From 64ce30fdfd5533ef7cda80d2760855c077bf6680 Mon Sep 17 00:00:00 2001 From: lychang <632945494@qq.com> Date: Tue, 26 Aug 2025 09:35:29 +0800 Subject: [PATCH] init --- .gitignore | 6 + Dockerfile | 13 + api/__init__.py | 4 + api/base.py | 71 + api/file.py | 40 + api/interface.py | 84 + api/logger.py | 139 + api/mcp.py | 113 + api/prompt.py | 57 + api/schema.py | 53 + api/version.py | 2 + client_test.py | 8 + core/config.py | 94 + core/model.py | 135 + core/role.py | 45 + core/types.py | 189 + db/system.db | Bin 0 -> 57344 bytes docs/json/city.json | 13704 ++++++++++++++++++++++++++++ docs/json/file_extension.json | 328 + extension/agent/learner.py | 70 + extension/chat.py | 123 + extension/document_loader.py | 70 + extension/mcp.py | 444 + extension/rag.py | 142 + extension/standard.py | 208 + function/context.py | 37 + function/file_persist.py | 0 function/weather.py | 83 + function/web_tool.py | 139 + http_test.py | 4 + readme.md | 27 + requirements.txt | 32 + structure.md | 13 + test/1.pdf | Bin 0 -> 4011100 bytes test/a.html | 4491 ++++++++++ test/a.md | 15430 ++++++++++++++++++++++++++++++++ test/a.py | 247 + test/img.png | Bin 0 -> 91418 bytes test/news.md | 869 ++ test/ts.py | 50 + 40 files changed, 37564 insertions(+) create mode 100644 .gitignore create mode 100644 Dockerfile create mode 100644 api/__init__.py create mode 100644 api/base.py create mode 100644 api/file.py create mode 100644 api/interface.py create mode 100644 api/logger.py create mode 100644 api/mcp.py create mode 100644 api/prompt.py create mode 100644 api/schema.py create mode 100644 api/version.py create mode 100644 client_test.py create mode 100644 core/config.py create mode 100644 core/model.py create mode 100644 core/role.py create mode 100644 core/types.py create mode 100644 db/system.db create mode 100644 docs/json/city.json create mode 100644 docs/json/file_extension.json create mode 100644 extension/agent/learner.py create mode 100644 extension/chat.py create mode 100644 extension/document_loader.py create mode 100644 extension/mcp.py create mode 100644 extension/rag.py create mode 100644 extension/standard.py create mode 100644 function/context.py create mode 100644 function/file_persist.py create mode 100644 function/weather.py create mode 100644 function/web_tool.py create mode 100644 http_test.py create mode 100644 readme.md create mode 100644 requirements.txt create mode 100644 structure.md create mode 100644 test/1.pdf create mode 100644 test/a.html create mode 100644 test/a.md create mode 100644 test/a.py create mode 100644 test/img.png create mode 100644 test/news.md create mode 100644 test/ts.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..fb1fdb3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +.idea +.env +./test/* +./db/* +./db/vec/* +./docs/files/* \ No newline at end of file diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..e0da4b7 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,13 @@ +# pull official base image +FROM private_ai:base + +ENV APP_CACHE /app/cache +# set work dir +WORKDIR /app +#RUN mkdir /app/cache +COPY . . +# isntall dependencies +RUN pip install --upgrade pip -i https://pypi.tuna.tsinghua.edu.cn/simple +RUN pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple +# run +ENTRYPOINT python http_test.py diff --git a/api/__init__.py b/api/__init__.py new file mode 100644 index 0000000..a6d6894 --- /dev/null +++ b/api/__init__.py @@ -0,0 +1,4 @@ +from api import logger + +from api import interface, schema, mcp, prompt, file +from api.base import app diff --git a/api/base.py b/api/base.py new file mode 100644 index 0000000..07908e9 --- /dev/null +++ b/api/base.py @@ -0,0 +1,71 @@ +#!/usr/bin/env python +# -*- coding:utf-8 -*- +# @Filename: base.py +# @Author: lychang +# @Time: 2022/5/9 13:33 +import functools +import json +import time +import os + +from fastapi import FastAPI, Response +from starlette.middleware.cors import CORSMiddleware +from api import logger + +logger.set_log_root_name("private_assistant") +log_level = os.getenv("LOG_LEVEL", "info") +if log_level == "debug": + logger.set_log_level("debug") + + +def set_logger_config(api_path=None, business_type="api", source=""): + def decorator(func, p=api_path): + @functools.wraps(func) + def wrapper(api=p, *args, **kwargs): + deal_stage = func.__name__ + if api is None: + api = deal_stage + if "{" in api: + for i in kwargs: + if i in api: + api = api.replace("{" + i + "}", str(kwargs[i])) + x_trace_id = kwargs.get("x_trace_id", None) + if x_trace_id is None: + x_trace_id = "" + _s = time.time() + logger.set_extra(deal_stage, business_type, api, x_trace_id, source) + data, status_code, headers = func(*args, **kwargs) + x_server_time = str(time.time() - _s) + headers["x-server-time"] = x_server_time + ret = Response(content=data, status_code=status_code, headers=headers) + logger.info(f"[{api}] spend time: {x_server_time}.") + return ret + + return wrapper + + return decorator + + +def response(data: bytes = b'', status_code: int = 200, headers=None) -> (bytes, int, dict): + code_mapping = {400: "Bad Request", + 404: "The requested resource is not available", + 409: "Original content exists, creation failed", + 206: "Updated success", + 201: "Created success", + 500: "Internal Server Error" + } + if headers is None: + headers = {'Content-Type': 'application/json'} + error_msg = code_mapping.get(status_code) + if error_msg: + data_dict = {"error_code": status_code, "error_msg": error_msg} + data = json.dumps(data_dict).encode('utf-8') + + return data, status_code, headers + + +app = FastAPI() +app.add_middleware(CORSMiddleware, allow_origins=['*'], allow_credentials=True, allow_methods=['*'], + allow_headers=['*']) + + diff --git a/api/file.py b/api/file.py new file mode 100644 index 0000000..a1b8447 --- /dev/null +++ b/api/file.py @@ -0,0 +1,40 @@ +import base64 +from sys import prefix + +from fastapi import File, UploadFile +from extension.standard import chat_file_manager +import json +from api.base import set_logger_config, response, app + + +@app.post("/api/file/upload") +@set_logger_config("/api/file/upload") +def upload_file(file: UploadFile = File(...)): + try: + file_name = file.filename + file_content = file.file.read() + file_id = chat_file_manager.c_create(file_name, file_content) + file.file.close() + if not file_id: + return response(status_code=500) + result = json.dumps({"file_id": file_id}, ensure_ascii=False).encode("utf-8") + return response(result, 200, {'Content-Type': 'application/json'}) + except Exception as e: + return response(status_code=500) + + +@app.get("/api/file/download/{file_id}") +@set_logger_config("/api/file/download/{file_id}") +def download_file(file_id: str): + try: + content_type = "application/octet-stream" + file_content, postfix = chat_file_manager.c_get(file_id) + if postfix: + content_type = chat_file_manager.extension_mapping.get(postfix, "application/octet-stream") + return response(file_content, 200, {'Content-Type': content_type, + "Content-Disposition": f"attachment; filename={file_id}{postfix}"}) + + except FileNotFoundError: + return response(status_code=404) + except Exception as e: + return response(status_code=500) diff --git a/api/interface.py b/api/interface.py new file mode 100644 index 0000000..9e29172 --- /dev/null +++ b/api/interface.py @@ -0,0 +1,84 @@ +# -*- coding: UTF-8 -*- +import json +from typing import Optional + +import requests +from pydantic import BaseModel + +from api.base import set_logger_config, response, app +from api import logger +from core.config import conf +from extension.chat import model_manager, mcp_engine +from api.version import VERSION, DATETIME + + +class ChatBody(BaseModel): + message: Optional[str] = "" + type: Optional[str] = "text" + chat_history: Optional[list[dict]] = None + + def to_dict(self): + return self.__dict__ + + +@app.get("/hello") +@set_logger_config("/hello") +def hello(): + try: + result = {"version": VERSION, "datetime": DATETIME} + result = json.dumps(result, ensure_ascii=False).encode("utf-8") + return response(result, 200, {'Content-Type': 'application/json'}) + except Exception as e: + logger.error(e) + return response(status_code=500) + + +@app.post("/self") +@app.get("/self") +@set_logger_config("/self") +def self_info(): + + try: + result = {"my_name": conf.assistant_name, + "my_company": conf.company_name, + "my_role": "智能助理", + "my_tools": mcp_engine.pool} + result = json.dumps(result, ensure_ascii=False).encode("utf-8") + return response(result, 200, {'Content-Type': 'application/json', 'Content-Language': 'zh-CN'}) + except Exception as e: + logger.error(e) + return response(status_code=500) + +@app.get("/raw") +@set_logger_config("/raw") +def raw(url: str): + try: + result = requests.get(url, headers={"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.36"}) + return response(result.content, 200, {'Content-Type': 'application/html', 'Content-Language': 'zh-CN'}) + except Exception as e: + logger.error(e) + return response(status_code=500) +@app.post("/chat") +@app.post("/api/chat") +@set_logger_config("/chat") +def chat(item: ChatBody): + try: + result = model_manager.chat(item.message, item.type, item.chat_history) + result = json.dumps(result, ensure_ascii=False).encode("utf-8") + return response(result, 200, {'Content-Type': 'application/json'}) + except Exception as e: + logger.error(e) + return response(status_code=500) + + +@app.post("/completions") +@app.post("/api/call") +@set_logger_config("/completions") +def completions(item: ChatBody): + try: + result = model_manager.generate(item.message) + result = json.dumps({"message": result}, ensure_ascii=False).encode("utf-8") + return response(result, 200, {'Content-Type': 'application/json'}) + except Exception as e: + logger.error(e) + return response(status_code=500) diff --git a/api/logger.py b/api/logger.py new file mode 100644 index 0000000..abf3044 --- /dev/null +++ b/api/logger.py @@ -0,0 +1,139 @@ +# !/usr/bin/env python +# -*- coding:utf-8 -*- +# @Filename: logger.py +# @Author: lychang +# @Time: 2021/7/15 16:41 +import json +import logging +import sys +import time +from typing import Any, Dict + + +def _ensure_str(msg: Any) -> str: + """确保消息为字符串类型""" + return msg if isinstance(msg, str) else str(msg) + + +class JsonFormatter(logging.Formatter): + """自定义JSON格式化器""" + default_msec_format = '%s.%03d' + + def __init__(self) -> None: + super().