwargs, + return_source_documents=True + ) + + def query(self, question: str) -> dict: + """查询问题""" + return self.qa_chain({"query": question}) \ No newline at end of file diff --git a/app/core/__init__.py b/app/core/__init__.py new file mode 100644 index 0000000..7202078 --- /dev/null +++ b/app/core/__init__.py @@ -0,0 +1 @@ +# Core package initialization \ No newline at end of file diff --git a/app/core/__pycache__/__init__.cpython-310.pyc b/app/core/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ed06a2b3d8bb876959ef303351adf9ea91311a56 GIT binary patch literal 138 zcmd1j<>g`kf~5y#GUR~tV-N=!FakLaKwQiMBvKfH88jLFRx%WUgb~CqT^FkukIdqd z{Gv+d{FKxfpTxX$=ZwV6yqLs-f|%s|qSTo9_{_Y_lK6PNg34PQHo5sJr8%i~AY+P| IfCLKz0GMPRH~;_u literal 0 HcmV?d00001 diff --git a/app/core/__pycache__/config.cpython-310.pyc b/app/core/__pycache__/config.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..804cc9127fea81607915e1c9580788af6392dba5 GIT binary patch literal 1534 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index 0000000000000000000000000000000000000000..3126eaef12accace58bd2fc75e1d97e4610aa8bd GIT binary patch literal 1056 zcmZXT&1(}u6u@_OH=E5iv9*Zy;2{VBgS3A@5V6$OQqmS05nTeyl9_z5A7OSFbKWnV2fiKjD#dUF60*`o8;&DJqG(!TGn#j1+uLXG42 zW|KEPM$?((1y=B4y|c3i#M7^DyRA>hU-nOSw}KBFu>LnZR2ITk^+9=up_gOXu+y1j zuhd|>-Fd%yF-hy=@!_)&vvfK2cr;~?rf@Pfok`7RQaL!7C_kj4&8E_We)J6N$4Z3t z;Nih#$s)1*C@h+cQOeKBk7eiY8`;T+lUYBJW0aWowCP}rP+#&Ip09WeyLCoI@YNGD za4n`>YC||UXgqXkeqna}fggu^(PuF+KF7pr)UBB%s4gv2el2{3mq(~RSa2QBwTMwZ z%NQ%3vp);;D!Bf-buW{ju6WF)jR_Z%eAaYI6J@jF Config: + """验证并返回配置""" + try: + config = Config( + ollama=OllamaConfig( + base_url=os.getenv("OLLAMA_BASE_URL", "http://localhost:11434"), + model_name=os.getenv("DEFAULT_MODEL", "qwen2.5:latest"), + temperature=float(os.getenv("TEMPERATURE", "0.7")), + max_tokens=int(os.getenv("MAX_TOKENS", "2048")) + ), + flask=FlaskConfig( + host=os.getenv("FLASK_HOST", "0.0.0.0"), + port=int(os.getenv("FLASK_PORT", "5000")), + debug=os.getenv("FLASK_DEBUG", "False").lower() == "true", + api_prefix=os.getenv("API_PREFIX", "/api/v1") + ) + ) + return config + except Exception as e: + raise ValueError(f"配置验证失败: {str(e)}") \ No newline at end of file diff --git a/app/core/logger.py b/app/core/logger.py new file mode 100644 index 0000000..63bc220 --- /dev/null +++ b/app/core/logger.py @@ -0,0 +1,41 @@ +import logging +import sys +from pythonjsonlogger import jsonlogger +from datetime import datetime +from app.core.config import settings + +def setup_logger(name: str = __name__) -> logging.Logger: + """ + 设置和配置日志记录器，使用JSON格式输出 + + Args: + name (str): 日志记录器名称，默认为模块名 + + Returns: + logging.Logger: 配置好的日志记录器实例 + """ + # 创建日志记录器 + logger = logging.getLogger(name) + logger.setLevel(getattr(logging, settings.LOG_LEVEL)) + + # 创建控制台处理器 + console_handler = logging.StreamHandler(sys.stdout) + console_handler.setLevel(getattr(logging, settings.LOG_LEVEL)) + + # 创建JSON格式化器，包含更多详细信息 + formatter = jsonlogger.JsonFormatter( + settings.LOG_FORMAT, + datefmt='%Y-%m-%d %H:%M:%S' + ) + console_handler.setFormatter(formatter) + + # 添加处理器到日志记录器 + logger.addHandler(console_handler) + + # 防止日志重复 + logger.propagate = False + + return logger + +# 创建默认日志记录器实例 +logger = setup_logger('langchain-ollama') \ No newline at end of file diff --git a/app/middleware/__pycache__/error_handler.cpython-310.pyc b/app/middleware/__pycache__/error_handler.