diff --git a/.gitignore b/.gitignore index c395f97..4511e11 100644 --- a/.gitignore +++ b/.gitignore @@ -146,4 +146,5 @@ app/logs/* *.avi *.json *.env* -config.backup.py \ No newline at end of file +config.backup.py +*.md \ No newline at end of file diff --git a/config.yaml b/config.yaml index b2bb9bc..586230c 100644 --- a/config.yaml +++ b/config.yaml @@ -16,20 +16,41 @@ agents: designer: prompt_template: | - 你是一位资深的家具设计师。你的职责是: - 1. 从用户的模糊描述中提取或补充具体的设计参数(尺寸、材质、人体工学数据)。 - 2. 如果用户想画图,不要直接画,而是先描述清楚细节,然后让 Visualizer 去画。 - 请以专业的口吻回复。 + 你是一位资深的家具设计师,经验丰富、审美一流、沟通温暖且高效。 + + 你的核心目标:快速理解用户想法,并用最合适的方式推进设计。 + + 你可以: + 1. 用户描述模糊时,可以自然地询问或给出建议,但**绝不强迫补充**尺寸、材质、人体工学等细节,除非用户自己关心或需要明确这些参数。 + 2. 如果用户提到想看图、想出效果图、想画草图、想渲染等,**直接同意并推动**: + - 用一句话确认或赞美用户的想法 + - 主动说“我这就帮你把当前设计转给视觉专家生成效果图/草图” + - 然后让 Visualizer 节点去处理(不需要你先写一大段细节描述) + 3. 回复时像和懂设计的客户聊天一样:专业、亲切、有创意,偶尔带点热情或幽默,但始终围绕家具设计。 + + 永远不要用“必须”“请先描述清楚”“按照流程”等强硬的流程化语言。 visualizer: prompt_template: | - 你是视觉专家。你的目标是生成高质量的家具草图。 - 步骤: - 1. 根据上下文,编写一个详细的 Stable Diffusion 风格的英文 Prompt。 - 2. 必须调用 generate_furniture_sketch 工具来生成图片。 + 你是专业的家具工业设计视觉专家,擅长将文字描述转化为高质量、清晰、专业的家具设计草图。 - 注意:如果对话中出现 [SYSTEM_DIRECTIVE] 要求直接绘图,请立即根据已知信息编写 Prompt 并调用 generate_furniture_sketch 工具,不要进行多余的询问。 - - researcher: - prompt_template: | - 你是情报专家,负责检索与整理参考资料并生成报告。 \ No newline at end of file + 你的唯一任务: + - 基于当前全部对话上下文(包括用户描述、已有设计要点、风格要求、材质、尺寸、功能等),在内部生成一个详细的英文 Stable Diffusion Prompt。 + - 然后**立即调用 generate_furniture 工具**来生成图片。 + - **绝对不要**把生成的 Prompt 文本、任何代码块、任何解释、任何思考过程输出给用户。 + - 只通过工具调用返回结果,工具执行完成后自然结束。 + + Prompt 内部生成要求(仅供你自己参考,不要输出): + 1. 语言:全程英文 + 2. 结构:主体描述 + 风格 + 视角 + 细节 + 材质 + 照明 + 质量修饰词 + 3. 必须包含高质量关键词:highly detailed, sharp focus, professional industrial design sketch, clean line art 或 photorealistic product render + 4. 背景:pure white background, studio lighting, no people, no text, no watermark + 5. 避免:blurry, deformed, low quality, cartoon, extra limbs, bad anatomy + 6. 如果上下文有明确风格、视角,必须强烈体现 + 7. 长度:80-150 个词左右 + + 现在开始工作: + - 直接分析上下文 + - 内部构建 Prompt + - 立即调用 generate_furniture 工具 + - 不要输出任何文字 \ No newline at end of file diff --git a/logging_env.py b/logging_env.py new file mode 100644 index 0000000..45e1563 --- /dev/null +++ b/logging_env.py @@ -0,0 +1,56 @@ +import os + +from src.core.config import settings + +LOGGER_CONFIG_DICT = { + 'version': 1, + 'disable_existing_loggers': False, + 'formatters': { + 'simple': { + 'format': '%(asctime)s %(filename)s [line:%(lineno)d] %(levelname)s %(message)s', + 'datefmt': '%Y-%m-%d %H:%M:%S' # 补充日期格式,日志更易读 + } + }, + 'handlers': { + 'console': { + 'class': 'logging.StreamHandler', + 'level': 'INFO', + 'formatter': 'simple', + 'stream': 'ext://sys.stdout', + }, + 'info_file_handler': { + 'class': 'logging.handlers.RotatingFileHandler', + 'level': 'INFO', + 'formatter': 'simple', + 'filename': os.path.join(settings.LOGS_PATH, 'info.log'), + 'maxBytes': 10485760, + 'backupCount': 50, + 'encoding': 'utf8', + }, + 'error_file_handler': { + 'class': 'logging.handlers.RotatingFileHandler', + 'level': 'ERROR', + 'formatter': 'simple', + 'filename': os.path.join(settings.LOGS_PATH, 'error.log'), + 'maxBytes': 10485760, + 'backupCount': 20, + 'encoding': 'utf8', + }, + 'debug_file_handler': { + 'class': 'logging.handlers.RotatingFileHandler', + 'level': 'DEBUG', + 'formatter': 'simple', + 'filename': os.path.join(settings.LOGS_PATH, 'debug.log'), + 'maxBytes': 10485760, + 'backupCount': 50, + 'encoding': 'utf8', + }, + }, + 'loggers': { + 'my_module': {'level': 'INFO', 'handlers': ['console'], 'propagate': 'no'} + }, + 'root': { + 'level': 'DEBUG', + 'handlers': ['error_file_handler', 'info_file_handler', 'debug_file_handler', 'console'], + }, +} diff --git a/main.py b/main.py index f4a19d3..0b87742 100644 --- a/main.py +++ b/main.py @@ -1,8 +1,14 @@ +import logging + import uvicorn from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware + +from logging_env import LOGGER_CONFIG_DICT from src.routers import chat +logging.config.dictConfig(LOGGER_CONFIG_DICT) + app_server = FastAPI( title="Gemini Furniture Designer API", description="基于 LangGraph + Gemini 2.0 Flash 的家具设计 Agent 接口", diff --git a/pyproject.toml b/pyproject.toml index fa3034d..c45fe9c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,20 +4,36 @@ version = "0.1.0" description = "Add your description here" requires-python = ">=3.12" dependencies = [ + "crawl4ai>=0.8.0", + "deepagents>=0.4.3", "fastapi[standard]>=0.128.0", "gunicorn>=25.0.1", "image>=1.5.33", + "langchain-community>=0.4.1", "langchain-core>=1.2.8", "langchain-google-genai>=4.2.0", - "langgraph>=1.0.7", + "langgraph[postgres]>=1.0.7", "langgraph-checkpoint-mongodb>=0.3.1", "minio>=7.2.20", "modality>=0.1.0", "motor>=3.7.1", + "playwright>=1.58.0", "pydantic>=2.12.5", "pydantic-settings>=2.12.0", "pymongo[srv]>=4.15.5", "python-dotenv>=1.2.1", + "tavily-python>=0.7.21", "uuid>=1.30", "uvicorn>=0.40.0", + "psycopg[binary]>=3.3.3", + "postgres>=4.0", + "langchain-huggingface>=1.2.0", + "sentence-transformers>=5.2.3", + "rank-bm25>=0.2.2", + "torch>=2.10.0", + "faiss-cpu>=1.13.2", + "terminate>=0.0.9", + "report-generator>=0.1.10", + "dashscope>=1.25.13", + "prompt>=0.4.1", ] diff --git a/src/core/config.py b/src/core/config.py index d6016b2..9a9a2b5 100644 --- a/src/core/config.py +++ b/src/core/config.py @@ -17,6 +17,9 @@ class Settings(BaseSettings): GOOGLE_CLOUD_PROJECT: str = Field(default="", description="") GOOGLE_CLOUD_LOCATION: str = Field(default="", description="") + # --- google api 配置信息 --- + QWEN_API_KEY: str = Field(default="", description="") + # --- minio 配置信息 --- MINIO_URL: str = Field(default='', description="") MINIO_ACCESS: str = Field(default='', description="") @@ -29,6 +32,11 @@ class Settings(BaseSettings): MONGODB_HOST: str = Field(default="localhost", description="") MONGODB_PORT: int = Field(default=27017, description="") + # --- 外部工具api配置信息 --- + TAVILY_API_KEY: str = Field(default="", description="") + + LOGS_PATH: str = Field(default="/mnt/data/FiDA/logs", description="") + settings = Settings() MONGO_URI = f"mongodb://{settings.MONGODB_USERNAME}:{settings.MONGODB_PASSWORD}@{settings.MONGODB_HOST}:{settings.MONGODB_PORT}" diff --git a/src/routers/chat.py b/src/routers/chat.py index 9be16b0..90786a0 100644 --- a/src/routers/chat.py +++ b/src/routers/chat.py @@ -1,5 +1,8 @@ +import logging import uuid import json +from typing import AsyncGenerator + from fastapi import APIRouter from fastapi.responses import StreamingResponse from src.schemas.chat import ChatRequest, HistoryResponse, HistoryItem @@ -7,6 +10,7 @@ from src.server.agent.graph import app # 导入已经 compile 好的 graph from langchain_core.messages import HumanMessage, SystemMessage router = APIRouter(prefix="/chat", tags=["Furniture Design Chat"]) +logger = logging.getLogger(__name__) @router.post("/stream") @@ -52,29 +56,28 @@ async def chat_stream(request: ChatRequest): } ``` """ + logger.debug(f"chat request data: {request}") source_thread_id = request.thread_id checkpoint_id = request.checkpoint_id # 1. 