__init__() + + def format(self, record: logging.LogRecord) -> str: + """格式化日志记录为JSON字符串""" + formatted_record = self._build_record_dict(record) + return json.dumps(formatted_record, ensure_ascii=False) + + def _build_record_dict(self, record: logging.LogRecord) -> Dict[str, Any]: + """构建日志字典结构""" + return { + 'deal_time': self.formatTime(record), + 'level': record.levelname, + 'app_type': record.name, + 'business_type': getattr(record, 'business_type', ''), + 'deal_stage': getattr(record, 'deal_stage', ''), + 'object_uuid': getattr(record, 'object_uuid', ''), + 'trace_id': getattr(record, 'trace_id', ''), + 'source': getattr(record, 'source', ''), + 'message': record.getMessage(), + } + + def formatTime(self, record: logging.LogRecord, datefmt: str = None) -> str: + """格式化时间（包含毫秒）""" + ct = self.converter(record.created) + if datefmt: + s = time.strftime(datefmt, ct) + else: + s = time.strftime(self.default_time_format, ct) + return self.default_msec_format % (s, record.msecs) + + +# 初始化日志系统 +INSTLOG = logging.getLogger("private_assistant") +INSTLOG.setLevel(logging.INFO) +handler = logging.StreamHandler(sys.stdout) +handler.setFormatter(JsonFormatter()) +INSTLOG.addHandler(handler) +INSTLOG.propagate = False # 防止日志向上传播 + +DEFAULT_EXTRA = { + "business_type": "", + "deal_stage": "", + "object_uuid": "", + "trace_id": "", + "source": "" +} + + +def set_extra( + deal_stage: str = "", + business_type: str = "", + object_uuid: str = "", + trace_id: str = "", + source: str = "" +) -> None: + """设置全局日志附加信息""" + global DEFAULT_EXTRA + DEFAULT_EXTRA.update({ + 'deal_stage': deal_stage, + 'business_type': business_type, + 'object_uuid': object_uuid, + 'trace_id': trace_id, + 'source': source, + }) + + +def _merge_extra(**kwargs: Dict) -> Dict: + """合并用户extra与默认配置""" + extra = kwargs.get('extra', {}) + return { + 'business_type': extra.get('business_type', DEFAULT_EXTRA['business_type']), + 'deal_stage': extra.get('deal_stage', DEFAULT_EXTRA['deal_stage']), + 'object_uuid': extra.get('object_uuid', DEFAULT_EXTRA['object_uuid']), + 'trace_id': extra.get('trace_id', DEFAULT_EXTRA['trace_id']), + 'source': extra.get('source', DEFAULT_EXTRA['source']), + } + + +def _log_wrapper(logger_method: Any) -> Any: + """日志方法装饰器""" + + def wrapper(msg: Any, *args: Any, **kwargs: Any) -> None: + msg = _ensure_str(msg) + kwargs['extra'] = _merge_extra(**kwargs) + logger_method(msg, *args, **kwargs) + + return wrapper + + +# 使用装饰器统一处理日志方法 +info = _log_wrapper(INSTLOG.info) +debug = _log_wrapper(INSTLOG.debug) +warning = _log_wrapper(INSTLOG.warning) +error = _log_wrapper(INSTLOG.error) + + +def exception(msg: Any, *args: Any, **kwargs: Any) -> None: + """异常日志特殊处理""" + msg = _ensure_str(msg) + kwargs['extra'] = _merge_extra(**kwargs) + INSTLOG.error(msg, *args, exc_info=True, **kwargs) + + +def set_log_level(level: str) -> None: + """设置日志级别""" + level_map = { + 'DEBUG': logging.DEBUG, + 'INFO': logging.INFO, + 'WARNING': logging.WARNING, + 'ERROR': logging.ERROR, + } + INSTLOG.setLevel(level_map.get(level.upper(), logging.INFO)) + + +def set_log_root_name(name: str) -> None: + """设置日志根名称""" + INSTLOG.name = name diff --git a/api/mcp.py b/api/mcp.py new file mode 100644 index 0000000..1aed034 --- /dev/null +++ b/api/mcp.py @@ -0,0 +1,113 @@ +from typing import Dict + +from fastapi import HTTPException + +from api.base import app +from extension.mcp import mcp_manager + +# manager +@app.get("/api/mcp/services", response_model=Dict) +async def get_mcp_services(): + """获取所有MCP服务器状态""" + return { + 'services': [dict(service) for service in mcp_manager.list_services()], + 'status': mcp_manager.get_status() + } + + +@app.post("/api/mcp/services", response_model=Dict) +async def create_mcp_service(data: Dict): + """创建新的MCP服务""" + name = data.get('name') + endpoint = data.get('endpoint') + protocol = data.get('protocol') + if not name or not endpoint or not protocol: + raise HTTPException(status_code=400, detail='服务器名称、端点和协议不能为空') + + try: + result = mcp_manager.create_service(name, endpoint, protocol, data.get('config')) + return result + except ValueError as e: + raise HTTPException(status_code=400, detail=str(e)) from e + + +@app.delete("/api/mcp/services/{service_id}", response_model=Dict) +async def delete_mcp_service(service_id: str): + """删除MCP服务""" + try: + result = mcp_manager.delete_service(service_id) + return result + except ValueError as e: + raise HTTPException(status_code=404, detail=str(e)) from e + + +@app.get("/api/mcp/services/{service_id}/start", response_model=Dict) +async def start_mcp_service(service_id: str): + """启动MCP服务""" + try: + result = mcp_manager.start_service(service_id) + return result + except ValueError as e: + raise HTTPException(status_code=400, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=f'启动失败: {str(e)}') from e + + +@app.get("/api/mcp/services/{service_id}/stop", response_model=Dict) +async def stop_mcp_service(service_id: str): + """停止MCP服务""" + try: + result = mcp_manager.stop_service(service_id) + return result + except ValueError as e: + raise HTTPException(status_code=404, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=f'停止失败: {str(e)}') from e + + +@app.get("/api/mcp/services/{service_id}/restart", response_model=Dict) +async def restart_mcp_service(service_id: str): + """重启MCP服务""" + try: + result = mcp_manager.restart_service(service_id) + return result + except ValueError as e: + raise HTTPException(status_code=400, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=f'重启失败: {str(e)}') from e + + +@app.get("/api/mcp/services/{service_id}/status", response_model=Dict) +async def get_mcp_service_status(service_id: str): + """获取指定MCP服务的状态""" + try: + # Find service by ID + service = next((s for s in mcp_manager.services.values() if str(s.id) == service_id), None) + if not service: + raise HTTPException(status_code=404, detail=f'Service {service_id} not found') + + return { + 'id': service.id, + 'name': service.name, + "instance": service.instance_name, + 'endpoint': service.endpoint, + 'protocol': service.protocol.name, + 'status': service.status, + 'config': service.config if service.config else {} + } + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + +@app.put("/api/mcp/services/{service_id}", response_model=Dict) +async def update_mcp_service(service_id: str, data: Dict): + """更新MCP服务配置""" + try: + result = mcp_manager.update_service(service_id, **data) + return result + except ValueError as e: + raise HTTPException(status_code=404, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + diff --git a/api/prompt.py b/api/prompt.py new file mode 100644 index 0000000..f923727 --- /dev/null +++ b/api/prompt.py @@ -0,0 +1,57 @@ +from typing import Dict + +from fastapi import HTTPException +from api.base import app +from extension.standard import db_manager + + +@app.get("/api/prompts", response_model=Dict) +async def get_prompts(page: int = 1, per_page: int = 5): + result = db_manager.prompts.get_all(page=page, per_page=per_page) + return { + 'items': [{ + 'id': row[0], + 'name': row[1], + 'content': '\n'.join(row[2].split('\n')[:2]) + ('\n…' if len(row[2].split('\n')) > 2 else ''), + 'created_at': row[3] + } for row in result['items']], + 'pagination': { + 'total': result['total'], + 'page': result['page'], + 'per_page': result['per_page'], + 'total_pages': result['total_pages'] + } + } + + +@app.post("/api/prompts", response_model=Dict) +async def create_prompt(data: Dict): + content = data.get('content') + if not content: + raise HTTPException(status_code=400, detail='内容不能为空') + prompt_id = db_manager.prompts.create(name=data.get('name', ''), content=content) + return {'id': prompt_id} + + +@app.get("/api/prompts/{prompt_id}", response_model=Dict) +async def get_prompt(prompt_id: int): + prompt = db_manager.prompts.get_by_id(prompt_id) + if prompt: + return dict(prompt) + raise HTTPException(status_code=404, detail='Prompt not found') + + +@app.put("/api/prompts/{prompt_id}", response_model=Dict) +async def update_prompt(prompt_id: int, data: Dict): + name = data.get('name', '') + content = data.get('content') + if not content: + raise HTTPException(status_code=400, detail='内容不能为空') + db_manager.prompts.update(prompt_id, name=name, content=content) + return {'message': 'Prompt updated'} + + +@app.delete("/api/prompts/{prompt_id}", response_model=Dict) +async def delete_prompt(prompt_id: int): + db_manager.prompts.delete(prompt_id) + return {'message': 'Prompt deleted'} diff --git a/api/schema.py b/api/schema.py new file mode 100644 index 0000000..362f87a --- /dev/null +++ b/api/schema.py @@ -0,0 +1,53 @@ +from typing import Dict + +from fastapi import HTTPException + +from api.base import app +from extension.standard import db_manager + + +@app.get("/api/schemas", response_model=Dict) +async def get_schemas(page: int = 1, per_page: int = 5): + result = db_manager.schemas.get_all(page=page, per_page=per_page) + return { + 'items': [dict(row) for row in result['items']], + 'pagination': { + 'total': result['total'], + 'page': result['page'], + 'per_page': result['per_page'], + 'total_pages': result['total_pages'] + } + } + + +@app.post("/api/schemas", response_model=Dict) +async def create_schema(data: Dict): + content = data.get('content') + if not content: + raise HTTPException(status_code=400, detail='内容不能为空') + schema_id = db_manager.schemas.create(name=data.get('name', ''), content=content) + return {'id': schema_id} + + +@app.get("/api/schemas/{schema_id}", response_model=Dict) +async def get_schema(schema_id: int): + schema = db_manager.schemas.get_by_id(schema_id) + if schema: + return dict(schema) + raise HTTPException(status_code=404, detail='Schema not found') + + +@app.put("/api/schemas/{schema_id}", response_model=Dict) +async def update_schema(schema_id: int, data: Dict): + name = data.get('name', '') + content = data.get('content') + if not content: + raise HTTPException(status_code=400, detail='内容不能为空') + db_manager.schemas.update(schema_id, name=name, content=content) + return {'message': 'Schema updated'} + + +@app.delete("/api/schemas/{schema_id}", response_model=Dict) +async def delete_schema(schema_id: int): + db_manager.schemas.delete(schema_id) + return {'message': 'Schema deleted'} diff --git a/api/version.py b/api/version.py new file mode 100644 index 0000000..3201d31 --- /dev/null +++ b/api/version.py @@ -0,0 +1,2 @@ +VERSION = "1.0.5" +DATETIME = "2025-02-06" diff --git a/client_test.py b/client_test.py new file mode 100644 index 0000000..250d279 --- /dev/null +++ b/client_test.py @@ -0,0 +1,8 @@ +from langchain_community.utilities import SearxSearchWrapper + +# 使用API代理服务提高访问稳定性 +search = SearxSearchWrapper(searx_host="http://192.168.1.100:10001") + +if __name__ == '__main__': + result = search.run("谁是深田咏美") + print(result) diff --git a/core/config.py b/core/config.py new file mode 100644 index 0000000..ba74206 --- /dev/null +++ b/core/config.py @@ -0,0 +1,94 @@ +#!