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9a441d325e368c40a4317458f05837408b953cc6 GIT binary patch literal 1666 zcma)6-)kII6u#%qkKLq`1fy+Qtx}{9?t}ZLNGPRHs}Up!4GPP`FwDKX8J*o(@64EH z*+`m=HHc{|w1i@%Ekx)F5(}jk^xgkqUhQtP&-&y;@SK@7S<_TI!##86%(>^B`!R><{nFY7>JEGVZD79bg$nVb9I+yz%QA}^?;!SsV_RVtSphp*lAuc1}4 z5(rk}0!o_H1sB>XYeUIEJxz)FAYo#iQz}q1PF?s?#fNco|Jsf1t*!3n>f@`I9zFcA zzj6Q3FArQ8O2$#waZ%1cj-rUz8pi*URX~8?tNAu8K@0Fe+U&myr45AQEnMMc6c?d+ zXpOa)$6Bxnm*G7`YleNq&SU(DEuI9n#DO)f2yWwHBCW;S@Gbj}-$7hkd<74=#6RZ? 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z9a4%)n3iFa9duKpqmG(BvZ+t4lg&)%JijBK$@dkCg@U5hQa;L0)+_$&PPf}mPBpL= z?Le10T=kSYocvo#Qr^S#wcEQ6Z}i_Ku~fMw7Y+eeC_DjqE*% WLiVCYCL#~899pgcqzd{K#Qy+G!tjd# literal 0 HcmV?d00001 diff --git a/app/services/document_service.py b/app/services/document_service.py new file mode 100644 index 0000000..bf98c19 --- /dev/null +++ b/app/services/document_service.py @@ -0,0 +1,140 @@ +from typing import List, Union, Set +from langchain.text_splitter import RecursiveCharacterTextSplitter +from langchain_community.document_loaders import DirectoryLoader, TextLoader, PyPDFLoader, JSONLoader +from langchain.schema import Document +import os +import json +import hashlib +from app.core.logger import logger + +class DocumentService: + def __init__(self): + self.text_splitter = RecursiveCharacterTextSplitter( + chunk_size=1000, + chunk_overlap=200, + length_function=len, + ) + # 用于存储已处理文件的哈希值 + self.processed_files: Set[str] = set() + + def _calculate_file_hash(self, file_path: str) -> str: + """计算文件的哈希值""" + hash_md5 = hashlib.md5() + with open(file_path, "rb") as f: + for chunk in iter(lambda: f.read(4096), b""): + hash_md5.update(chunk) + return hash_md5.hexdigest() + + def _is_file_processed(self, file_path: str) -> bool: + """检查文件是否已经处理过""" + file_hash = self._calculate_file_hash(file_path) + if file_hash in self.processed_files: + logger.info(f"文件已处理过，跳过: {file_path}") + return True + self.processed_files.add(file_hash) + return False + + def load_documents(self, path: str) -> List[Document]: + """加载文档，支持单个文件或目录""" + if os.path.isfile(path): + if self._is_file_processed(path): + return [] + return self._load_single_file(path) + else: + return self._load_directory(path) + + def _load_single_file(self, file_path: str) -> List[Document]: + """加载单个文件""" + if self._is_file_processed(file_path): + return [] + + file_extension = os.path.splitext(file_path)[1].lower() + + try: + if file_extension == '.pdf': + loader = PyPDFLoader(file_path) + elif file_extension == '.txt': + loader = TextLoader(file_path, encoding='utf-8') + elif file_extension == '.json': + # 读取 JSON 文件内容 + with open(file_path, 'r', encoding='utf-8') as f: + json_content = json.load(f) + + # 将 JSON 转换为文本格式 + text_content = self._json_to_text(json_content) + + # 创建文档 + return [Document(page_content=text_content, metadata={"source": file_path})] + else: + logger.warning(f"不支持的文件类型: {file_extension}") + return [] + + return loader.load() + except Exception as e: + logger.error(f"处理文件时出错 {file_path}: {str(e)}") + return [] + + def _json_to_text(self, json_content: Union[dict, list], indent: int = 0) -> str: + """将 JSON 内容转换为易读的文本格式""" + if isinstance(json_content, dict): + text = [] + for key, value in json_content.items(): + if isinstance(value, (dict, list)): + text.append(f"{' ' * indent}{key}:") + text.append(self._json_to_text(value, indent + 1)) + else: + text.append(f"{' ' * indent}{key}: {value}") + return "\n".join(text) + elif