确定目标 thread_id - # 如果是回溯操作,我们生成一个新的 ID,或者由前端传入一个新的 target_thread_id is_branching = source_thread_id and checkpoint_id target_thread_id = str(uuid.uuid4())[:8] if is_branching else (source_thread_id or str(uuid.uuid4())[:8]) - # 2. 获取配置参数 - temp = request.config_params.temperature if request.config_params else 0.7 - # 构建基础 Config + # 2. 配置参数 + temp = request.config_params.temperature if request.config_params else 0.7 current_config = { + "recursion_limit": 100, "configurable": { "thread_id": target_thread_id, - "llm_temperature": temp + "llm_temperature": temp, + "use_report": request.use_report, } } - # 3. 处理状态初始化与分支 - initial_messages = [] - # 如果是全新的对话(没有 source_thread_id),或者明确要求分叉 + # 3. 初始化消息 + 系统提示 + initial_messages = [] if not source_thread_id or is_branching: - # 如果用户传了标签,构造 SystemMessage 注入上下文 if request.config_params: cp = request.config_params system_prompt = ( @@ -86,7 +89,7 @@ async def chat_stream(request: ChatRequest): ) initial_messages.append(SystemMessage(content=system_prompt)) - # 4. 执行分叉逻辑(搬运旧数据) + # 4. 处理分支(从历史 checkpoint 复制状态) if is_branching: source_config = { "configurable": { @@ -95,80 +98,149 @@ async def chat_stream(request: ChatRequest): } } older_state = await app.aget_state(source_config) - - # 将旧消息和我们新定义的 SystemMessage 合并 - # update_state 会将这些消息推送到新 thread 的存储中 combined_values = older_state.values.copy() if initial_messages: - combined_values["messages"] = list(combined_values["messages"]) + initial_messages - + combined_values["messages"] = list(combined_values.get("messages", [])) + initial_messages await app.aupdate_state(current_config, combined_values) - async def event_generator(): - # 初始推送状态信息 + async def event_generator() -> AsyncGenerator[str, None]: + # 初始事件 yield f"data: {json.dumps({'thread_id': target_thread_id, 'is_branch': is_branching, 'status': 'start'}, ensure_ascii=False)}\n\n" - # 构造本次请求的输入 - # 如果是第一次开始,且有 initial_messages,则连同 user message 一起发送 - # --- 核心逻辑:构造本次请求的消息列表 --- - new_messages = [] - if not source_thread_id and initial_messages: - new_messages.extend(initial_messages) - # 添加用户消息 + # 构造输入 + new_messages = initial_messages[:] if not source_thread_id else [] new_messages.append(HumanMessage(content=request.message)) - # --- 新增:强制绘图指令注入 --- - # if request.force_sketch: - # force_instruction = HumanMessage( - # content="[SYSTEM_DIRECTIVE]: 用户点击了强制生成按钮。请立即根据当前上下文调用 generate_furniture_sketch 工具生成草图,无需确认。" - # ) - # new_messages.append(force_instruction) - input_data = { "messages": new_messages, - "require_suggestion": request.need_suggestion # 初始由前端决定 + "require_suggestion": request.need_suggestion, + "use_report": request.use_report, } - async for event in app.astream( + # 使用 astream_events v2 + stream_subgraphs=True 来捕获 DeepAgents 内部流式事件 + async for event in app.astream_events( input_data, - current_config, - stream_mode="updates" + version="v2", + config=current_config, + stream_subgraphs=True, ): - for node_name, output in event.items(): - if "messages" in output: - # 获取最新 state 以获取 checkpoint_id - state = await app.aget_state(current_config) - current_cp_id = state.config["configurable"].get("checkpoint_id") + event_kind = event["event"] - # 遍历本次 update 产生的所有消息 - for msg in output["messages"]: + # 获取当前 checkpoint_id(安全方式,避免 KeyError) + latest_state = await app.aget_state(current_config) + configurable = latest_state.config.get("configurable", {}) + current_cp_id = configurable.get("checkpoint_id", "") # 如果没有,返回空字符串 + + # ──────────────────────────────────────────────── + # 1. LLM token 流式输出(主图或子图的逐 token) + # ──────────────────────────────────────────────── + if event_kind == "on_chat_model_stream": + chunk = event["data"].get("chunk") + if chunk and chunk.content: + node_name = event.get("name", "Unknown") + # 判断是否来自 Researcher 子图 + namespace = event.get("parent_ids", []) or event.get("namespace", []) + if any("Researcher" in str(ns) for ns in namespace): + node_name = "Researcher" + + payload = { + "node": node_name, + "content": chunk.content, + "is_delta": True, + "checkpoint_id": current_cp_id, + "image_url": None, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + + # ──────────────────────────────────────────────── + # 2. 自定义事件(report_delta 等) + # ──────────────────────────────────────────────── + elif event_kind == "on_custom_event": + custom_data = event["data"] + if isinstance(custom_data, dict): + if custom_data.get("type") == "report_delta": payload = { - "node": node_name, - "content": "", + "node": "Researcher", + "content": custom_data.get("delta", ""), + "is_delta": True, + "checkpoint_id": current_cp_id, "image_url": None, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + + # 可选:报告开始/完成/错误等状态提示 + elif custom_data.get("type") in ("report_start", "report_complete", "report_error"): + status_msg = { + "report_start": "Start generating reports...", + "report_complete": "Report generation completed", + "report_error": f"Report generation failed: {custom_data.get('message', '')}" + }.get(custom_data["type"], "") + payload = { + "node": "Researcher", + "content": status_msg, + "is_delta": False, + "checkpoint_id": current_cp_id, + "image_url": None, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + + # ──────────────────────────────────────────────── + # 3. 节点启动 / 工具启动(进度提示) + # ──────────────────────────────────────────────── + elif event_kind in {"on_tool_start", "on_tool_end"}: + tool_name = event.get("name", "unknown_tool") + tool_data = event.get("data", {}) + tool_input = tool_data.get("input", "") + tool_output = tool_data.get("output", "") + + if event_kind == "on_tool_start": + payload = { + "node": tool_name, + "content": tool_input, + "is_delta": False, + "checkpoint_id": current_cp_id, + "image_url": None, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + else: + if tool_name == "generate_furniture" and isinstance(tool_output, str): + payload = { + "node": tool_name, + "content": "Design sketch has been generated for you.", # 给用户友好的文字提示 + "image_url": tool_output, # 直接传 URL 给前端显示 + "is_delta": False, # 这是一个完整事件,不是增量 "checkpoint_id": current_cp_id, "suggestions": [] } - - # --- 核心改动:提取建议按钮 --- - # 无论是不是 Suggester 节点,只要消息里带了建议就提取 - if hasattr(msg, "additional_kwargs") and "suggestions" in msg.additional_kwargs: - payload["suggestions"] = msg.additional_kwargs["suggestions"] - - content = msg.content - # 逻辑判断:MinIO 图片处理 - if node_name == "Visualizer" and str(content).endswith("png") and "furniture/sketches" in str(content): - payload["image_url"] = content - payload["content"] = "已为您生成设计草图" - else: - payload["content"] = content - - # 如果消息既没有文本、也没有图片、也没有建议(比如中间的 ToolCall 消息),则跳过 - if not payload["content"] and not payload["image_url"] and not payload["suggestions"]: - continue - yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" - + elif tool_name == "topic_research": + payload = { + "node": tool_name, + "content": "Visiting...", # 给用户友好的文字提示 + "image_url": None, # 直接传 URL 给前端显示 + "search_list": tool_output.content, + "is_delta": False, # 这是一个完整事件,不是增量 + "checkpoint_id": current_cp_id, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + else: + # 可选:其他工具的通用处理(debug 或显示结果) + if tool_output: + payload = { + "node": tool_name, + "content": f"tool {tool_name} Execution completed:{str(tool_output)[:200]}...", # 截断避免过长 + "is_delta": False, + "checkpoint_id": current_cp_id, + "image_url": None, + "suggestions": [] + } + yield f"data: {json.dumps(payload, ensure_ascii=False)}\n\n" + # 流结束 yield f"data: {json.dumps({'status': 'end'}, ensure_ascii=False)}\n\n" return StreamingResponse(event_generator(), media_type="text/event-stream") @@ -218,7 +290,7 @@ async def get_chat_history(thread_id: str): } ``` """ - config = {"configurable": {"thread_id": thread_id}} + config = {"configurable": {"thread_id": thread_id}, } history_data = [] async for state in app.aget_state_history(config): msg_content = "Initial" diff --git a/src/schemas/chat.py b/src/schemas/chat.py index c4c01c8..8e47a2d 100644 --- a/src/schemas/chat.py +++ b/src/schemas/chat.py @@ -15,6 +15,7 @@ class ChatRequest(BaseModel): checkpoint_id: Optional[str] = Field(None, description="回溯点的ID,用于从历史点开启新对话") config_params: Optional[AgentConfig] = None need_suggestion: bool = False + use_report: bool = False # ← 新增:是否使用深度报告 class HistoryItem(BaseModel): diff --git a/src/server/agent/agents.py b/src/server/agent/agents.py index 1b6bbec..f4f61f3 100644 --- a/src/server/agent/agents.py +++ b/src/server/agent/agents.py @@ -1,36 +1,59 @@ -import os - -from google.oauth2 import service_account +from pathlib import Path +from typing import AsyncGenerator, Dict, Any +from deepagents import create_deep_agent +from deepagents.backends import FilesystemBackend from langchain_core.messages import HumanMessage, SystemMessage, ToolMessage, AIMessage from langchain_core.runnables import RunnableConfig -from langchain_google_genai import ChatGoogleGenerativeAI -from src.server.agent.state import AgentState -from src.server.agent.tools import generate_2025_report_tool, generate_furniture_sketch -from src.server.agent.config_loader import get_agent_prompt -from src.core.config import settings -from src.server.utils.generate_suggestion import generate_chat_suggestions +from langchain_qwq import ChatQwen -creds = service_account.Credentials.from_service_account_file( - settings.GOOGLE_GENAI_USE_VERTEXAI, - scopes=["https://www.googleapis.com/auth/cloud-platform"], +from src.core.config import settings +from src.server.agent.prompt import SYSTEM_PROMPT +from src.server.agent.state import AgentState +from src.server.agent.tools.generate_furniture_sketch import generate_furniture +from src.server.agent.config_loader import get_agent_prompt +from src.server.agent.tools.crawl_tool import crawl4ai_batch +from src.server.agent.tools.research_tool import topic_research +from src.server.agent.tools.structured_retrieval_tool import structured_retrieval +from src.server.agent.tools.terminate_tool import terminate +from src.server.agent.tools.user_persona_tool import manage_user_persona +from src.server.utils.generate_suggestion import generate_chat_suggestions +from test.report.tools.report_generator_tool import report_generator + +# 目前這個主程式檔案所在的目錄 +MAIN_DIR = Path(__file__).resolve().parent + +# 專案根目錄(因為 main.py 跟 tools/ 同級,所以 parent 就是根) +PROJECT_ROOT = MAIN_DIR + +model = ChatQwen( + model="qwen3.5-flash", + max_tokens=3_000, + timeout=None, + max_retries=2, + api_key=settings.QWEN_API_KEY) + +tools = [manage_user_persona, topic_research, crawl4ai_batch, structured_retrieval, report_generator, terminate] +research_agent = create_deep_agent( + model=model, + tools=tools, + system_prompt=SYSTEM_PROMPT, + backend=FilesystemBackend( + root_dir=str(PROJECT_ROOT / "agent_workspace"), + virtual_mode=False, # 重要:關掉虛擬模式 → 真的寫硬碟 + ) ) # 辅助函数:根据配置动态获取 LLM def get_model(config: RunnableConfig): - # 从 configurable 中获取温度,默认为 0.5 (对应你之前的设置) - # 这个 key 必须与你在 chat_stream 路由里定义的 "llm_temperature" 一致 temp = config["configurable"].get("llm_temperature", 0.5) - - return ChatGoogleGenerativeAI( - model="gemini-2.0-flash", + return ChatQwen( + model="qwen3.5-flash", + max_tokens=3_000, + timeout=None, + max_retries=2, temperature=temp, - credentials=creds, - project=settings.GOOGLE_CLOUD_PROJECT, - location=settings.GOOGLE_CLOUD_LOCATION, - vertexai=True, - api_key=settings.GOOGLE_API_KEY - ) + api_key=settings.QWEN_API_KEY) # --- 1. Designer Agent (设计顾问) --- @@ -48,33 +71,158 @@ async def designer_node(state: AgentState, config: RunnableConfig): return {"messages": [response], "require_suggestion": should_suggest} -# --- 2. Researcher Agent (情报专家) --- -async def researcher_node(state: AgentState, config: RunnableConfig): - """负责调用报告生成工具""" - model = get_model(config) - tools = [generate_2025_report_tool] - llm_with_tools = model.bind_tools(tools) +async def researcher_node( + state: AgentState, + config: RunnableConfig +) -> AsyncGenerator[Dict[str, Any], None]: + use_report = config["configurable"].get("use_report", False) + if not use_report: + yield { + "messages": [AIMessage( + content="深度报告功能未启用,请通过前端按钮触发。", + name="Researcher" + )], + "next": "Supervisor" + } + return messages = state["messages"] - system_text = get_agent_prompt("researcher") - system_prompt = SystemMessage(content=system_text) - response = await llm_with_tools.ainvoke([system_prompt] + messages) + last_human = next((m for m in reversed(messages) if isinstance(m, HumanMessage)), None) - if response.tool_calls: - tool_call = response.tool_calls[0] - if tool_call["name"] == "generate_2025_report_tool": - # 这里的工具调用如果也是异步的,建议加 await - result = await generate_2025_report_tool.ainvoke(tool_call["args"]) - return {"messages": [response, HumanMessage(content=str(result))]} + if not last_human: + yield { + "messages": [AIMessage( + content="深度研究节点:未找到有效的用户问题", + name="Researcher" + )], + "next": "Supervisor" + } + return - return {"messages": [response]} + full_content = "" + current_step = "正在启动深度报告生成..." + + # 初始提示 + yield { + "messages": [AIMessage( + content="正在启动深度报告生成...", + name="Researcher", + additional_kwargs={ + "current_step": current_step, + "streaming": True + } + )] + } + + async for event in research_agent.astream_events( + {"messages": messages[-12:]}, + version="v2", + config=config, + stream_subgraphs=True + ): + event_type = event["event"] + name = event.get("name", "未知") + + if event["event"] == "on_custom_event": + custom_data = event["data"] + # 你的 writer 发的是 dict,所以这里 custom_data 就是你写的 {"type": "report_delta", "delta": "..."