/usr/bin/env python +# -*- coding:utf-8 -*- +# @Filename: config.py +# @Author: lychang +# @Time: 7/5/2023 1:51 PM +import os +from dotenv import load_dotenv + +load_dotenv() + + +class Configuration: + def __init__(self): + self.api_uri = os.getenv( + "OPENAI_API_BASE" + ) + self.api_key = os.getenv( + "OPENAI_API_KEY" + ) + self.think_model = os.getenv( + "THINK_MODEL" + ) + self.llm_model = os.getenv( + "LLM_MODEL" + ) + self.vision_model = os.getenv( + "VISION_MODEL" + ) + self.db_uri = os.getenv( + "DATABASE" + ) + self.assistant_name = os.getenv( + "ASSISTANT_NAME" + ) + self.company_name = os.getenv( + "COMPANY_NAME" + ) +conf = Configuration() + + +class ModelConfiguration: + + def __init__(self): + self.CONFIG = { + "deepseek-chat": { + "name": "deepseek-chat", + "type": "llm", + "temperature": 0.1 + }, + "deepseek-r1": { + "name": "deepseek-r1", + "type": "llm", + "temperature": 0.1 + }, + "default": { + "type": "llm", + "temperature": 0.1 + }, + "qwen3:8b":{ + "type": "llm", + "temperature": 0.1, + "thinking":True + }, + "minicpm-v": { + "type": "vision", + "temperature": 0.1 + }, + "text-embedding-ada-002": { + "name": "text-embedding-ada-002", + "type": "embedding" + + }, + "bge-large": { + "name": "bge-large", + "type": "embedding" + + } + + } + + @property + def models(self) -> list[str]: + return [i for i in self.CONFIG] + + def get(self, name) -> dict: + temp = self.CONFIG.get(name, self.CONFIG["default"]) + if "name" not in temp: + temp["name"] = name + temp["host"] = conf.api_uri + temp["key"] = conf.api_key + return temp + + +model_conf = ModelConfiguration() diff --git a/core/model.py b/core/model.py new file mode 100644 index 0000000..49f8960 --- /dev/null +++ b/core/model.py @@ -0,0 +1,135 @@ +import base64 + +from langchain_openai import ChatOpenAI, OpenAIEmbeddings +from langchain.schema import BaseMessage + +from core.config import model_conf, conf +from core.role import User, AI, System +from core.types import BaseModel + +user = User() +ai = AI() +system = System() + + +class ChatModel(BaseModel): + def __init__(self, config: dict): + super().__init__(config) + self._model = ChatOpenAI( + base_url=config["host"], + api_key=config["key"], + model=config["name"], + temperature=config["temperature"], + extra_body={"enable_thinking":config.get("thinking",False)}) + self.dialogue = [] + + def add_message(self, message: BaseMessage): + self.dialogue.append(message) + + def load_chat_history(self, chat_history: list[dict]): + self.dialogue = [] + for i in chat_history: + if i["role"] == "user": + msg = user.generate(i["message"]) + self.add_message(msg) + elif i["role"] == "system": + msg = ai.generate(i["message"]) + self.add_message(msg) + elif i["role"] == "external": + msg = system.generate(i["message"]) + self.add_message(msg) + + @staticmethod + def _parser_llm_result(llm_result): + content = "" + for r in llm_result.generations[0]: + content += r.message.content + return content + + def llm(self, message: str) -> str: + return self._model.invoke(message).content + + def chat(self, message: str) -> str: + llm_result = self._model.generate([self.dialogue]) + return self._parser_llm_result(llm_result) + + +class EmbeddingModel(BaseModel): + def __init__(self, config: dict): + super().__init__(config) + self._model = OpenAIEmbeddings( + base_url=config["host"], + api_key=config["key"], + model=config["name"], + check_embedding_ctx_length=False) + + def embed_query(self, text: str): + return self._model.embed_query(text) + + def embed_documents(self, texts: list): + return self._model.embed_documents(texts) + + +class VisionModel(BaseModel): + def __init__(self, config: dict): + super().__init__(config) + self._model = ChatOpenAI( + base_url=config["host"], + api_key=config["key"], + model=config["name"], + temperature=config["temperature"]) + self._data = None + + @property + def base64(self): + if self._data is None: + return "" + return base64.b64encode(self._data).decode('utf-8') + + def load_image(self, bytes_data: bytes): + self._data = bytes_data + + def _call_vision_function(self, message: str): + messages = [ + user.generate([ + + {"type": "text", "text": message}, + {"type": "image_url", "image_url": f"data:image/jpeg;base64,{self.base64}"}, + ]) + ] + return self._model.invoke(messages).content + + def _call_vision_messages(self, messages: list): + return self._model.invoke(messages).content + + def query(self, message: str) -> str: + return self._call_vision_function(message) + + def describe(self): + return self._call_vision_function("完整详细的描述图片中的信息") + + +def get_embedding_model(model_type: str = ""): + return EmbeddingModel(model_conf.get(model_type)) + + +def get_vision_model(model_type: str = ""): + return VisionModel(model_conf.get(model_type)) + + +def get_chat_model(model_type: str = ""): + return ChatModel(model_conf.get(model_type)) + + +think_instance = get_chat_model(conf.think_model) +llm_instance = get_chat_model(conf.llm_model) +vision_instance = get_vision_model(conf.vision_model) + + +def run_llm_by_message(message: str): + llm_instance.load_chat_history([]) + return llm_instance.llm(message) + +def think_by_message(message: str): + think_instance.load_chat_history([]) + return think_instance.llm(message) \ No newline at end of file diff --git a/core/role.py b/core/role.py new file mode 100644 index 0000000..718378c --- /dev/null +++ b/core/role.py @@ -0,0 +1,45 @@ +from core.types import BaseRole + +from langchain.schema import HumanMessage, SystemMessage, AIMessage, ChatMessage + + +class User(BaseRole): + def __init__(self): + super().__init__("user") + + def generate(self, message): + return HumanMessage(content=message) + + +class AI(BaseRole): + def __init__(self): + super().__init__("ai") + + def generate(self, message): + return AIMessage(content=message) + + +class System(BaseRole): + def __init__(self): + super().__init__("system") + + def generate(self, message): + return SystemMessage(content=message) + + +class Uploader(BaseRole): + def __init__(self): + super().__init__("uploader") + self._file = None + + def generate(self, message): + return HumanMessage(content=message) + + +class Sender(BaseRole): + def __init__(self): + super().__init__("sender") + self._file = None + + def generate(self, message): + return AIMessage(content=message) diff --git a/core/types.py b/core/types.py new file mode 100644 index 0000000..2d10552 --- /dev/null +++ b/core/types.py @@ -0,0 +1,189 @@ +import os +import time +import sqlite3 +import abc + +from langchain.schema import Document, BaseMessage + +from pysmx.SM3 import hexdigest + +from contextlib import contextmanager + + +class BaseCRUD: + def __init__(self, table_name, db_path): + self.table_name = table_name + self.db_path = db_path + + @contextmanager + def get_connection(self): + conn = sqlite3.connect(self.db_path) + conn.row_factory = sqlite3.Row + try: + yield conn + finally: + conn.close() + + def get_all(self, page=1, per_page=10): + with self.get_connection() as conn: + total = conn.execute(f'SELECT COUNT(*) FROM {self.table_name}').fetchone()[0] + offset = (page - 1) * per_page + items = conn.execute( + f'SELECT * FROM {self.table_name} ORDER BY created_at DESC LIMIT ? OFFSET ?', + (per_page, offset) + ).fetchall() + return { + 'items': items, + 'total': total, + 'page': page, + 'per_page': per_page, + 'total_pages': (total + per_page - 1) // per_page + } + + def get_by_id(self, item_id): + with self.get_connection() as conn: + return conn.execute(f'SELECT * FROM {self.table_name} WHERE id = ?', (item_id,)).fetchone() + + def get_by_name(self, item_name): + with self.get_connection() as conn: + return conn.execute(f'SELECT * FROM {self.table_name} WHERE name = ?', (item_name,)).fetchone() + + def create(self, **kwargs): + columns = ', '.join(kwargs.keys()) + placeholders = ', '.join(['?'] * len(kwargs)) + with self.get_connection() as conn: + cursor = conn.execute( + f'INSERT INTO {self.table_name} ({columns}) VALUES ({placeholders})', + tuple(kwargs.values()) + ) + conn.commit() + return cursor.lastrowid + + def update(self, item_id, **kwargs): + set_clause = ', '.join([f'{k} = ?' for k in kwargs.keys()]) + with self.get_connection() as conn: + conn.execute( + f'UPDATE {self.table_name} SET {set_clause} WHERE id = ?', + (*kwargs.values(), item_id) + ) + conn.commit() + + def delete(self, item_id): + with self.get_connection() as conn: + conn.execute(f'DELETE FROM {self.table_name} WHERE id = ?', (item_id,)) + conn.commit() + + +class BaseLoader: + def __init__(self): + self.content = None + + @abc.abstractmethod + def load_content(self, file_path): + return b"" + + @abc.abstractmethod + def load_and_split(self): + return [] + + @staticmethod + def generate_sm3(file_bytes: bytes): + return "_" + hexdigest(file_bytes) + + @property + def sm3(self): + return self.generate_sm3(self.content) + + +class BaseRole: + def __init__(self, role: str): + self.type = role + + @abc.abstractmethod + def generate(self, message) -> BaseMessage: + pass + + +class BaseTool: + def __init__(self, name: str, description: str): + self.name = name + self._file = None + self.description = description + self.execute = None + + def set_file_name(self, file_name: str): + self._file = file_name + + def normal(self, data: str, data_type: str = "text") -> dict: + return {"data": data, "tool": self.name, "type": data_type} + + +class BaseEngine: + def __init__(self, name): + self.name = name + self.tool_pool = {} + self._allow_tools = None + + def set_allow_list(self, allow_list: list) -> None: + self._allow_tools = allow_list + + def check_tool_auth(self, name: str) -> bool: + if not self._allow_tools: + return True + return name in self._allow_tools + + def add_tool(self, tool: BaseTool) -> None: + self.tool_pool[tool.name] = tool + + @abc.abstractmethod + def run(self, message: str, file_name=None, plugin_type=None) -> dict: + pass + + +class BaseModel: + def __init__(self, config: dict): + pass + + +class BasePrompt: + def __init__(self, name): + self.name = name + this_date = time.localtime() + week_list = ["一", "二", "三", "四", "五", "六", "日"] + self._year = this_date.tm_year + self._month = this_date.tm_mon + self._day = this_date.tm_mday + self._week = "星期" + week_list[this_date.tm_wday] + self._prompt = self._load_prompt() + self._schema = self._load_schema() + self._external = None + self._role = None + self._context = None + + @abc.abstractmethod + def _load_prompt(self): + pass + + @abc.abstractmethod + def _load_schema(self): + pass + + def set_context(self, context: str): + self._context = context + + def set_role(self, role: str): + self._role = role + + def set_external(self, external: str): + self._external = external + + def generate(self, question: str): + _field = ["schema", "year", "month", "day", "week", "role", "context", "external"] + dic = self.