isinstance(json_content, list): + text = [] + for i, item in enumerate(json_content): + text.append(f"{' ' * indent}Item {i + 1}:") + text.append(self._json_to_text(item, indent + 1)) + return "\n".join(text) + else: + return str(json_content) + + def _load_directory(self, directory_path: str) -> List[Document]: + """加载指定目录下的所有文档""" + documents = [] + + # 加载 PDF 文件 + pdf_loader = DirectoryLoader( + directory_path, + glob="**/*.pdf", + loader_cls=PyPDFLoader + ) + documents.extend(pdf_loader.load()) + + # 加载文本文件 + txt_loader = DirectoryLoader( + directory_path, + glob="**/*.txt", + loader_cls=TextLoader, + loader_kwargs={'encoding': 'utf-8'} + ) + documents.extend(txt_loader.load()) + + # 加载 JSON 文件 + for root, _, files in os.walk(directory_path): + for file in files: + if file.lower().endswith('.json'): + file_path = os.path.join(root, file) + if not self._is_file_processed(file_path): + documents.extend(self._load_single_file(file_path)) + + return documents + + def clear_processed_files(self): + """清空已处理文件记录""" + self.processed_files.clear() + logger.info("已清空文件处理记录") + + def split_documents(self, documents: List[Document]) -> List[Document]: + """将文档分割成小块""" + return self.text_splitter.split_documents(documents) + + def process_documents(self, path: str) -> List[Document]: + """处理文档：加载并分割，支持单个文件或目录""" + documents = self.load_documents(path) + return self.split_documents(documents) \ No newline at end of file diff --git a/app/services/qa_service.py b/app/services/qa_service.py new file mode 100644 index 0000000..012ae1f --- /dev/null +++ b/app/services/qa_service.py @@ -0,0 +1,58 @@ +from app.chains.qa_chain import QAChain +from app.chains.rag_chain import RAGChain +from app.services.vector_store_service import VectorStoreService +from app.core.logger import logger +from app.core.config import settings +from typing import List, Dict, Optional + +class QAService: + """问答服务类，处理问答相关的业务逻辑""" + + def __init__(self, model_name: str = None, temperature: float = None): + """ + 初始化问答服务 + + Args: + model_name (str, optional): 使用的模型名称，默认使用配置中的值 + temperature (float, optional): 模型温度参数，默认使用配置中的值 + """ + self.qa_chain = QAChain( + model_name=model_name or settings.DEFAULT_MODEL, + temperature=temperature or settings.TEMPERATURE + ) + # 初始化 RAG 相关服务 + self.vector_store_service = VectorStoreService() + self.rag_chain = RAGChain(self.vector_store_service) + + def get_answer(self, question: str, chat_history: Optional[List[Dict[str, str]]] = None, use_rag: bool = True) -> str: + """ + 获取问题的回答 + + Args: + question (str): 用户问题 + chat_history (List[Dict[str, str]], optional): 聊天历史记录 + use_rag (bool): 是否使用 RAG 增强回答，默认为 True + + Returns: + str: AI回答 + """ + try: + logger.info(f"处理问题: {question}") + + if use_rag: + # 使用 RAG 获取回答 + rag_result = self.rag_chain.query(question) + answer = rag_result["result"] + # 如果有相关文档，添加到回答中 + if rag_result["source_documents"]: + sources = [doc.page_content for doc in rag_result["source_documents"]] + answer += "\n\n参考来源：\n" + "\n".join(sources) + else: + # 使用基础 QA 获取回答 + answer = self.qa_chain.answer(question, chat_history) + + logger.info(f"生成回答完成，长度: {len(answer)}") + return answer + except Exception as e: + logger.error(f"生成回答时发生错误: {str(e)}", exc_info=True) + raise \ No newline at end of file diff --git a/app/services/vector_store_service.py b/app/services/vector_store_service.py new file mode 100644 index 0000000..f202ab1 --- /dev/null +++ b/app/services/vector_store_service.py @@ -0,0 +1,93 @@ +from typing import List +from langchain.schema import Document +from langchain_chroma import Chroma +from langchain_ollama import OllamaEmbeddings +import chromadb +import os +import shutil +from app.core.logger import logger + +class VectorStoreService: + def __init__(self, persist_directory: str = "data/chroma"): + self.persist_directory = persist_directory + self.embeddings = OllamaEmbeddings(model="qwen2.5:latest") + self.vector_store = None + self._initialize_vector_store() + + def _initialize_vector_store(self): + """初始化向量存储""" + try: + # 创建新目录 + os.makedirs(self.persist_directory, exist_ok=True) + + # 创建Chroma客户端 + client = chromadb.PersistentClient( + path=self.persist_directory, + settings=chromadb.Settings( + anonymized_telemetry=False, + allow_reset=True + ) + ) + + # 确保集合存在 + try: + client.get_collection("langchain") + except Exception: + # 如果集合不存在，创建新集合 + client.create_collection("langchain") + + # 初始化向量存储 + self.vector_store = Chroma( + client=client, + collection_name="langchain", + embedding_function=self.embeddings + ) + logger.info("向量存储初始化成功") + except Exception as e: + logger.error(f"初始化向量存储时出错: {str(e)}", exc_info=True) + raise + + def add_documents(self, documents: List[Document]): + """添加文档到向量存储""" + if not documents: + return + try: + self.vector_store.add_documents(documents) + logger.info(f"成功添加 {len(documents)} 个文档到向量存储") + except Exception as e: + logger.error(f"添加文档到向量存储时出错: {str(e)}", exc_info=True) + raise + + def similarity_search(self, query: str, k: int = 6, score_threshold: float = 0.7) -> List[Document]: + """相似度搜索 + + Args: + query (str): 查询文本 + k (int): 返回的文档数量 + score_threshold (float): 相似度阈值，只返回相似度大于此值的文档 + """ + try: + # 获取带分数的搜索结果 + results = self.vector_store.similarity_search_with_score(query, k=k) + # 过滤相似度低于阈值的文档 + filtered_results = [doc for doc, score in results if score >= score_threshold] + # 如果没有文档通过阈值过滤，返回相似度最高的文档 + if not filtered_results and results: + return [results[0][0]] + return filtered_results + except Exception as e: + logger.error(f"执行相似度搜索时出错: {str(e)}", exc_info=True) + raise + + def clear(self): + """清空向量存储""" + try: + if self.vector_store: + # 删除集合 + self.vector_store.delete_collection() + # 重新初始化向量存储 + self._initialize_vector_store() + logger.info("向量存储已清空并重新初始化") + except Exception as e: + logger.error(f"清空向量存储时出错: {str(e)}", exc_info=True) + raise \ No newline at end of file diff --git a/app/services/websocket_service.py b/app/services/websocket_service.py new file mode 100644 index 0000000..96a79ff --- /dev/null +++ b/app/services/websocket_service.py @@ -0,0 +1,99 @@ +from flask_socketio import SocketIO, emit +from app.core.logger import logger +from app.services.qa_service import QAService +from typing import Dict, Set +import threading +import queue +import time + +class WebSocketService: + """WebSocket服务类，处理WebSocket连接和消息""" + + def __init__(self, socketio: SocketIO, qa_service: QAService): + """ + 初始化WebSocket服务 + + Args: + socketio: SocketIO实例 + qa_service: 问答服务实例 + """ + self.socketio = socketio + self.qa_service = qa_service + self.active_connections: Dict[str, Set[str]] = {} + self.message_queues: Dict[str, queue.Queue] = {} + self.processing_threads: Dict[str, threading.Thread] = {} + self.lock = threading.Lock() + + def register_connection(self, sid: str): + """注册新的WebSocket连接""" + with self.lock: + if sid not in self.active_connections: + self.active_connections[sid] = set() + self.message_queues[sid] = queue.Queue() + self._start_processing_thread(sid) + logger.info(f"新连接注册: {sid}") + + def unregister_connection(self, sid: str): + """注销WebSocket连接""" + with self.lock: + if sid in self.active_connections: + del self.active_connections[sid] + del self.message_queues[sid] + if sid in self.processing_threads: + self.processing_threads[sid].join(timeout=1) + del self.processing_threads[sid] + logger.info(f"连接注销: {sid}") + + def _start_processing_thread(self, sid: str): + """启动消息处理线程""" + def process_messages(): + while sid in self.active_connections: + try: + message = self.message_queues[sid].get(timeout=1) + if message is None: # 退出信号 + break + + try: + # 处理消息 + answer = self.qa_service.get_answer(message) + self.socketio.emit('ai_response', + {'message': answer}, + room=sid) + except Exception as e: + logger.error(f"处理消息时发生错误: {str(e)}", exc_info=True) + self.socketio.emit('ai_response', + {'message': f'处理消息时发生错误: {str(e)}'}, + room=sid) + + except queue.Empty: + continue + except Exception as e: + logger.error(f"消息处理线程错误: {str(e)}", exc_info=True) + break + + thread = threading.Thread(target=process_messages) + thread.daemon = True + thread.start() + self.processing_threads[sid] = thread + + def handle_message(self, sid: str, message: str): + """处理接收到的消息""" + if not message: + self.socketio.emit('ai_response', + {'message': '请输入问题'}, + room=sid) + return + + logger.info(f"收到消息 - 会话ID: {sid}, 内容: {message}") + + if sid in self.message_queues: + self.message_queues[sid].put(message) + else: + logger.error(f"会话 {sid} 的消息队列不存在") + self.socketio.emit('ai_response', + {'message': '服务器错误，请重新连接'}, + room=sid) + + def broadcast(self, message: str): + """广播消息给所有连接的客户端""" + self.socketio.emit('broadcast', {'message': message}) \ No newline at end of file diff --git a/app/templates/chat.html b/app/templates/chat.html new file mode 100644 index 0000000..6031455 --- /dev/null +++ b/app/templates/chat.html @@ -0,0 +1,340 @@ + + + + + + AI 聊天 + + + + + +
+ +
+
+

AI 助手

+ +
+ + +
+ +
+ + +
+
正在连接...
+
+
+ + +
+ +
+

新会话

+
+ +
+ +
+ +
+
+ + +
+ +
+ + +
+
+
+ +
+ 0/1000 +
+
+ +
+
+
+
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0000000..5cac682 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,33 @@ +# Web Framework +flask>=2.0.0 +flask-restx>=1.0.0 +flask-socketio>=5.3.0 +eventlet>=0.33.0 +gevent>=22.10.2 +fastapi>=0.104.0 +uvicorn>=0.24.0 + +# LangChain +langchain>=0.0.350 +langchain-ollama>=0.0.1 +langchain-community>=0.0.10 +langchain-core>=0.1.0 +langchain-chroma>=0.0.1 + +# Vector Store +chromadb>=0.4.22 + +# Environment Variables +python-dotenv>=1.0.0 + +# Logging +python-json-logger>=2.0.0 + +# Ollama +ollama>=0.1.0 + +# Document Processing +unstructured>=0.10.30 +python-magic>=0.4.27 +python-magic-bin>=0.4.14; sys_platform == 'win32' +pypdf>=3.17.0 \ No newline at end of file diff --git a/run.py b/run.py new file mode 100644 index 0000000..3a2156b --- /dev/null +++ b/run.py @@ -0,0 +1,19 @@ +import uvicorn +from app import create_app +from app.core.config import settings +from app.core.logger import logger + +# 创建应用实例 +logger.info("Creating application instance...") +app = create_app() + +if __name__ == "__main__": + logger.info(f"Starting server on {settings.HOST}:{settings.PORT}") + # 启动服务器 + uvicorn.run( + "run:app", + host=settings.HOST, + port=settings.PORT, + reload=settings.DEBUG, + log_level=settings.LOG_LEVEL.lower() + ) \ No newline at end of file