} + if isinstance(custom_data, dict) and custom_data.get("type") == "report_delta": + delta = custom_data.get("delta", "") + print(delta, end="", flush=True) # 实时打印,不换行 + + # ────────────── 工具结束事件:重点处理并 yield 输出 ────────────── + if event["event"] in {"on_tool_start", "on_tool_end"}: + tool_name = event.get("name", "未知") + is_start = event["event"] == "on_tool_start" + + if is_start: + tool_input = event["data"].get("input", {}) + current_step = f"正在執行工具:{tool_name}" + print(f"| {current_step} | {tool_input}") + yield { + "messages": [AIMessage( + content=full_content, + name="Researcher", + additional_kwargs={ + "current_step": current_step, + "tool_name": tool_name, + "tool_input": tool_input, + "tool_status": "start", + "streaming": True + } + )] + } + else: # on_tool_end + tool_output = event["data"].get("output", "") + current_step = f"工具 {tool_name} 已完成" + print(f"| {current_step} | {tool_output}") + yield { + "messages": [AIMessage( + content=full_content, + name="Researcher", + additional_kwargs={ + "current_step": current_step, + "tool_name": tool_name, + "tool_output": tool_output, + "tool_status": "end", + "streaming": True + } + )] + } + + + # ────────────── LLM 内容生成(保持原有逻辑) ────────────── + elif event_type == "on_chat_model_stream": + chunk = event["data"]["chunk"].content or "" + if chunk: + print(chunk, end="", flush=True) + full_content += chunk + if "\n" in chunk or len(full_content) % 4 == 0: + yield { + "messages": [AIMessage( + content=full_content, + name="Researcher", + additional_kwargs={ + "current_step": current_step, + "streaming": True + } + )] + } + + # ────────────── 其他链路事件(可选补充) ────────────── + elif event_type in ("on_chain_start", "on_chain_end"): + status = "开始" if event_type == "on_chain_start" else "完成" + current_step = f"[{status}] {name.upper()}" + yield { + "messages": [AIMessage( + content=full_content, + name="Researcher", + additional_kwargs={ + "current_step": current_step, + "streaming": True + } + )] + } + + # 最终输出 + yield { + "messages": [AIMessage( + content=full_content.strip() or "报告生成完成", + name="Researcher", + additional_kwargs={ + "current_step": "报告已完成", + "streaming": False + } + )], + "next": "Suggester" + } # --- 3. Visualizer Agent (视觉专家) --- async def visualizer_node(state: AgentState, config: RunnableConfig): """负责将自然语言转化为绘图 Prompt 并调用绘图工具""" model = get_model(config) - tools = [generate_furniture_sketch] + tools = [generate_furniture] llm_with_tools = model.bind_tools(tools) messages = state["messages"] @@ -85,8 +233,8 @@ async def visualizer_node(state: AgentState, config: RunnableConfig): if response.tool_calls: tool_call = response.tool_calls[0] - if tool_call["name"] == "generate_furniture_sketch": - img_url = await generate_furniture_sketch.ainvoke(tool_call["args"]) + if tool_call["name"] == "generate_furniture": + img_url = await generate_furniture.ainvoke(tool_call["args"]) return { "messages": [ response, diff --git a/src/server/agent/graph.py b/src/server/agent/graph.py index a2444c8..da86583 100644 --- a/src/server/agent/graph.py +++ b/src/server/agent/graph.py @@ -1,14 +1,12 @@ -import os from typing import Literal - -from google.oauth2 import service_account from langchain_core.messages import AIMessage -from langchain_google_genai import ChatGoogleGenerativeAI +from langchain_core.runnables import RunnableConfig +from langchain_qwq import ChatQwen from langgraph.graph import StateGraph, END, START from pydantic import BaseModel from pymongo import MongoClient -from src.core.config import settings, MONGO_URI +from src.core.config import MONGO_URI, settings from src.server.agent.state import AgentState from src.server.agent.agents import designer_node, researcher_node, visualizer_node, suggester_node from langgraph.checkpoint.mongodb import MongoDBSaver @@ -21,18 +19,16 @@ class RouteResponse(BaseModel): next: Literal["Designer", "Researcher", "Visualizer", "Suggester", "FINISH"] -creds = service_account.Credentials.from_service_account_file( - settings.GOOGLE_GENAI_USE_VERTEXAI, - scopes=["https://www.googleapis.com/auth/cloud-platform"], -) - -llm_supervisor = ChatGoogleGenerativeAI( - model="gemini-2.0-flash", credentials=creds, - project="aida-461108", location='us-central1', vertexai=True, api_key=settings.GOOGLE_API_KEY -) +llm_supervisor = ChatQwen( + model="qwen3.5-flash", + max_tokens=3_000, + timeout=None, + max_retries=2, + api_key=settings.QWEN_API_KEY) -def supervisor_node(state: AgentState): +def supervisor_node(state: AgentState, config: RunnableConfig): + use_report = config["configurable"].get("use_report", False) messages = state["messages"] if not messages: return {"next": "Suggester"} @@ -69,7 +65,6 @@ workflow.add_node("Designer", designer_node) workflow.add_node("Researcher", researcher_node) workflow.add_node("Visualizer", visualizer_node) workflow.add_node("Suggester", suggester_node) # 新增节点 - workflow.add_edge(START, "Supervisor") # 修改条件边映射 diff --git a/src/server/agent/prompt.py b/src/server/agent/prompt.py new file mode 100644 index 0000000..e02bddf --- /dev/null +++ b/src/server/agent/prompt.py @@ -0,0 +1,66 @@ +SYSTEM_PROMPT = """ +You are "TrendAgent" - a focused, efficient design trend analysis agent. +Your ONLY goal: produce one high-quality Markdown trend report per user request. + +TOOL ORDER & DISCIPLINE IS MANDATORY - DO NOT INVENT STEPS + +┌───────────────────────────────────────────────────────┐ +│ Phase 0 - Context & Persona (必须先完成) │ +└───────────────────────────────────────────────────────┘ + +Rules for Phase 0: +1. ALWAYS start with manage_user_persona(command="get") +2. If STATUS == "INCOMPLETE" or persona missing critical fields (Design Type, Style, Target Audience, Color Preference, etc.): + → MUST call manage_user_persona(command="ask") to collect missing info + → After user answers → call manage_user_persona(command="set", ...) + → Loop until STATUS == "READY" +3. Only when STATUS == "READY" → proceed to Phase 1 +4. Never assume or fabricate persona details + +┌───────────────────────────────────────────────────────┐ +│ Phase 1 - Planning (必须执行一次且只能一次) │ +└───────────────────────────────────────────────────────┘ + +When persona READY and user gave a clear trend request: +1. Call write_todos EXACTLY ONCE with a strict plan containing: + - 3–6 concrete steps (numbered) + - Which URLs/topics to research + - Expected output of each major tool + - Final deliverable: one Markdown report +2. After receiving todos, you MUST follow this exact sequence unless impossible +3. Do NOT call any other tool until write_todos is done + +┌───────────────────────────────────────────────────────┐ +│ Phase 2 - Research & Collection │ +└───────────────────────────────────────────────────────┘ + +Follow todos order: +- Use topic_research → get 3–8 high-quality URLs (add persona [Style] [Type] in query) +- Select best 3–6 URLs → call crawl4ai_batch ONCE with list +- Get file paths → call structured_retrieval ONCE with file_paths list + +┌───────────────────────────────────────────────────────┐ +│ Phase 3 - Synthesis & Delivery │ +└───────────────────────────────────────────────────────┘ + +After structured_retrieval summary received: +- If extracted item count ≥ 8–12 AND covers main aspects in todos → ready to report +- Call report_generator ONCE (it reads local JSON/DB) +- After report_generator success → call terminate +- If data obviously insufficient → call topic_research again (max 1 extra round) + +┌───────────────────────────────────────────────────────┐ +│ HARD RULES - MUST OBEY │ +└───────────────────────────────────────────────────────┘ + +• Never load full JSON/markdown into context - trust local storage +• Batch everything possible (crawl4ai_batch + structured_retrieval) +• Call tools in PHASE ORDER - no jumping, no repetition +• After report_generator → next action MUST be terminate +• If stuck > 4 steps without progress → call terminate with note "Incomplete - insufficient data" +• Never hallucinate trend data - base everything on retrieved content +• Report must start each section with **Conclusion First** insight +• Include [IMAGE_REF_xx] placeholders where visuals were extracted + +Current status: Phase 0 +""" diff --git a/src/server/agent/run_test.py b/src/server/agent/run_test.py index 07be93e..bcfbd68 100644 --- a/src/server/agent/run_test.py +++ b/src/server/agent/run_test.py @@ -1,49 +1,74 @@ -from langchain_core.messages import HumanMessage, AIMessage +import asyncio +from langchain_core.messages import HumanMessage, AIMessage, ToolMessage + from src.server.agent.graph import app -def main(): - # 模拟 thread_id 区分不同用户或项目 +async def async_main(): config = {"configurable": {"thread_id": "project_alpha"}} + print("測試模式已啟動 (輸入 'exit' 離開,'history' 查看歷史並回溯)") + use_report = input("是否启用深度报告?(y/n): ").lower() == 'y' while True: - user_input = input("\n👤 设计师 (输入 'history' 定位轮次): ") + user_input = input("\n👤 輸入訊息: ").strip() + + if user_input.lower() in ["exit", "quit", "結束"]: + print("測試結束") + break - # --- 官方推荐的异步回溯逻辑 --- if user_input.lower() == "history": - print("\n--- 历史记录 ---") - for state in app.get_state_history(config): - # 每一个 state 都是一个 CheckpointTuple - cp_id = state.config["configurable"]["checkpoint_id"] - msg = state.values["messages"][-1].content[:30] if state.values.get("messages") else "Initial" - print(f"ID: {cp_id} | 内容: {msg}...") - - target_id = input("\n请输入想要回溯的 Checkpoint ID (直接回车取消): ") - if target_id: - # 重新配置 config,指向特定的 checkpoint_id 实现分支 - config = {"configurable": {"thread_id": "project_alpha", "checkpoint_id": target_id}} - print(f"✅ 已定位到节点 {target_id},后续对话将从此分叉。") + # 你的 history 邏輯(這裡不變) + print("\n=== 歷史檢查點 ===") + states = [s async for s in app.aget_state_history(config)] + for idx, state_tuple in enumerate(states): + cp_id = state_tuple.config["configurable"].get("checkpoint_id", "N/A") + messages = state_tuple.values.get("messages", []) + if messages: + last_msg = messages[-1] + msg_type = type(last_msg).__name__ + content_preview = str(last_msg.content)[:60].replace("\n", " ") + node = getattr(last_msg, "name", "無節點名") + print(f"[{idx}] {cp_id[:12]}... | {node} | {msg_type} | {content_preview}...") + target = input("\n輸入要回溯的 checkpoint ID (或 Enter 取消): ").strip() + if target: + config["configurable"]["checkpoint_id"] = target + print(f"已切換到 checkpoint {target}") continue - # --- 官方推荐的 astream 异步流式调用 --- - print("🤖 Agent 思考中...") - for event in app.stream( - {"messages": [HumanMessage(content=user_input)]}, - config, - stream_mode="values" # 这里设为 values 可以直接获取当前状态的消息列表 - ): - # 获取当前节点处理后的最新消息 - if "messages" in event: - last_msg = event["messages"][-1] - if isinstance(last_msg, AIMessage): - # 为了极致流式体验,可以在此处对 content 进行打印 - pass + if not user_input: + continue - # 运行结束后,最新的状态已经自动持久化到 MongoDB - # 我们可以通过 app.get_state(config) 验证 - final_state = app.get_state(config) - print(f"\n✅ 最终回复: {final_state.values['messages'][-1].content}") + print("\n🤖 開始處理...") + + try: + last_output = "" + async for event in app.astream( + {"messages": [HumanMessage(content=user_input)]}, + config, + stream_mode="updates" + ): + for node_name, update in event.items(): + if "messages" in update: + for msg in update["messages"]: + if isinstance(msg, AIMessage): + content = msg.content.strip() + if content and content != last_output: + print(f"\n[{node_name}] {msg.name or 'AI'}: {content}") + last_output = content + elif isinstance(msg, ToolMessage): + print(f" → 工具 {msg.name}: {msg.content[:120]}{'...' if len(msg.content) > 120 else ''}") + else: + print(f" ({node_name}) {type(msg).__name__}") + + final_state = await app.aget_state(config) + final_msg = final_state.values["messages"][-1] + print(f"\n=== 完成 ===\n最終訊息: {final_msg.content[:300]}{'...' if len(final_msg.content) > 300 else ''}") + + except Exception as e: + print(f"錯誤:{str(e)}") + import traceback + traceback.print_exc() if __name__ == "__main__": - main() + asyncio.run(async_main()) diff --git a/src/server/agent/state.py b/src/server/agent/state.py index b22e199..5cb568a 100644 --- a/src/server/agent/state.py +++ b/src/server/agent/state.py @@ -1,10 +1,11 @@ import operator -from typing import Annotated, Sequence, TypedDict, Union +from typing import Annotated, Sequence, TypedDict, Union, Optional from langchain_core.messages import BaseMessage + class AgentState(TypedDict): # messages 存储完整的对话历史,operator.add 表示新消息是追加而不是覆盖 messages: Annotated[Sequence[BaseMessage], operator.add] # next 存储 Supervisor 决定的下一步是谁 next: str - require_suggestion: bool # 是否需要建议按钮 \ No newline at end of file + require_suggestion: bool # 是否需要建议按钮 diff --git a/src/server/agent/tools/crawl_tool.py b/src/server/agent/tools/crawl_tool.py new file mode 100644 index 0000000..ffea500 --- /dev/null +++ b/src/server/agent/tools/crawl_tool.py @@ -0,0 +1,121 @@ +import time +import asyncio +from typing import List +from urllib.parse import urlparse +from pathlib import Path + +from langchain_core.tools import tool + +# ─────────────── 重要:計算路徑 ─────────────── +# 目前這個檔案 (crawl4ai_batch.py) 所在的目錄 +TOOL_DIR = Path(__file__).resolve().parent + +# 專案根目錄(假設 tools 資料夾與主程式同級) +PROJECT_ROOT = TOOL_DIR.parent + +# 儲存爬取結果的目錄(你可以自由決定放在哪裡) +# 建議選項 A:放在專案根目錄下的 workspace/raw_data +SAVE_DIR = PROJECT_ROOT / "workspace" / "raw_data" + +# 建議選項 B:如果你打算讓 deep agent 直接讀取,建議放在 agent_workspace 底下 +# SAVE_DIR = PROJECT_ROOT / "agent_workspace" / "raw_data" + +# 確保目錄存在 +SAVE_DIR.mkdir(parents=True, exist_ok=True) + + +# ──────────────────────────────────────────────── + + +@tool +async def crawl4ai_batch(urls: List[str]) -> str: + """ + 高性能网页爬虫,支持并行处理多个 URL。 + 爬取后的 Markdown 内容将保存到本地 workspace/raw_data 目录中。 + 返回执行结果摘要和保存的文件路径列表。 + """ + if not urls: + return "❌ 错误: 未提供任何 URL。" + + # print(f"🕷️ 正在并行爬取 {len(urls)} 个 URL...") + # print(f"儲存目錄: {SAVE_DIR}") + + # Crawl4AI 配置(保持原樣) + from crawl4ai import AsyncWebCrawler, BrowserConfig, CrawlerRunConfig, CacheMode + + browser_config = BrowserConfig( + headless=True, + verbose=False, + java_script_enabled=True, + user_agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) " + "AppleWebKit/537.36 (KHTML, like Gecko) " + "Chrome/118.0.5993.118 Safari/537.36", + proxy=None, # 可选,如果需要代理填 "http://user:pass@ip:port" + ) + + run_config = CrawlerRunConfig( + cache_mode=CacheMode.BYPASS, + word_count_threshold=5, + excluded_tags=["script", "style", "nav", "footer"], + remove_overlay_elements=True, + process_iframes=True, + ) + + results_summary = [] + saved_files = [] + + try: + async with AsyncWebCrawler(config=browser_config) as crawler: + tasks = [crawler.arun(url=url, config=run_config) for url in urls] + crawl_results = await asyncio.gather(*tasks, return_exceptions=True) + + for i, result in enumerate(crawl_results): + url = urls[i] + + if isinstance(result, Exception): + results_summary.append(f"❌ 抓取失败 {url}: {str(result)}") + continue + + if result.success: + markdown_content = result.markdown or "" + + if len(markdown_content) < 500: + results_summary.append(f"⏩ 跳过 {url} (内容过短)") + continue + + # 生成檔名 + parsed = urlparse(url) + domain = parsed.netloc.replace("www.", "").replace(".", "_") + path_part = parsed.path.strip("/").replace("/", "_")[:50] or "index" + filename = f"{int(time.time())}_{domain}_{path_part}.md" + + # 完整檔案路徑 + filepath = SAVE_DIR / filename + + # 寫入檔案 + with open(filepath, "w", encoding="utf-8") as f: + header = f"\n\n\n" + f.write(header + markdown_content) + + saved_files.append(str(filepath)) # 建議轉成字串 + results_summary.append(f"✅ 成功: {url} → {filepath}") + + else: + status = getattr(result, 'status_code', '未知错误') + results_summary.append(f"❌ 失败: {url} (状态码: {status})") + + except Exception as e: + return f"🚨 爬虫系统崩溃: {str(e)}" + + # 回傳給 agent 的結果 + final_output = ( + f"### 批量抓取完成 ###\n" + f"已成功保存 {len(saved_files)} 个文件。\n" + f"儲存目錄: {SAVE_DIR}\n" + f"详情:\n" + "\n".join(results_summary) + ) + + if saved_files: + final_output += "\n\n已保存的文件列表(可供後續讀取):\n" + "\n".join(saved_files) + + return final_output diff --git a/src/server/agent/tools.py b/src/server/agent/tools/generate_furniture_sketch.py similarity index 55% rename from src/server/agent/tools.py rename to src/server/agent/tools/generate_furniture_sketch.py index 8f1b064..4fc84a9 100644 --- a/src/server/agent/tools.py +++ b/src/server/agent/tools/generate_furniture_sketch.py @@ -1,11 +1,8 @@ -import base64 import uuid from google.oauth2 import service_account from langchain_core.tools import tool from google import genai from google.genai.types import GenerateContentConfig, Modality -from PIL import Image -from io import BytesIO from minio import Minio @@ -27,21 +24,8 @@ client = genai.Client( ) -# --- 模拟你已经开发好的报告生成功能 --- @tool -def generate_2025_report_tool(topic: str) -> str: - """ - 专门用于收集信息并生成报告。 - 当用户询问关于趋势、市场分析、年度报告(如2025家具报告)时调用此工具。 - """ - print(f"\n[系统日志] 正在调用外部模块生成关于 '{topic}' 的报告...") - # 这里对接你实际的代码,比如:return my_existing_module.run(topic) - return f"【报告生成成功】已生成关于 {topic} 的 PDF 报告。核心洞察:2025年趋势倾向于生物嗜好设计(Biophilic Design)和可持续软木材质。" - - -# --- 2. 绘图工具 (接入 Nano Banana 逻辑) --- -@tool -def generate_furniture_sketch(prompt: str) -> str: +def generate_furniture(prompt: str) -> str: """ 使用 Gemini 图像生成模型根据详细的英文提示词生成家具设计草图。 """ @@ -83,32 +67,3 @@ def generate_furniture_sketch(prompt: str) -> str: return "图片生成成功,但上传至存储服务器失败。" except Exception as e: return f"绘图流程异常: {str(e)}" - - -if __name__ == '__main__': - print(generate_furniture_sketch("椅子")) - # creds = service_account.Credentials.from_service_account_file( - # settings.GOOGLE_GENAI_USE_VERTEXAI, - # scopes=["https://www.googleapis.com/auth/cloud-platform"], - # ) - # client = genai.Client( - # credentials=creds, - # project=settings.GOOGLE_CLOUD_PROJECT, - # location=settings.GOOGLE_CLOUD_LOCATION, - # vertexai=True - # ) - # - # response = client.models.generate_content( - # model="gemini-2.5-flash-image", - # contents=("Generate an image of the Eiffel tower with fireworks in the background."), - # config=GenerateContentConfig( - # response_modalities=[Modality.TEXT, Modality.IMAGE], - # ), - # ) - # - # for part in response.candidates[0].content.parts: - # if part.text: - # print(part.text) - # elif part.inline_data: - # image = Image.open(BytesIO((part.inline_data.data))) - # image.save("example-image-eiffel-tower.png") diff --git a/src/server/agent/tools/read_file.py b/src/server/agent/tools/read_file.py new file mode 100644 index 0000000..eaa3cef --- /dev/null +++ b/src/server/agent/tools/read_file.py @@ -0,0 +1,36 @@ +import os +from langchain_core.tools import tool + + +@tool +def read_file(file_path: str) -> str: + """ + 读取本地文件的万能工具。支持绝对路径和相对路径。 + """ + # 1. 极端清洗:去掉 Agent 可能误加的引号、空格或转义符 + path = file_path.strip().strip("'").strip('"').replace("\\", "/") + + # 2. 打印当前环境真相(在你的 Python 控制台可见) + print(f"\n--- 🛠️ READ_FILE 调试信息 ---") + print(f"待读路径: {path}") + print(f"当前工作目录 (CWD): {os.getcwd()}") + print(f"是否存在: {os.path.exists(path)}") + + # 3. 尝试直接读取(跳过任何沙箱逻辑) + try: + # 如果是相对路径,尝试转为绝对路径再读 + abs_path = os.path.abspath(path) + if os.path.exists(abs_path): + with open(abs_path, 'r', encoding='utf-8') as f: + content = f.read() + return content + else: + # 如果读不到,列出父目录内容作为线索 + parent = os.path.dirname(abs_path) + if os.path.exists(parent): + files = os.listdir(parent) + return f"错误:文件不存在。该目录下现有的文件有: {files[:5]}..." + return f"错误:路径不存在,且连父目录 {parent} 都找不到。" + + except Exception as e: + return f"读取失败,系统异常: {str(e)}" diff --git a/src/server/agent/tools/report_generator_tool.py b/src/server/agent/tools/report_generator_tool.py new file mode 100644 index 0000000..11effa0 --- /dev/null +++ b/src/server/agent/tools/report_generator_tool.py @@ -0,0 +1,157 @@ +import os +import json +import re +from typing import Optional, List, Dict +from langchain_qwq import ChatQwen +from pydantic import BaseModel, Field +from langchain_core.tools import tool +from langchain_core.messages import SystemMessage, HumanMessage + +from src.core.config import settings + +# ========================= +# LLM 初始化 +# ========================= + + +llm = ChatQwen( + model="qwen3.5-flash", + temperature=0.2, + max_tokens=3_000, + timeout=None, + max_retries=2, + api_key=settings.QWEN_API_KEY) + + +# ========================= +# Tool 输入 Schema +# ========================= + +class ReportInput(BaseModel): + report_topic: str = Field( + ..., + description="Main topic of the report, e.g. '2026 Sofa Design Trends'" + ) + structured_data: List[Dict] = Field( + ..., + description="Structured retrieval result items" + ) + language: Optional[str] = Field( + default="English", + description="Output language" + ) + + +# ========================= +# LangGraph Tool +# ========================= + +@tool("report_generator", args_schema=ReportInput) +async def report_generator( + report_topic: str, + structured_data: List[Dict], + language: str = "English" +) -> dict: + """ + Generate a professional design/market report + directly from structured retrieval results. + """ + + if not structured_data: + return { + "status": "error", + "message": "No structured data provided." + } + + collected_data_str = json.dumps( + structured_data, + ensure_ascii=False, + indent=2 + ) + + # ========================= + # Prompt + # ========================= + + system_prompt = f""" +You are a professional design trend analyst. + +Generate a long, structured Markdown report. + +REQUIREMENTS: + +1. Follow MECE principle. +2. Embed images ONLY if they start with https:// + using: ![alt](url) +3. Insert images inline. +4. Every key insight must cite source: + [Website Name](url) +5. Use Markdown headings. +6. Start directly with title. +7. Be detailed and analytical. + +Output Language: {language} +""" + + user_prompt = f""" +Topic: {report_topic} + +Input Data: +{collected_data_str} +""" + + # ========================= + # 调用 LLM + # ========================= + + try: + response = await llm.ainvoke([ + SystemMessage(content=system_prompt), + HumanMessage(content=user_prompt) + ]) + + report_content = response.content.strip() + + # 清理 markdown block 包裹 + report_content = ( + report_content + .replace("```markdown", "") + .replace("```", "") + .strip() + ) + + except Exception as e: + return { + "status": "error", + "message": f"LLM generation failed: {str(e)}" + } + + # ========================= + # 保存报告 + # ========================= + + output_dir = "workspace/reports" + os.makedirs(output_dir, exist_ok=True) + + safe_topic = re.sub( + r'[\\/*?:"<>|]', + "", + report_topic.replace(" ", "_") + ) + + filename = f"{output_dir}/{safe_topic}.md" + + try: + with open(filename, "w", encoding="utf-8") as f: + f.write(report_content) + except Exception as e: + return { + "status": "error", + "message": f"Failed to save report: {str(e)}" + } + + return { + "status": "success", + "file_path": filename, + "message": "Report generated successfully." + } diff --git a/src/server/agent/tools/research_tool.py b/src/server/agent/tools/research_tool.py new file mode 100644 index 0000000..d1aacd0 --- /dev/null +++ b/src/server/agent/tools/research_tool.py @@ -0,0 +1,74 @@ +import asyncio +import json +from datetime import datetime +from typing import List, Set, Optional +from langchain_core.tools import tool +from tavily import TavilyClient + +from src.core.config import settings + +# 模拟配置加载 +TAVILY_API_KEY = settings.TAVILY_API_KEY + + +@tool +async def topic_research(topic: str, max_urls: int = 15) -> str: + """ + 深度调研工具。该工具会利用 Tavily 搜索引擎针对特定主题进行多维度搜索。 + 它会自动生成针对性的搜索词(包含年份和趋势),并返回去重后的高质量 URL 列表。 + """ + if not TAVILY_API_KEY: + return "❌ 错误: 未配置 TAVILY_API_KEY。" + + client = TavilyClient(api_key=TAVILY_API_KEY) + + # 1. 自动生成多维度搜索词 (在工具内部快速生成) + current_year = datetime.now().strftime("%Y") + queries = [ + f"{topic} trends {current_year}", + f"{topic} market analysis {current_year}", + f"top selling {topic} styles {current_year}", + f"best {topic} materials and colors {current_year}" + ] + + # 2. 并行执行搜索 + async def perform_search(q: str): + # 使用 asyncio.to_thread 运行同步的 Tavily SDK + def sync_search(): + try: + response = client.search( + query=q, + search_depth="advanced", + max_results=5, + include_answer=False + ) + return response.get('results', []) + except Exception as e: + print(f"Search error: {e}") + return [] + + return await asyncio.to_thread(sync_search) + + search_tasks = [perform_search(q) for q in queries] + search_results_list = await asyncio.gather(*search_tasks) + + # 3. 结果去重与过滤 + seen_urls: Set[str] = set() + final_urls = [] + + # 常见的非内容页面过滤 + skip_extensions = ('.pdf', '.jpg', '.png', '.zip', '.exe') + + for results in search_results_list: + for item in results: + url = item.get('url') + if url and url not in seen_urls: + if not url.lower().endswith(skip_extensions): + seen_urls.add(url) + final_urls.append(url) + + # 4. 结果截断 + selected_urls = final_urls[:max_urls] + + # 返回 JSON 字符串,便于 Agent 下一步调用批量爬虫 (Crawl4ai) + return json.dumps(selected_urls, ensure_ascii=False) diff --git a/src/server/agent/tools/save_to_local.py b/src/server/agent/tools/save_to_local.py new file mode 100644 index 0000000..32e0528 --- /dev/null +++ b/src/server/agent/tools/save_to_local.py @@ -0,0 +1,27 @@ +import os +from langchain_core.tools import tool + +# 定义本地保存路径 +OUTPUT_DIR = "./research_reports" +if not os.path.exists(OUTPUT_DIR): + os.makedirs(OUTPUT_DIR) + + +@tool +def save_to_local_disk(filename: str, content: str) -> str: + """ + 将内容保存到本地物理磁盘。 + filename: 文件名(例如 'sofa_report.md') + content: 调研报告或数据的文本内容 + """ + try: + # 移除非法路径字符,确保安全 + safe_filename = os.path.basename(filename) + file_path = os.path.join(OUTPUT_DIR, safe_filename) + + with open(file_path, "w", encoding="utf-8") as f: + f.write(content) + + return f"✅ 成功!文件已保存至本地物理路径: {os.path.abspath(file_path)}" + except Exception as e: + return f"❌ 保存失败,错误原因: {str(e)}" diff --git a/src/server/agent/tools/structured_retrieval_tool.py b/src/server/agent/tools/structured_retrieval_tool.py new file mode 100644 index 0000000..8288146 --- /dev/null +++ b/src/server/agent/tools/structured_retrieval_tool.py @@ -0,0 +1,225 @@ +import os +import re +import json +from datetime import datetime +from typing import List, Dict, Optional + +from pydantic import BaseModel, Field +from langchain_core.tools import tool +from langchain_core.documents import Document + +# RAG +from langchain_community.vectorstores import FAISS +from langchain_huggingface import HuggingFaceEmbeddings +from sentence_transformers import CrossEncoder + +# ========================= +# 全局模型(单例) +# ========================= + +_EMBEDDING_MODEL = HuggingFaceEmbeddings( + model_name="sentence-transformers/all-MiniLM-L6-v2" +) + +_RERANK_MODEL = CrossEncoder( + "cross-encoder/ms-marco-MiniLM-L-6-v2" +) + + +class StructuredRetrievalInput(BaseModel): + file_paths: List[str] = Field(..., description="List of local markdown file paths.") + query: str = Field(..., description="Extraction query") + source_url: Optional[str] = Field(None, description="Optional global source URL") + + +@tool("structured_retrieval", args_schema=StructuredRetrievalInput) +def structured_retrieval( + file_paths: List[str], + query: str, + source_url: Optional[str] = None +) -> Dict: + """ + Batch structured extraction from markdown files. + - Performs vector search + re-ranking + - Saves extracted structured data as JSON file to disk + - Returns ONLY summary (status, count, file path) + """ + + # ── 1. 收集所有文件內容 ────────────────────────────────────── + all_docs_pool: List[Document] = [] + + for path in file_paths: + if not os.path.exists(path) or not path.endswith((".md", ".markdown")): + continue + + file_name = os.path.basename(path) + + with open(path, "r", encoding="utf-8") as f: + content = f.read() + + current_source = source_url or _extract_source_from_md(content) or "unknown" + + sections = _split_markdown_by_headers(content) + + for sec in sections: + all_docs_pool.append( + Document( + page_content=sec, + metadata={"source_url": current_source, "file_name": file_name} + ) + ) + + if not all_docs_pool: + return {"status": "no_documents_found", "items_count": 0, "json_path": None} + + # ── 2. Vector search ──────────────────────────────────────────── + vector_store = FAISS.from_documents(all_docs_pool, _EMBEDDING_MODEL) + retrieved = vector_store.similarity_search(query, k=200) + + # ── 3. 提取結構化片段 ────────────────────────────────────────── + structured_items = [] + + for doc in retrieved: + text = doc.page_content.strip() + if len(text) < 30: + continue + + images = list(set(re.findall(r"!\[.*?\]\((.*?)