__dict__ + result = self._prompt + for i in _field: + if "{{" + i + "}}" in result and dic.get("_" + i): + result = result.replace("{{" + i + "}}", str(dic["_" + i])) + result = result.replace("{{base_year}}", str(self._year - 1)) + result = result.replace("{{input}}", question) + return result diff --git a/db/system.db b/db/system.db new file 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"101010400", + "NAMECN": "顺义" + }, + "怀柔": { + "AREAID": "101010500", + "NAMECN": "怀柔" + }, + "通州": { + "AREAID": "101010600", + "NAMECN": "通州" + }, + "昌平": { + "AREAID": "101010700", + "NAMECN": "昌平" + }, + "延庆": { + "AREAID": "101010800", + "NAMECN": "延庆" + }, + "丰台": { + "AREAID": "101010900", + "NAMECN": "丰台" + }, + "石景山": { + "AREAID": "101011000", + "NAMECN": "石景山" + }, + "大兴": { + "AREAID": "101011100", + "NAMECN": "大兴" + }, + "房山": { + "AREAID": "101011200", + "NAMECN": "房山" + }, + "密云": { + "AREAID": "101011300", + "NAMECN": "密云" + }, + "门头沟": { + "AREAID": "101011400", + "NAMECN": "门头沟" + }, + "平谷": { + "AREAID": "101011500", + "NAMECN": "平谷" + } + } + }, + "上海": { + "上海": { + "上海": { + "AREAID": "101020100", + "NAMECN": "上海" + }, + "闵行": { + "AREAID": "101020200", + "NAMECN": "闵行" + }, + "宝山": { + "AREAID": "101020300", + "NAMECN": "宝山" + }, + "嘉定": { + "AREAID": "101020500", + "NAMECN": "嘉定" + }, + "浦东新区": { + "AREAID": "101020600", + "NAMECN": "浦东新区" + }, + "金山": { + "AREAID": "101020700", + "NAMECN": "金山" + }, + "青浦": { + "AREAID": "101020800", + "NAMECN": "青浦" + }, + "松江": { + "AREAID": "101020900", + "NAMECN": "松江" + }, + "奉贤": { + "AREAID": "101021000", + "NAMECN": "奉贤" + }, + "崇明": { + "AREAID": "101021100", + "NAMECN": "崇明" + }, + "徐汇": { + "AREAID": "101021200", + "NAMECN": "徐汇" + } + } + }, + "天津": { + "天津": { + "天津": { + "AREAID": "101030100", + "NAMECN": "天津" + }, + "武清": { + "AREAID": "101030200", + "NAMECN": "武清" + }, + "宝坻": { + "AREAID": "101030300", + "NAMECN": "宝坻" + }, + "东丽": { + "AREAID": "101030400", + "NAMECN": "东丽" + }, + "西青": { + "AREAID": "101030500", + "NAMECN": "西青" + }, + "北辰": { + "AREAID": "101030600", + "NAMECN": "北辰" + }, + "宁河": { + "AREAID": "101030700", + "NAMECN": "宁河" + }, + "静海": { + "AREAID": "101030900", + "NAMECN": "静海" + }, + "津南": { + "AREAID": "101031000", + "NAMECN": "津南" + }, + "滨海新区": { + "AREAID": "101031100", + "NAMECN": "滨海新区" + }, + "蓟县": { + "AREAID": "101031400", + "NAMECN": "蓟县" + } + } + }, + "重庆": { + "重庆": { + "重庆": { + "AREAID": "101040100", + "NAMECN": "重庆" + }, + "永川": { + "AREAID": "101040200", + "NAMECN": "永川" + }, + "合川": { + "AREAID": "101040300", + "NAMECN": "合川" + }, + "南川": { + "AREAID": "101040400", + "NAMECN": "南川" + }, + "江津": { + "AREAID": "101040500", + "NAMECN": "江津" + }, + "万盛": { + "AREAID": "101040600", + "NAMECN": "万盛" + }, + "渝北": { + "AREAID": "101040700", + "NAMECN": "渝北" + }, + "北碚": { + "AREAID": "101040800", + "NAMECN": "北碚" + }, + "巴南": { + "AREAID": "101040900", + "NAMECN": "巴南" + }, + "长寿": { + "AREAID": "101041000", + "NAMECN": "长寿" + }, + "黔江": { + "AREAID": "101041100", + "NAMECN": "黔江" + }, + "万州": { + "AREAID": "101041300", + "NAMECN": "万州" + }, + "涪陵": { + "AREAID": "101041400", + "NAMECN": "涪陵" + }, + "开县": { + "AREAID": "101041500", + "NAMECN": "开县" + }, + "城口": { + "AREAID": "101041600", + "NAMECN": "城口" + }, + "云阳": { + "AREAID": "101041700", + "NAMECN": "云阳" + }, + "巫溪": { + "AREAID": "101041800", + "NAMECN": "巫溪" + }, + "奉节": { + "AREAID": "101041900", + "NAMECN": "奉节" + }, + "巫山": { + "AREAID": "101042000", + "NAMECN": "巫山" + }, + "潼南": { + "AREAID": "101042100", + "NAMECN": "潼南" + }, + "垫江": { + "AREAID": "101042200", + "NAMECN": "垫江" + }, + "梁平": { + "AREAID": "101042300", + "NAMECN": "梁平" + }, + "忠县": { + "AREAID": "101042400", + "NAMECN": "忠县" + }, + "石柱": { + "AREAID": "101042500", + "NAMECN": "石柱" + }, + "大足": { + "AREAID": "101042600", + "NAMECN": "大足" + }, + "荣昌": { + "AREAID": "101042700", + "NAMECN": "荣昌" + }, + "铜梁": { + "AREAID": "101042800", + "NAMECN": "铜梁" + }, + "璧山": { + "AREAID": "101042900", + "NAMECN": "璧山" + }, + "丰都": { + "AREAID": "101043000", + "NAMECN": "丰都" + }, + "武隆": { + "AREAID": "101043100", + "NAMECN": "武隆" + }, + "彭水": { + "AREAID": "101043200", + "NAMECN": "彭水" + }, + "綦江": { + "AREAID": "101043300", + "NAMECN": "綦江" + }, + "酉阳": { + "AREAID": "101043400", + "NAMECN": "酉阳" + }, + "秀山": { + "AREAID": "101043600", + "NAMECN": "秀山" + } + } + }, + "黑龙江":{ + "哈尔滨":{ + "哈尔滨":{ + "AREAID":"101050101", + "NAMECN":"哈尔滨" + }, + "双城":{ + "AREAID":"101050102", + "NAMECN":"双城" + }, + "呼兰":{ + "AREAID":"101050103", + "NAMECN":"呼兰" + }, + "阿城":{ + "AREAID":"101050104", + "NAMECN":"阿城" + }, + "宾县":{ + "AREAID":"101050105", + "NAMECN":"宾县" + }, + "依兰":{ + "AREAID":"101050106", + "NAMECN":"依兰" + }, + "巴彦":{ + "AREAID":"101050107", + "NAMECN":"巴彦" + }, + "通河":{ + "AREAID":"101050108", + "NAMECN":"通河" + }, + "方正":{ + "AREAID":"101050109", + "NAMECN":"方正" + }, + "延寿":{ + "AREAID":"101050110", + "NAMECN":"延寿" + }, + "尚志":{ + "AREAID":"101050111", + "NAMECN":"尚志" + }, + "五常":{ + "AREAID":"101050112", + "NAMECN":"五常" + }, + "木兰":{ + "AREAID":"101050113", + "NAMECN":"木兰" + }, + "道里":{ + "AREAID":"101050114", + "NAMECN":"道里" + }, + "南岗":{ + "AREAID":"101050115", + "NAMECN":"南岗" + }, + "道外":{ + "AREAID":"101050116", + "NAMECN":"道外" + }, + "平房":{ + "AREAID":"101050117", + "NAMECN":"平房" + }, + "松北":{ + "AREAID":"101050118", + "NAMECN":"松北" + }, + "香坊":{ + "AREAID":"101050119", + 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"application/x-out", + ".p10": "application/pkcs10", + ".p12": "application/x-pkcs12", + ".p7b": "application/x-pkcs7-certificates", + ".p7c": "application/pkcs7-mime", + ".p7m": "application/pkcs7-mime", + ".p7r": "application/x-pkcs7-certreqresp", + ".p7s": "application/pkcs7-signature", + ".pc5": "application/x-pc5", + ".pci": "application/x-pci", + ".pcl": "application/x-pcl", + ".pcx": "application/x-pcx", + ".pdf": "application/pdf", + ".pdx": "application/vnd.adobe.pdx", + ".pfx": "application/x-pkcs12", + ".pgl": "application/x-pgl", + ".pic": "application/x-pic", + ".pko": "application/vnd.ms-pki.pko", + ".pl": "application/x-perl", + ".plg": "text/html", + ".pls": "audio/scpls", + ".plt": "application/x-plt", + ".png": "image/png", + ".pot": "application/vnd.ms-powerpoint", + ".ppa": "application/vnd.ms-powerpoint", + ".ppm": "application/x-ppm", + ".pps": "application/vnd.ms-powerpoint", + ".ppt": "application/x-ppt", + ".pr": "application/x-pr", + ".prf": "application/pics-rules", + ".prn": "application/x-prn", + ".prt": "application/x-prt", + ".ps": "application/x-ps", + ".ptn": "application/x-ptn", + ".pwz": "application/vnd.ms-powerpoint", + ".r3t": "text/vnd.rn-realtext3d", + ".ra": "audio/vnd.rn-realaudio", + ".ram": "audio/x-pn-realaudio", + ".ras": "application/x-ras", + ".rat": "application/rat-file", + ".rdf": "text/xml", + ".rec": "application/vnd.rn-recording", + ".red": "application/x-red", + ".rgb": "application/x-rgb", + ".rjs": "application/vnd.rn-realsystem-rjs", + ".rjt": "application/vnd.rn-realsystem-rjt", + ".rlc": "application/x-rlc", + ".rle": "application/x-rle", + ".rm": "application/vnd.rn-realmedia", + ".rmf": "application/vnd.adobe.rmf", + ".rmi": "audio/mid", + ".rmj": "application/vnd.rn-realsystem-rmj", + ".rmm": "audio/x-pn-realaudio", + ".rmp": "application/vnd.rn-rn_music_package", + ".rms": "application/vnd.rn-realmedia-secure", + ".rmvb": "application/vnd.rn-realmedia-vbr", + ".rmx": "application/vnd.rn-realsystem-rmx", + ".rnx": "application/vnd.rn-realplayer", + ".rp": "image/vnd.rn-realpix", + ".rpm": "audio/x-pn-realaudio-plugin", + ".rsml": "application/vnd.rn-rsml", + ".rt": "text/vnd.rn-realtext", + ".rtf": "application/x-rtf", + ".rv": "video/vnd.rn-realvideo", + ".sam": "application/x-sam", + ".sat": "application/x-sat", + ".sdp": "application/sdp", + ".sdw": "application/x-sdw", + ".sit": "application/x-stuffit", + ".slb": "application/x-slb", + ".sld": "application/x-sld", + ".slk": "drawing/x-slk", + ".smi": "application/smil", + ".smil": "application/smil", + ".smk": "application/x-smk", + ".snd": "audio/basic", + ".sol": "text/plain", + ".sor": "text/plain", + ".spc": "application/x-pkcs7-certificates", + ".spl": "application/futuresplash", + ".spp": "text/xml", + ".ssm": "application/streamingmedia", + ".sst": "application/vnd.ms-pki.certstore", + ".stl": "application/vnd.ms-pki.stl", + ".stm": "text/html", + ".sty": "application/x-sty", + ".svg": "text/xml", + ".swf": "application/x-shockwave-flash", + ".tdf": "application/x-tdf", + ".tg4": "application/x-tg4", + ".tga": "application/x-tga", + ".tif": "image/tiff", + ".tiff": "image/tiff", + ".tld": "text/xml", + ".top": "drawing/x-top", + ".torrent": "application/x-bittorrent", + ".tsd": "text/xml", + ".txt": "text/plain", + ".uin": "application/x-icq", + ".uls": "text/iuls", + ".vcf": "text/x-vcard", + ".vda": "application/x-vda", + ".vdx": "application/vnd.visio", + ".vml": "text/xml", + ".vpg": "application/x-vpeg005", + ".vsd": "application/vnd.visio", + ".vss": "application/vnd.visio", + ".vst": "application/vnd.visio", + ".vsw": "application/vnd.visio", + ".vsx": "application/vnd.visio", + ".vtx": "application/vnd.visio", + ".vxml": "text/xml", + ".wav": "audio/wav", + ".wax": "audio/x-ms-wax", + ".wb1": "application/x-wb1", + ".wb2": "application/x-wb2", + ".wb3": "application/x-wb3", + ".wbmp": "image/vnd.wap.wbmp", + ".wiz": "application/msword", + ".wk3": "application/x-wk3", + ".wk4": "application/x-wk4", + ".wkq": "application/x-wkq", + ".wks": "application/x-wks", + ".wm": "video/x-ms-wm", + ".wma": "audio/x-ms-wma", + ".wmd": "application/x-ms-wmd", + ".wmf": "application/x-wmf", + ".wml": "text/vnd.wap.wml", + ".wmv": "video/x-ms-wmv", + ".wmx": "video/x-ms-wmx", + ".wmz": "application/x-ms-wmz", + ".wp6": "application/x-wp6", + ".wpd": "application/x-wpd", + ".wpg": "application/x-wpg", + ".wpl": "application/vnd.ms-wpl", + ".wq1": "application/x-wq1", + ".wr1": "application/x-wr1", + ".wri": "application/x-wri", + ".wrk": "application/x-wrk", + ".ws": "application/x-ws", + ".ws2": "application/x-ws", + ".wsc": "text/scriptlet", + ".wsdl": "text/xml", + ".wvx": "video/x-ms-wvx", + ".xdp": "application/vnd.adobe.xdp", + ".xdr": "text/xml", + ".xfd": "application/vnd.adobe.xfd", + ".xfdf": "application/vnd.adobe.xfdf", + ".xhtml": "text/html", + ".xls": "application/vnd.ms-excel", + ".xlw": "application/x-xlw", + ".xml": "text/xml", + ".xpl": "audio/scpls", + ".xq": "text/xml", + ".xql": "text/xml", + ".xquery": "text/xml", + ".xsd": "text/xml", + ".xsl": "text/xml", + ".xslt": "text/xml", + ".xwd": "application/x-xwd", + ".x_b": "application/x-x_b", + ".sis": "application/vnd.symbian.install", + ".sisx": "application/vnd.symbian.install", + ".x_t": "application/x-x_t", + ".ipa": "application/vnd.iphone", + ".apk": "application/vnd.android.package-archive", + ".xap": "application/x-silverlight-app" +} diff --git a/extension/agent/learner.py b/extension/agent/learner.py new file mode 100644 index 0000000..b0718d2 --- /dev/null +++ b/extension/agent/learner.py @@ -0,0 +1,70 @@ +# -*- coding: UTF-8 -*- +from urllib.parse import quote + +from core.model import get_chat_model +from function.web_tool import WebScraper +from extension.rag import RAGPipeline + +# Initialize the agent components +coder_instance = get_chat_model("qwen2.5-coder:14b") +llm_instance = get_chat_model("deepseek-r1:14b") + +rag_pipeline = RAGPipeline(table_name="learner_knowledge") + +web_scraper = WebScraper() + + +def learn_from_web(urls): + result = web_scraper.search(urls) + rag_pipeline.insert_text_content(result['data']) + + +def query_agent(question): + response = rag_pipeline.query(question) + return response + + +def get_relevant_content(url: str, tasks: list[str]) -> list: + list_result = [] + query_result = web_scraper.search(url) + list_result.append(query_result['data']) + for task in tasks: + llm_result = llm_instance.llm(f"{query_result['data']}\n{task}") + list_result.append(llm_result) + return list_result + + +# Example usage +if __name__ == "__main__": + topic = "fastgpt" + + # bing 一级索引 + bing_url = f"https://cn.bing.com/search?q={quote(topic)}" + task_1 = f"找到{topic}相关的知识的网址,只输出网址地址列表" + # task_2 = f"找到{topic}相关的知识的,输出整理好的内容，尽可能多的保留原文" + first_result, first_urls = get_relevant_content(bing_url, [task_1]) + print(first_urls) + + # 对一级索引的网址进行爬取，获取二级索引地址,获得的内容进行总结 + web_urls = web_scraper.split_urls(first_urls) + print(len(web_urls)) + second_urls = "" + for url in web_urls: + temp_result, temp_urls = get_relevant_content(url, [task_1]) + print(first_urls) + rag_pipeline.insert_text_content(temp_result, url) + second_urls += temp_urls + "\n" + + web_urls = web_scraper.split_urls(second_urls) + print(len(web_urls)) + for url in web_urls: + temp_result = get_relevant_content(url, [])[0] + print(first_urls) + rag_pipeline.insert_text_content(temp_result, url) + + # 第二级索引的网址获得的内容进行总结 + + question = f"{topic}的技术架构是什么？" + answer = query_agent(question) + print(answer) + print("Agent believes it has learned enough.") diff --git a/extension/chat.py b/extension/chat.py new file mode 100644 index 0000000..c22b951 --- /dev/null +++ b/extension/chat.py @@ -0,0 +1,123 @@ +from extension.rag import rag_pipline +from core.model import run_llm_by_message +from core.types import BaseEngine +from extension.mcp import mcp_engine +from extension.standard import chat_file_manager, run_llm_by_template + + +class ChatEngine(BaseEngine): + def __init__(self): + super().__init__("chat_engine") + self.dialogue = [] + self.file = {} + self._rag = rag_pipline + self._body = None + + @property + def context(self): + contexts = self.dialogue[-16:] if len(self.dialogue) > 16 else self.dialogue + return "\n##\n\n".join([msg["role"]+": "+msg["message"] for msg in contexts]) + + def set_body(self, body): + self._body = body + + def load_chat_history(self, chat_history): + self.dialogue = [] + self.file.clear() + for msg in chat_history: + if msg["role"] in ["user", "system", "external"]: + self.dialogue.append(msg) + elif msg["role"] == "uploader": + file_id, _ = chat_file_manager.parse_file_id(msg["message"]) + self.file["uploader"] = file_id + elif msg["role"] == "sender": + self.file["sender"] = msg["message"] + + def add_message(self, message: str, role: str): + self.dialogue.append({"role": role, "message": message}) + + def add_user_message(self, message: str): + self.add_message(message, "user") + + def add_system_message(self, message: str): + self.add_message(message, "system") + + def load_file(self, message: str): + try: + file_id, ext = chat_file_manager.parse_file_id(message) + self._rag.insert_document(file_id, file_id, ext) + self.file["uploader"] = file_id + return {"message": "文件上传成功！请继续提问。", "role": "system"} + except Exception as e: + return {"message": "文件上传失败！请联系管理员。", "role": "system"} + + def run(self, message: str, file_name=None, plugin_type=None) -> dict: + current_context = self.context + self.add_user_message(message) + mcp_engine.set_context(current_context) + mcp_engine.set_file(self.file.get("uploader")) + + try: + mcp_data = mcp_engine.run(message) + action = mcp_data["tool"] + if action == "answer": + data = mcp_data.get("data", "") + if not data: + data = self._generate_chat(message, current_context, "")["data"] + return self._chat(data) + print(mcp_data) + external_data = mcp_data.get("data", "") + generate_data = self._generate_chat(message, current_context, external_data) + return self._data_parse(generate_data) + + except Exception as e: + return {"message": f"处理错误: {str(e)}", "role": "system"} + + def _chat(self, answer: str): + self.add_system_message(answer) + return {"message": answer, "role": "system"} + + @staticmethod + def _generate_chat(message: str, memory: str, external: str): + context = "" + if memory: + context += f"{memory}\n" + if external: + context += f"{external}\n" + context += f"{message}" + result = run_llm_by_template(context,"text_generate") + print(result) + return {"type": "text", "data": result } + + def _data_parse(self, data: dict) -> dict: + if data["type"] == "text": + self.add_system_message(data["data"]) + return {"message": data["data"], "role": "system"} + elif data["type"] == "file": + self.file["sender"] = data["data"] + return {"message": data["data"], "role": "sender"} + else: + raise ValueError("Unsupported data type") + + +class ModelManager: + def __init__(self): + self.allow_list = [] + + def chat(self, message: str, message_type: str = "text", chat_history=None): + ce = ChatEngine() + ce.set_allow_list(self.allow_list) + ce.load_chat_history(chat_history if chat_history else []) + if message_type == "text": + return ce.run(message) + elif message_type == "file": + return ce.load_file(message) + else: + raise Exception("Message type not supported!") + + @staticmethod + def generate(prompt): + return run_llm_by_message(prompt) + + +model_manager = ModelManager() diff --git a/extension/document_loader.py b/extension/document_loader.py new file mode 100644 index 0000000..9d5806e --- /dev/null +++ b/extension/document_loader.py @@ -0,0 +1,70 @@ +from langchain_community.document_loaders import PyPDFLoader, TextLoader, Docx2txtLoader +from langchain_text_splitters import RecursiveCharacterTextSplitter +from core.model import vision_instance +from core.types import BaseLoader + + + + +class ImageLoader: + def __init__(self, file_path: str): + self.file_path = file_path + + def load(self): + from langchain.schema import Document + + with open(self.file_path, "rb") as f: + image_data = f.read() + + vision_instance.load_image(image_data) + description = vision_instance.describe() + + return [Document( + page_content=description, + metadata={"source": self.file_path} + )] + + +class DocumentLoader(BaseLoader): + SUPPORTED_LOADERS = { + ".pdf": PyPDFLoader, + ".txt": TextLoader, + ".docx": Docx2txtLoader, + ".doc": Docx2txtLoader, + ".jpeg": ImageLoader, + ".jpg": ImageLoader, + ".png": ImageLoader + } + + def __init__(self, config=None): + super().__init__() + config = config or {} + self.file_path = None + self.extension = None + self._document = None + self.chunk_size = config.get("chunk_size", 512) + self.chunk_overlap = config.get("chunk_overlap", 200) + self.text_splitter = RecursiveCharacterTextSplitter( + chunk_size=self.chunk_size, + chunk_overlap=self.chunk_overlap, + ) + + @property + def loader(self): + if self.extension not in self.SUPPORTED_LOADERS: + raise ValueError(f"不支持的文件类型: {self.extension}") + return self.SUPPORTED_LOADERS[self.extension](self.file_path) + + def load_and_split(self): + return self.text_splitter.split_documents(self._document) + + def load_content(self, file_path,extension=None): + self.extension = extension if extension else "" + self.file_path = "./docs/files/" + file_path + with open(self.file_path, "rb") as f: + self.content = f.read() + + self._document = self.loader.load() + + def split_text(self, content: str) -> list[str]: + return self.text_splitter.split_text(content) diff --git a/extension/mcp.py b/extension/mcp.py new file mode 100644 index 0000000..f62001b --- /dev/null +++ b/extension/mcp.py @@ -0,0 +1,444 @@ +import json + +from typing import Dict, List, Optional +from dataclasses import dataclass +from abc import ABC, abstractmethod +from urllib.parse import quote + +import requests +from core.config import conf +from core.model import run_llm_by_message, think_by_message +from core.types import BaseCRUD, BaseEngine +from extension.standard import parse_json_string, OnlinePrompt, db_manager +from function.context import rag_search +from function.weather import weather_search +from function.web_tool import web_scraper + + +class ProtocolAdapter(ABC): + name: str + + @property + @abstractmethod + def name(self): + pass + + @abstractmethod + def handle_request(self, request: dict) -> dict: + pass + + def request(self, request: dict) -> str: + result = self.handle_request(request) + if result["status"] == 500: + return "" + else: + return result["message"] + + +class HttpProtocolAdapter(ProtocolAdapter): + def __init__(self, secure: bool = False): + self.secure = secure + self.headers = { + "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36 Edg/133.0.0.0", + "Accept": "*/*", + "Connection": "keep-alive" + } + + @property + def name(self): + return 'https' if self.secure else 'http' + + def handle_request(self, request: dict) -> dict: + method = request['method'] + uri = f"{self.name}://{request['uri']}" + try: + if method == 'get': + params = request['parameters'] + uri += f"?{'&'.join([f'{k}={quote(str(v))}' for k, v in params.items()])}" + return {"message": web_scraper.get_uri_resource(uri), "status": 200} + elif method == 'post': + data = requests.post(uri, json=request['parameters'], headers=self.headers).json() + return {'status': 200, 'message': str(data)} + else: + return {"status": 500, "message": f"Unsupported method: {method}"} + except Exception as e: + return {"status": 500, "message": str(e)} + + +class LocalProtocolAdapter(ProtocolAdapter): + @property + def name(self): + return "local" + + def handle_request(self, request: dict) -> dict: + return {"status": "success", "message": "Local request handled successfully"} + + +@dataclass +class MCPService: + instance_name: str + name: str + endpoint: str + id: int = -1 + protocol: Optional[ProtocolAdapter] = None + status: int = 0 + config: dict = None + + def set_protocol(self, protocol: str): + secure = protocol.endswith('s') + base_protocol = protocol[:-1] if secure else protocol + + if base_protocol == 'http': + self.protocol = HttpProtocolAdapter(secure=secure) + elif base_protocol == "local": + self.protocol = LocalProtocolAdapter() + else: + raise ValueError(f"Unsupported protocol: {protocol}") + + def start_service(self) -> dict: + self.status = 1 + return { + 'status': 'success', + 'message': f'Service {self.id} started successfully', + 'service': { + 'id': self.id, + 'name': self.name, + 'endpoint': self.endpoint, + 'protocol': self.protocol.__class__.__name__, + 'status': 'running' + } + } + + def stop_service(self) -> dict: + self.status = 0 + return { + 'status': 'success', + 'message': f'Service {self.id} stopped successfully', + 'service': { + 'id': self.id, + 'name': self.name, + 'endpoint': self.endpoint, + 'protocol': self.protocol.__class__.