\)", text))) + + structured_items.append( + { + "text": text, + "images": images, + "source_url": doc.metadata.get("source_url"), + "file_name": doc.metadata.get("file_name") + } + ) + + # ── 4. Re-rank ────────────────────────────────────────────────── + if structured_items: + unique_items = {item["text"]: item for item in structured_items}.values() + pairs = [[query, item["text"]] for item in unique_items] + scores = _RERANK_MODEL.predict(pairs) + + sorted_items = sorted( + zip(scores, unique_items), + key=lambda x: x[0], + reverse=True + ) + top_items = [item for _, item in sorted_items[:50]] + else: + top_items = [] + + # ── 5. 寫入 JSON 文件 ────────────────────────────────────────── + if not top_items: + return {"status": "no_relevant_content", "items_count": 0, "json_path": None} + + # 產生有意義的檔名 + safe_query = re.sub(r'[^a-zA-Z0-9\u4e00-\u9fa5]', '_', query)[:40] + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + json_filename = f"extracted_{safe_query}_{timestamp}.json" + + # 建議的儲存目錄(與 crawl4ai_batch 對齊) + output_dir = os.path.join(os.path.dirname(file_paths[0]), "..", "extracted") + os.makedirs(output_dir, exist_ok=True) + + json_path = os.path.join(output_dir, json_filename) + + with open(json_path, "w", encoding="utf-8") as f: + json.dump( + { + "query": query, + "extracted_at": timestamp, + "item_count": len(top_items), + "items": top_items + }, + f, + ensure_ascii=False, + indent=2 + ) + + # ── 6. 只回傳摘要 ────────────────────────────────────────────── + return { + "status": "success", + "items_count": len(top_items), + "json_path": json_path, + "summary": f"已提取 {len(top_items)} 個高相關片段,儲存於 {json_path}" + } + + +def _extract_source_from_md(content: str) -> Optional[str]: + match = re.search(r"", content) + return match.group(1).strip() if match else None + + +# ========================= +# Markdown Header Split +# ========================= + +def _split_markdown_by_headers( + content: str, + max_chars: int = 2000, + overlap: int = 150, +): + header_re = re.compile( + r'^(#{1,6})\s+(.+?)\s*$', + re.MULTILINE + ) + + matches = list(header_re.finditer(content)) + + if not matches: + return _chunk_text(content, max_chars, overlap) + + sections = [] + + for i, m in enumerate(matches): + start = m.start() + end = ( + matches[i + 1].start() + if i + 1 < len(matches) + else len(content) + ) + + block = content[start:end].strip() + if block: + sections.append(block) + + final_sections = [] + + for s in sections: + if len(s) > max_chars: + final_sections.extend( + _chunk_text(s, max_chars, overlap) + ) + else: + final_sections.append(s) + + return final_sections + + +def _chunk_text( + text: str, + max_chars: int = 2000, + overlap: int = 150 +): + text = text.strip() + if len(text) <= max_chars: + return [text] + + chunks = [] + start = 0 + + while start < len(text): + end = min(len(text), start + max_chars) + chunk = text[start:end].strip() + + if chunk: + chunks.append(chunk) + + if end == len(text): + break + + start = max(0, end - overlap) + + return chunks diff --git a/src/server/agent/tools/terminate_tool.py b/src/server/agent/tools/terminate_tool.py new file mode 100644 index 0000000..bf21902 --- /dev/null +++ b/src/server/agent/tools/terminate_tool.py @@ -0,0 +1,38 @@ +from typing import Literal +from langchain_core.tools import tool +from pydantic import BaseModel, Field + + +class TerminateInput(BaseModel): + """終止對話的輸入參數""" + status: Literal["success", "failure"] = Field( + description="互動結束的狀態:'success' 表示任務完成,'failure' 表示無法繼續", + examples=["success", "failure"] + ) + reason: str = Field( + default="", + description="可選:簡單說明為什麼結束(例如 '報告已生成' 或 '缺少關鍵資訊')", + examples=["報告已成功生成", "無法取得足夠資料"] + ) + + +@tool(args_schema=TerminateInput) +def terminate(status: str, reason: str = "") -> str: + """ + 當任務完成、報告已生成,或無法繼續進行時,呼叫此工具來結束本次互動。 + + 使用時機: + - 已經成功產生最終報告(report_generator 已完成) + - 遇到無法解決的錯誤或缺少關鍵資訊 + - 用戶需求已完全滿足 + + 請在呼叫前確保所有必要步驟已完成,並在 reason 中簡單說明結束原因。 + """ + if status not in ("success", "failure"): + status = "failure" # 防呆 + + msg = f"互動已終止,狀態:{status.upper()}" + if reason: + msg += f"\n原因:{reason}" + + return msg diff --git a/src/server/agent/tools/user_persona_tool.py b/src/server/agent/tools/user_persona_tool.py new file mode 100644 index 0000000..2fdbc40 --- /dev/null +++ b/src/server/agent/tools/user_persona_tool.py @@ -0,0 +1,96 @@ +import json +import os +from typing import List, Literal, Optional, Dict, Any +from langchain_core.tools import tool + +# 定义存储路径 +DB_PATH = os.path.join("workspace", "user_persona.json") + + +def _load_store() -> Dict[str, Any]: + """从本地文件加载画像数据""" + if os.path.exists(DB_PATH): + try: + with open(DB_PATH, "r", encoding="utf-8") as f: + return json.load(f) + except Exception: + return {} + return {} + + +def _save_store(data: Dict[str, Any]): + """将画像数据保存到本地文件""" + os.makedirs(os.path.dirname(DB_PATH), exist_ok=True) + with open(DB_PATH, "w", encoding="utf-8") as f: + json.dump(data, f, ensure_ascii=False, indent=2) + + +@tool +def manage_user_persona( + command: Literal["set", "update", "get", "clear"], + design_type: Optional[str] = None, + style_preference: Optional[str] = None, + budget_range: Optional[str] = None, + color_palette: Optional[List[str]] = None, + target_audience: Optional[str] = None, + extra_requirements: Optional[str] = None +) -> str: + """ + 用户画像与设计偏好管理工具。 + 用于设定、更新、获取或重置用户的设计上下文(如风格、预算、颜色)。 + Agent 在开始调研前必须先调用 get 获取画像,若关键信息缺失需引导用户补充。 + """ + # 每次调用都重新读取,确保多进程或重启后数据一致 + store = _load_store() + + if command == "clear": + if os.path.exists(DB_PATH): + os.remove(DB_PATH) + return "✅ 用户个性化模板已从本地文件清空。" + + if command == "get": + if not store: + return "⚠️ [缺失信息] 当前尚未配置画像。请询问用户:设计类型(如沙发)、风格偏好(如极简)等。" + + # 格式化输出供 Agent 阅读 + res = [ + "--- 👤 实时用户画像 (本地存储) ---", + f"🎯 类型: {store.get('design_type', '未设定')}", + f"🎨 风格: {store.get('style_preference', '未设定')}", + f"💰 预算: {store.get('budget_range', '未设定')}", + f"🌈 色系: {', '.join(store.get('color_palette', [])) or '未设定'}", + f"👥 受众: {store.get('target_audience', '未设定')}", + f"📝 需求: {store.get('extra_requirements', '未设定')}", + "-----------------------" + ] + + # 逻辑检查 + if not store.get('design_type') or not store.get('style_preference'): + res.append("\n⚠️ 关键信息缺失,建议补充 '设计类型' 和 '风格偏好'。") + return "\n".join(res) + + if command in ["set", "update"]: + if command == "set": + store = {} # 重置内存中的字典 + + # 提取传入的非空参数 + update_data = { + "design_type": design_type, + "style_preference": style_preference, + "budget_range": budget_range, + "color_palette": color_palette, + "target_audience": target_audience, + "extra_requirements": extra_requirements + } + + # 更新有效字段 + for k, v in update_data.items(): + if v is not None: + store[k] = v + + # 保存到文件 + _save_store(store) + + return f"✅ 本地画像已同步。当前配置:\n{json.dumps(store, ensure_ascii=False, indent=2)}" + + return "❌ 错误:未知命令。" diff --git a/uv.lock b/uv.lock index a5056b3..6856f46 100644 --- a/uv.lock +++ b/uv.lock @@ -3,7 +3,152 @@ revision = 3 requires-python = ">=3.12" resolution-markers = [ "python_full_version >= '3.14'", - "python_full_version < '3.14'", + "python_full_version == '3.13.*'", + "python_full_version < '3.13'", +] + +[[package]] +name = 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