__name__, + 'status': 'stopped' + } + } + + def execute(self, message: str) -> str: + schema = self._get_schema() + params = self._generate_parameters(message, schema) + try: + return self.protocol.request({ + "method": self.config.get('method', ""), + "parameters": params, + "uri": self.endpoint + }) + except Exception as e: + return f"Execution error: {str(e)}" + + def _get_schema(self) -> str: + schema_name = self.config.get('schema', "") + if schema_name: + schema = db_manager.schemas.get_by_name(schema_name) + if schema: + schema = dict(schema) + return schema.get('content') if schema else "" + + return "" + + @staticmethod + def _generate_parameters(message: str, schema: str) -> dict: + prompt = OnlinePrompt("parameter_generate").generate(message) + prompt = prompt.replace("{{schema}}", schema) + return parse_json_string(run_llm_by_message(prompt)) + + +class MCPManager: + def __init__(self, db_path: str): + self.db = BaseCRUD('services', db_path) + self._init_db() + self.services: Dict[str, MCPService] = {} + self._sync_from_db() + + def _init_db(self): + with self.db.get_connection() as conn: + conn.execute(''' + CREATE TABLE IF NOT EXISTS services ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT UNIQUE NOT NULL, + instance_name TEXT NOT NULL, + instance_status INTEGER NOT NULL, + endpoint TEXT NOT NULL, + protocol TEXT NOT NULL, + config JSON, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP + ) + ''') + + def _sync_from_db(self): + services = self.db.get_all()['items'] + for service in services: + mcp_service = MCPService( + id=service['id'], + instance_name=service['instance_name'], + name=service['name'], + endpoint=service['endpoint'], + status=service['instance_status'], + config=json.loads(service['config']) + ) + mcp_service.set_protocol(service['protocol']) + self.services[str(mcp_service.id)] = mcp_service + + def list_services(self) -> List[dict]: + return [dict(item) for item in self.db.get_all()['items']] + + def get_status(self) -> dict: + with self.db.get_connection() as conn: + total_services = conn.execute('SELECT COUNT(*) FROM services').fetchone()[0] + return {"total_services": total_services} + + def register_service(self, name: str, endpoint: str, protocol: str, config: dict = None) -> None: + if protocol not in ['http', 'https', 'local']: + raise ValueError(f"Unsupported protocol: {protocol}") + + instance_name = f"mcp-{name.lower().replace(' ', '-')}" + config = config if config else {} + + _id = self.db.create( + name=name, + instance_name=instance_name, + instance_status=0, + endpoint=endpoint, + protocol=protocol, + config=json.dumps(config) + ) + + service = MCPService( + id=_id, + instance_name=instance_name, + name=name, + endpoint=endpoint, + config=config + ) + service.set_protocol(protocol) + self.services[str(_id)] = service + + def unregister_service(self, service_id: str) -> None: + self.db.delete(service_id) + if service_id in self.services: + del self.services[service_id] + + def create_service(self, name: str, endpoint: str, protocol: str, config: dict = None) -> dict: + try: + self.register_service(name, endpoint, protocol, config) + return {'status': 'success', 'message': f'Service {name} created successfully'} + except Exception as e: + return {'status': 'error', 'message': str(e)} + + def delete_service(self, service_id: str) -> dict: + try: + self.unregister_service(service_id) + return {'status': 'success', 'message': f'Service {service_id} deleted successfully'} + except Exception as e: + return {'status': 'error', 'message': str(e)} + + def start_service(self, service_id: str) -> dict: + if service_id not in self.services: + return {'status': 'error', 'message': f"Service {service_id} not found"} + + service = self.services[service_id] + try: + result = service.start_service() + self.db.update(service.id, instance_status=1) + return result + except Exception as e: + return {'status': 'error', 'message': str(e)} + + def stop_service(self, service_id: str) -> dict: + if service_id not in self.services: + return {'status': 'error', 'message': f"Service {service_id} not found"} + + service = self.services[service_id] + try: + result = service.stop_service() + self.db.update(service.id, instance_status=0) + return result + except Exception as e: + return {'status': 'error', 'message': str(e)} + + def restart_service(self, service_id: str) -> dict: + if service_id not in self.services: + return {'status': 'error', 'message': f"Service {service_id} not found"} + + try: + self.stop_service(service_id) + return self.start_service(service_id) + except Exception as e: + return {'status': 'error', 'message': str(e)} + + def check_health(self, service_id: str) -> dict: + if service_id not in self.services: + return {'status': 'error', 'message': f"Service {service_id} not found"} + + service = self.services[service_id] + is_healthy = service.status == 1 + return { + 'status': 'success', + 'healthy': is_healthy, + 'message': f'Service {service_id} is {"healthy" if is_healthy else "unhealthy"}' + } + + def update_service(self, service_id: str, **kwargs) -> dict: + if service_id not in self.services: + return {'status': 'error', 'message': f"Service {service_id} not found"} + + service = self.services[service_id] + update_fields = {} + + if 'name' in kwargs: + service.name = kwargs['name'] + update_fields['name'] = kwargs['name'] + + if 'endpoint' in kwargs: + service.endpoint = kwargs['endpoint'] + update_fields['endpoint'] = kwargs['endpoint'] + + if 'protocol' in kwargs: + service.set_protocol(kwargs['protocol']) + update_fields['protocol'] = kwargs['protocol'] + + if 'config' in kwargs: + service.config = kwargs['config'] + update_fields['config'] = json.dumps(kwargs['config']) + + if 'status' in kwargs: + service.status = kwargs['status'] + update_fields['instance_status'] = kwargs['status'] + + try: + if update_fields: + self.db.update(service.id, **update_fields) + + return { + 'status': 'success', + 'message': f'Service {service_id} updated successfully', + 'service': { + 'id': service.id, + 'name': service.name, + 'endpoint': service.endpoint, + 'protocol': service.protocol.name, + 'status': service.status, + 'config': service.config + } + } + except Exception as e: + return {'status': 'error', 'message': str(e)} + + +mcp_manager = MCPManager(conf.db_uri) + + +class MCPPredictError(Exception): + pass + + +class MCPEngine(BaseEngine): + def __init__(self): + super().__init__("mcp_engine") + self._manager = mcp_manager + self._context = None + self._file = None + self.pool = {} + self.services = {} + + def set_context(self, context: str): + self._context = context + + def set_file(self, file: str): + self._file = file + + @staticmethod + def _load_services_info() -> Dict[str, dict]: + services = mcp_manager.list_services() + return {i['name']: i for i in services if i['instance_status'] == 1} + + # def _rewrite(self, message: str): + # op = OnlinePrompt("rewrite_question") + # op.set_external(self._context) + # prompt = op.generate(message) + # response = run_llm_by_message(prompt) + # try: + # return parse_json_string(response) + # except Exception as e: + # return {"rewrite": message, "keywords": []} + + def _predict(self, message: str) -> List[dict]: + self.services = self._load_services_info() + external_str = "- [chat](优先级2) 根据上下文回答一些简单的问题\n- [context](优先级5) 涉及前文，前面内容时，必须调用\n" + + for name, info in self.services.items(): + if info['protocol'] == 'local': + tool = self.tool_pool.get(name) + if tool: + self.pool[name] = tool.description + external_str += f"- [{name}](优先级4) {tool.description} \n" + else: + config = json.loads(info.get('config', "{}")) + desc = config.get('description', '') + self.pool[name] = desc + external_str += f"- [{name}](优先级3) {desc} \n" + + op = OnlinePrompt(self.name) + op.set_external(external_str) + prompt = op.generate(message) + response = think_by_message(prompt) + try: + return parse_json_string(response) + except Exception as e: + return [] + + def _run_task(self, message: str, task: dict, external_data: str = "") -> dict: + tool_name = task.get("tool", "") + question = task.get("question", "") + + if not tool_name: + return {"tool": "error", "output": "text", "data": f"Tool:{tool_name} execute error"} + + task_prompt = f"main_task: {message}\nsub_task: {question}" + if external_data: + task_prompt = f"{external_data}\n{task_prompt}" + if tool_name == "chat": + return {"tool": "answer", "output": "text", "data": task.get("answer", "")} + elif tool_name == "context": + return {"tool": "context", "output": "text", "data": self._context} + if tool_name in self.tool_pool: + tool = self.tool_pool[tool_name] + tool.set_file_name(self._file) + return tool.execute(task_prompt) + + if tool_name in self.services: + service = self._manager.services[str(self.services[tool_name]['id'])] + return {"tool": tool_name, "output": "text", "data": service.execute(task_prompt)} + + return {"tool": "chat", "output": "text", "data": message} + + def run(self, message: str, file_name: str = None, plugin_type: str = None) -> dict: + # question = self._rewrite(message)["rewrite"] + question = message + tasks = self._predict(question) + if isinstance(tasks, dict): + tasks = [tasks] + + external_data = "" + result = {"tool": "error", "output": "text", "data": "MCP engine execute error"} + print(tasks) + for task in tasks: + result = self._run_task(message, task, external_data) + if result['tool'] not in ["chat", "error"]: + external_data += result['data'] + return result + + +mcp_engine = MCPEngine() +mcp_engine.add_tool(weather_search) +mcp_engine.add_tool(web_scraper) +mcp_engine.add_tool(rag_search) diff --git a/extension/rag.py b/extension/rag.py new file mode 100644 index 0000000..6b80777 --- /dev/null +++ b/extension/rag.py @@ -0,0 +1,142 @@ +import time +from typing import List + +import jieba +import jieba.analyse +from lancedb import connect +from core.model import get_embedding_model, get_chat_model +from extension.document_loader import DocumentLoader +from extension.standard import OnlinePrompt, parse_json_string + + +class RAGPipeline: + def __init__( + self, + db_path: str = "./db/vec", + default_table_name: str = "documents", + embedding_model: str = "bge-large", + llm_model: str = "qwen2.5:7b", + chunk_size: int = 512, + chunk_overlap: int = 200, + ): + self.embeddings = get_embedding_model(embedding_model) + self.llm = get_chat_model(llm_model) + self.db = connect(db_path) + self.default_table_name = default_table_name + self.document_loader = DocumentLoader(config={"chunk_size": chunk_size, "chunk_overlap": chunk_overlap}) + + def _insert(self, texts: list, extension: str, table_name: str = None): + table_name = table_name or self.default_table_name + embeddings = self.embeddings.embed_documents(texts) + time_stamp = int(time.time()) + data = [ + { + "text": text.replace("\n", "").replace("\t", "").replace("\r", ""), + "text_fts":text.replace("\n", "").replace("\t", "").replace("\r", "").replace(" ", ""), + "vector": embedding, + "extension": extension, + "time_stamp": time_stamp + } + for text, embedding in zip(texts, embeddings) + ] + + if table_name in self.db.table_names(): + table = self.db.open_table(table_name) + table.add(data) + else: + # Create table with explicit schema including FTS index + self.db.create_table( + table_name, + data=data, + mode="overwrite" + ) + + def insert_document(self, file_path: str, table_name: str = None, extension: str = None): + self.document_loader.load_content(file_path, extension) + chunks = self.document_loader.load_and_split() + texts = [chunk.page_content for chunk in chunks] + self._insert(texts, self.document_loader.extension, table_name) + + def insert_text_content(self, content: str, table_name: str = None): + chunks = self.document_loader.split_text(content) + texts = [chunk for chunk in chunks] + self._insert(texts, ".txt", table_name) + + @staticmethod + def _extract_keywords(question: str) -> List[str]: + # Use TF-IDF and TextRank combination for keyword extraction + tfidf_kws = jieba.analyse.extract_tags( + question, topK=3, withWeight=False, allowPOS=('n', 'vn', 'v')) + textrank_kws = jieba.analyse.textrank( + question, topK=3, withWeight=False, allowPOS=('n', 'vn', 'v')) + + # Merge and deduplicate keywords + combined_kws = list(set(tfidf_kws + textrank_kws)) + return [kw for kw in combined_kws if len(kw) > 1] # filter short keywords + + @staticmethod + def _build_keyword_condition(keywords: List[str]) -> str: + if not keywords: + return "" + conditions = [f"text LIKE '%{kw}%'" for kw in keywords] + return " OR ".join(conditions) + + def _rewrite_question(self, question: str) -> dict: + # Use LLM to rewrite the question + op = OnlinePrompt("rewrite_question") + prompt = op.generate(question) + response = self.llm.llm(prompt) + return parse_json_string(response) + + def query(self, question: str, k: int = 10, table_name: str = None) -> list[dict]: + # Extract keywords and parse question + keywords = self._extract_keywords(question) + rewritten_data = self._rewrite_question(question) + keywords = [k for k in rewritten_data.get("keywords", []) if k in keywords] + rewritten_question = rewritten_data.get("rewrite", "") + + # Vector search with rewritten question + question_embedding = self.embeddings.embed_query(rewritten_question) + table_name = table_name or self.default_table_name + table = self.db.open_table(table_name) + + indices = table.list_indices() + index_exists = any( + index["column_name"] == "text_fts" and index["index_type"] == "INVERTED" + for index in indices + ) + + if not index_exists: + try: + table.create_fts_index("text_fts") + except ValueError as e: + if "Index already exists" in str(e): + # If index exists but was not detected, try replacing it + table.create_fts_index("text_fts", replace=True) + else: + raise e + combined = [] + for key in keywords: + combined += (table.search(query_type="hybrid") + .vector(question_embedding) + .text(key) + .select(["text", "extension", "time_stamp"]) + .limit(k) + .to_list()) + # print(table.search(query_type="fts") + # .vector([]) + # .text(key) + # .select(["text", "extension", "time_stamp"]) + # .limit(k) + # .to_list()) + # Rerank results (simple time-weighted sort) + return sorted(combined, + key=lambda x: -x['time_stamp']) + + +rag_pipline = RAGPipeline() +if __name__ == "__main__": + # 直接插入文本内容的示例 + rag_pipline.insert_text_content("这是一个要嵌入的示例文本。") + result = rag_pipline.query("示例文本是什么？") + print(result) diff --git a/extension/standard.py b/extension/standard.py new file mode 100644 index 0000000..3956708 --- /dev/null +++ b/extension/standard.py @@ -0,0 +1,208 @@ +import base64 +import json +import os +import re + +from pysmx.SM3 import hexdigest + +from core.config import conf +from core.types import BaseCRUD +from core.model import run_llm_by_message +from core.types import BasePrompt + + +class LocalResourceManager: + + def __init__(self, base_dir: str = "/docs"): + self.BASE_DIR = os.getcwd() + base_dir + + @staticmethod + def generate_sm3(file_bytes: bytes): + return hexdigest(file_bytes) + + def exists(self, resource_type: str, resource_name: str) -> bool: + path = "\\".join([i for i in [self.BASE_DIR, resource_type, resource_name] if i != ""]) + return os.path.exists(path) + + @staticmethod + def _write(path: str, file: bytes): + with open(path, "wb") as f: + f.write(file) + + @staticmethod + def _read(path: str) -> bytes: + with open(path, "rb") as f: + return f.read() + + @staticmethod + def _remove(path) -> bool: + try: + os.remove(path) + return True + except Exception as e: + return False + + def create(self, resource_type: str, resource_name: str, file: bytes) -> bool: + exists = self.exists(resource_type, resource_name) + if exists: + return False + else: + file_path = "/".join([i for i in [self.BASE_DIR, resource_type, resource_name] if i != ""]) + try: + self._write(file_path, file) + return True + except Exception as e: + raise Exception(f"Create file failed: {file_path}") + + def update(self, resource_type: str, resource_name: str, file: bytes) -> bool: + exists = self.exists(resource_type, resource_name) + if not exists: + return False + else: + file_path = "/".join([i for i in [self.BASE_DIR, resource_type, resource_name] if i != ""]) + try: + self._write(file_path, file) + return True + except Exception as e: + raise Exception(f"Update file failed: {file_path}") + + def get(self, resource_type: str, resource_name: str) -> bytes: + file_path = "\\".join([i for i in [self.BASE_DIR, resource_type, resource_name] if i != ""]) + exists = self.exists(resource_type, resource_name) + if exists: + return self._read(file_path) + else: + raise FileNotFoundError(f"File is not exists: {file_path}") + + def delete(self, resource_type: str, resource_name: str) -> bool: + file_path = "/".join([i for i in [self.BASE_DIR, resource_type, resource_name] if i != ""]) + exists = self.exists(resource_type, resource_name) + if not exists: + return self._remove(file_path) + else: + raise FileNotFoundError(f"File is not exists: {file_path}") + + def download_bytes(self, path: str, file_type: str = ""): + return self.get(file_type, path) + + +class ChatFileManager(LocalResourceManager): + def __init__(self, base_dir: str = "/docs"): + super().__init__(base_dir) + self.type = "files" + self.extension_mapping = json.loads(self.get("json", "file_extension.json")) + + @staticmethod + def encode_postfix(content: str) -> str: + return base64.b64encode(content.encode("utf-8")).decode("utf-8") + + @staticmethod + def decode_postfix(content: str) -> str: + return base64.b64decode(content).decode("utf-8") + + def parse_file_id(self, file_id): + postfix = "" + if "_" in file_id: + file_id, postfix = file_id.split("_") + postfix = "." + self.decode_postfix(postfix) + return file_id, postfix + + def _generate_file_id(self, file_name: str, file_content: bytes): + postfix = "" + if "." in file_name: + postfix = file_name.split(".")[-1] + file_id = resource_manager.generate_sm3(file_content) + return file_id, self.encode_postfix(postfix) + + def c_get(self, file_id: str) -> (bytes, str): + file_id, postfix = self.parse_file_id(file_id) + return self.get(self.type, file_id), postfix + + def c_create(self, file_name: str, file_content: bytes) -> str: + file_id, postfix = self._generate_file_id(file_name, file_content) + if self.exists(self.type, file_id): + return file_id + "_" + postfix + if self.create(self.type, file_id, file_content): + return file_id + "_" + postfix + else: + return "" + + +class DatabaseManager: + def __init__(self, db_path): + self.db_path = db_path + self.prompts = BaseCRUD('prompts', db_path) + self.schemas = BaseCRUD('schemas', db_path) + + def init_db(self): + if not os.path.exists(self.db_path): + with self.prompts.get_connection() as conn: + conn.execute(''' + CREATE TABLE prompts ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT UNIQUE NOT NULL, + content TEXT NOT NULL, + variables TEXT, -- 存储变量信息 + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP + ) + ''') + conn.execute(''' + CREATE TABLE schemas ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT UNIQUE NOT NULL, + content TEXT NOT NULL, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP + ) + ''') + conn.commit() + + +class Prompt(BasePrompt): + def _load_prompt(self): + return resource_manager.get("prompt", self.name) + + def _load_schema(self): + return resource_manager.get("schema", self.name) + + +class OnlinePrompt(BasePrompt): + def _load_prompt(self): + result = db_manager.prompts.get_by_name(self.name) + if result is None: + return None + result = dict(result) + return result.get("content") + + def _load_schema(self): + result = db_manager.schemas.get_by_name(self.name) + if result is None: + return None + result = dict(result) + return result.get("content") + + +db_manager = DatabaseManager(conf.db_uri) +db_manager.init_db() + +resource_manager = LocalResourceManager() +chat_file_manager = ChatFileManager() + + +def run_llm_by_template(message: str, template_name: str): + pmt = OnlinePrompt(template_name) + prompt = pmt.generate(message) + return run_llm_by_message(prompt) + + +def parse_json_string(text: str): + if "" in text: + text = text.split("")[-1] + if "```" in text: + text = re.findall("```(.*?){0,1}\n(.*?)\n```", text, re.S)[0][1] + else: + if "'" in text and '"' not in text: + text = text.replace("'", "\"") + try: + return json.loads(text) + except Exception: + return {} diff --git a/function/context.py b/function/context.py new file mode 100644 index 0000000..f395f9d --- /dev/null +++ b/function/context.py @@ -0,0 +1,37 @@ +#!/usr/bin/env python +# -*- coding:utf-8 -*- +# @Filename: context.py +# @Author: lychang +# @Time: 7/5/2023 5:53 PM +from sympy.parsing.maxima import sub_dict + +from extension.rag import rag_pipline + +from core.types import BaseTool + + + + + +class RAGSearch(BaseTool): + def __init__(self): + name = "rag_search" + description = "提及在文件中搜索时，使用此工具。" + super(RAGSearch, self).__init__(name, description) + self.execute = self.search + + @staticmethod + def _get_sub_task(message: str): + return message.split("sub_task:")[-1] if "sub_task:" in message else message + + def search(self, message: str): + sub_task = self._get_sub_task(message) + result = "不包含相关内容" + if self._file: + response = rag_pipline.query(sub_task,10,self._file) + results = set([r["text"] for r in response]) + result = "\n\n##\n".join(results) + return self.normal(result) + + +rag_search = RAGSearch() diff --git a/function/file_persist.py b/function/file_persist.py new file mode 100644 index 0000000..e69de29 diff --git a/function/weather.py b/function/weather.py new file mode 100644 index 0000000..839e76b --- /dev/null +++ b/function/weather.py @@ -0,0 +1,83 @@ +#!/usr/bin/env python +# -*- coding:utf-8 -*- +# @Filename: weather.py +# @Author: lychang +# @Time: 7/5/2023 5:53 PM +import re +import json +import requests +from fuzzywuzzy import process + +from core.types import BaseTool +from extension.standard import resource_manager + + +class CityMatcher: + def __init__(self): + self.data = json.loads(resource_manager.get("json", "city.json").decode('utf-8')) + self.area_map = self._build_area_map() + + def _build_area_map(self): + area_map = {} + for province, cities in self.data.items(): + for city, districts in cities.items(): + for district, info in districts.items(): + area_map[info['NAMECN']] = info['AREAID'] + return area_map + + def find_area_id(self, area_name, threshold=80): + match = process.extract(area_name, self.area_map.keys(), limit=5) + return [self.area_map[i[0]] for i in match if i[1] >= threshold] + + +matcher = CityMatcher() + + +class WeatherSearch(BaseTool): + headers = { + "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 " + "(KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36 Edg/115.0.0.0"} + + def __init__(self): + name = "weather_search" + description = "在提及天气时,对天气数据进行查询" + super(WeatherSearch, self).__init__(name, description) + self.execute = self.search + + @staticmethod + def _get_city_code(message: str): + area_id = matcher.find_area_id(message) + if area_id: + return area_id + else: + return ["101030100"] + + @staticmethod + def _get_sub_task(message: str): + return message.split("sub_task:")[-1] if "sub_task:" in message else message + + def _get_city_info(self, city_code: str): + url = f"http://www.weather.com.cn/weather/{city_code}.shtml" + resp = requests.get(url, headers=self.headers) + resp.encoding = "utf-8" + weather_html = re.findall('
    (.*?)
', resp.text, re.S)[0].replace("\n", "") + weather_info = re.findall( + '

(.*?)

.*?(.*?)

(.*?)

', + weather_html) + result = city_code + "\n" + for wea in weather_info: + result += " ".join(wea) + "\n" + result = result.replace("", "").replace("", "") + result = result.replace("", "").replace("", "") + return result + + def search(self, message: str): + city_info = "" + sub_task = self._get_sub_task(message) + for city_code in self._get_city_code(sub_task): + city_info += self._get_city_info(city_code) + return self.normal(city_info) + + +weather_search = WeatherSearch() diff --git a/function/web_tool.py b/function/web_tool.py new file mode 100644 index 0000000..c9c8d4b --- /dev/null +++ b/function/web_tool.py @@ -0,0 +1,139 @@ +import re +from urllib.parse import quote + +import html2text +import requests +from urlextract import URLExtract + +from core.types import BaseTool + + +class SplashDriver: + def __init__(self, base_url: str): + self.base_url = base_url + self.headers = None + + def set_options(self, headers: dict = None): + """Set options for splash""" + + headers_lua = """ +local headers = { + ["User-Agent"] = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36 Edg/134.0.0.0", + ["Accept-Language"] = "zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6", + ["Connection"] = "keep-alive", + ["Cache-Control"] = "max-age=0", + ["Upgrade-Insecure-Requests"] = "1", + ["Accept"] = "text/html,application/xhtml+xml,application/xml,*/*;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9", + {{extra_headers}} +} + """ + if headers: + headers_lua = headers_lua.replace("{{extra_headers}}", + '\n'.join([f'["{k}"] = "{v}"' for k, v in headers.items()])) + else: + headers_lua = headers_lua.replace("{{extra_headers}}", "") + self.headers = headers_lua + + def _set_lua_script(self, url: str): + """Set lua script for splash""" + if not self.headers: + self.set_options() + lua = f''' +function main(splash, args) + splash.images_enabled = false + splash.private_mode_enabled = true + splash.resource_timeout = 10.0 + local url = "{url}" + {self.headers} +''' + ''' + -- 发起请求 + local ok, reason = splash:go({url, headers = headers }) + if not ok then + return { error = reason } + end + + -- 返回结果 + return { + html = splash:html(), + url = splash:url(), + } +end +''' + return lua + + def get(self, url: str): + """Get url with splash""" + lua = self._set_lua_script(url) + url = f'{self.base_url}/execute?lua_source=' + quote(lua) + + response = requests.get(url) + + return response.json()["html"] + + +class WebScraper(BaseTool): + + def __init__(self): + name = "web_scraper" + description = "在提到某些具体的网站地址时，可以从该网站上获取相关信息。" + super(WebScraper, self).__init__(name, description) + self.extractor = URLExtract() + self.driver = SplashDriver(base_url="http://192.168.1.100:8050") + + self.execute = self.search + + @staticmethod + def _parse_html(html: str) -> str: + """解析HTML""" + html = re.sub(".*?", "", html, flags=re.S) + html = re.sub(".*?", "", html, flags=re.S) + html = re.sub(".*?", "", html, flags=re.S) + html = re.sub("", "", html, flags=re.S) + h = html2text.HTML2Text() + h.ignore_links = False + h.ignore_images = True + h.ignore_tables = False + h.ignore_emphasis = True + h.ignore_headers = True + h.ignore_br = True + h.body_width = 0 + text = h.handle(html) + text = re.sub("\[]\(.*?\)", "", text, flags=re.S) + return text + + def set_headers(self, headers: dict): + self.driver.set_options(headers) + + def split_urls(self, message: str): + """Get urls from message""" + urls = self.extractor.find_urls(message) + return list(set(urls)) + + def get_uri_resource(self, url): + """Fetch and process URI resource""" + try: + html = self.driver.get(url) + protocol = url.split("://")[0] + markdown = self._parse_html(html) + base_url = url[:-1] if url.endswith("/") else url + markdown = markdown.replace("(//", f"({protocol}://") + markdown = markdown.replace("(/", f"({base_url}/") + return markdown + except Exception as e: + print(f"Error fetching {url}: {e}") + return f"获取网页信息失败\n" + + def search(self, message: str): + urls = self.extractor.find_urls(message) + uri_resource = "网页信息：\n" + if urls: + for url in urls: + uri_resource += self.get_uri_resource(url) + return self.normal(uri_resource) + + +web_scraper = WebScraper() +if __name__ == '__main__': + question = "https://cn.bing.com/search?q=%E5%8B%92%E5%B8%83%E6%9C%97%E8%A9%B9%E5%A7%86%E6%96%AF%E6%9C%80%E8%BF%91%E7%9A%84%E6%88%98%E7%BB%A9" + result = web_scraper.search(question) + print(result["data"]) diff --git a/http_test.py b/http_test.py new file mode 100644 index 0000000..5e2dce6 --- /dev/null +++ b/http_test.py @@ -0,0 +1,4 @@ +import uvicorn + +if __name__ == '__main__': + uvicorn.run("api:app", host="0.0.0.0", port=80) diff --git a/readme.md b/readme.md new file mode 100644 index 0000000..9ecd541 --- /dev/null +++ b/readme.md @@ -0,0 +1,27 @@ +# chatbot + +## api +- base `api config` +- chat `chat interface` +- mcp `model control protocol interface` +- ui `user interface design` +- prompt `prompt interface` +- schema `schema interface` + +## core +- config `config parameters` +- model `model parameters` +- types `types definition` +- role `role definition` +- mcp `model control protocol` +## ui +- index.html `index page` +- mcp.html `mcp page` +- schema_manager.html `schema manager page` +- static `static files` +## function +- mcp `model control protocol` +- caht `chat` +- prompt `prompt` +- schema `schema` +- utils `utils functions` \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..8023d6d --- /dev/null +++ b/requirements.txt @@ -0,0 +1,32 @@ +langchain +langchain-ollama +langchain-community +langchain-openai +langchain-core +langchain-text-splitters +openai +requests +lancedb +pydantic +pypdf +jieba +tantivy +minio + +################ +docx2txt +snowland-smx +PyJWT +fastapi +uvicorn +cn2an +pandas + +python-Levenshtein +python-multipart +starlette +python-dotenv +docling +fuzzywuzzy 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    + 营业执照 + 信息网络传播视听节目许可证：0910417 + 网络文化经营许可证 沪网文【2022】1848-115号 + 广播电视节目制作经营许可证：（沪）字第01248号 + 增值电信业务经营许可证 沪B2-20100043 + 互联网ICP备案：沪ICP备13002172号-3 + 出版物经营许可证 沪批字第U6699 号 + 互联网药品信息服务资格证 沪-非经营性-2022-0011 + 营业性演出许可证 沪市文演（经）00-2253 +

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    上海互联网举报中心 | 12345政务服务便民热线 | 沪公网安备31011002002436号 + | 儿童色情信息举报专区 | 扫黄打非举报

    +

    + 网信算备310110764385705230011号 | 网信算备310110764385702230013号

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    网上有害信息举报专区：中国互联网违法和不良信息举报中心 +

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    亲爱的市民朋友，上海警方反诈劝阻电话“96110”系专门针对避免您财产被骗受损而设，请您一旦收到来电，立即接听。

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    公司名称：上海宽娱数码科技有限公司|公司地址：上海市杨浦区政立路489号|电话：021-25099888

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b/test/a.py @@ -0,0 +1,247 @@ +import re +import requests +from multiprocessing import Pool + + +def try_url(url_address): + try: + response = requests.head(url_address) # 使用生成的url + if response.headers.get('Content-Type') == 'image/jpeg': + print(f"成功获取 {url_address}") + return url_address + except requests.exceptions.RequestException as e: + print(f"请求 {url_address} 时发生错误: {e}") + return "" + + +def find_url_end(url_address): + end = 50 + _, _, _, db, table, start = url_address.split('/') + url = f"https://i.tuiimg.net/{db}/{table}/{end}.jpg" + first_try = 1 if try_url(url) else -1 + flag = True + while flag: + end += first_try + url = f"https://i.tuiimg.net/{db}/{table}/{end}.jpg" + this_try = 1 if try_url(url) else -1 + if (this_try + first_try) == 0: + flag = False + return db, table, start.split('.')[0], end + + +if __name__ == '__main__': + # urls = [] + # for i in range(8): + # for j in range(1, 501): + # it = i * 500 + j + # db = f"{(i + 1):03}" # 使用字符串格式化来简化代码 + # table = f"{it:04}" # 同上 + # url = f"https://i.tuiimg.net/{db}/{table}/1.jpg" + # urls.append(url) + # + + x = [('007', '3446', '1', 41), ('007', '3076', '1', 1), ('004', '1975', '1', 1), ('006', '2764', '1', 1), + ('007', '3231', '1', 41), ('007', '3187', '1', 35), ('006', '2513', '1', 6), ('007', '3241', '1', 35), + ('006', '2576', '1', 1), ('007', '3369', '1', 38), ('007', '3416', '1', 36), ('007', '3456', '1', 15), + ('007', '3120', '1', 4), ('007', '3171', '1', 15), ('007', '3447', '1', 21), ('006', '2980', '1', 1), + ('006', '2610', '1', 1), ('006', '2923', '1', 1), ('007', '3334', '1', 38), ('007', '3047', '1', 1), + ('006', '2921', '1', 1), ('007', '3271', '1', 41), ('006', '2864', '1', 1), ('007', '3170', '1', 22), + ('003', '1282', '1', 1), ('005', '2324', '1', 2), ('006', '2766', '1', 1), ('006', '2985', '1', 1), + ('007', '3494', '1', 44), ('006', '2749', '1', 1), ('007', '3393', '1', 42), ('006', '2792', '1', 1), + ('007', '3250', '1', 51), ('007', '3433', '1', 33), ('007', '3078', '1', 1), ('007', '3408', '1', 46), + ('007', '3130', '1', 9), ('006', '2742', '1', 9), ('007', '3443', '1', 43), ('004', '1791', '1', 1), + ('006', '2845', '1', 1), ('005', '2341', '1', 4), ('007', '3432', '1', 48), ('008', '3514', '1', 27), + ('003', '1272', '1', 1), ('005', '2239', '1', 1), ('007', '3259', '1', 44), ('006', '2747', '1', 7), + ('007', '3053', '1', 1), ('007', '3459', '1', 30), ('007', '3161', '1', 18), ('007', '3206', '1', 47), + ('007', '3214', '1', 39), ('004', '1520', '1', 1), ('007', '3097', '1', 1), ('007', '3221', '1', 42), + ('007', '3325', '1', 47), ('004', '1732', '1', 4), ('004', '1941', '1', 1), ('007', '3145', '1', 15), + ('006', '2658', '1', 1), ('007', '3335', '1', 44), ('007', '3406', '1', 36), ('007', '3101', '1', 1), + ('006', '2794', '1', 1), ('007', '3151', '1', 20), ('007', '3418', '1', 41), ('007', '3463', '1', 20), + ('007', '3485', '1', 31), ('006', '2933', '1', 1), ('007', '3184', '1', 24), ('006', '2564', '1', 1), + ('007', '3125', '1', 5), ('007', '3402', '1', 27), ('007', '3209', '1', 51), ('007', '3083', '1', 1), + ('007', '3476', '1', 30), ('005', '2368', '1', 1), ('007', '3058', '1', 1), ('007', '3167', '1', 20), + ('007', '3424', '1', 30), ('007', '3046', '1', 1), ('006', '2834', '1', 1), ('006', '2784', '1', 1), + ('006', '2667', '1', 1), ('006', '2519', '1', 6), ('007', '3479', '1', 22), ('007', '3499', '1', 55), + ('007', '3026', '1', 8), ('007', '3034', '1', 6), ('007', '3390', '1', 42), ('007', '3382', '1', 53), + ('007', '3194', '1', 41), ('006', '2943', '1', 1), ('006', '2638', '1', 1), ('008', '3513', '1', 45), + ('007', '3141', '1', 11), ('004', '1630', '1', 2), ('007', '3383', '1', 51), ('007', '3210', '1', 44), + ('005', '2412', '1', 1), ('005', '2165', '1', 1), ('004', '1636', '1', 4), ('006', '2684', '1', 1), + ('006', '2780', '1', 1), ('006', '2914', '1', 1), ('007', '3379', '1', 39), ('003', '1161', '1', 1), + ('007', '3378', '1', 43), ('005', '2476', '1', 1), ('006', '2657', '1', 1), ('007', '3277', '1', 36), + ('007', '3150', '1', 15), ('007', '3331', '1', 39), ('006', '2844', '1', 1), ('007', '3222', '1', 45), + ('007', '3478', '1', 38), ('007', '3191', '1', 39), ('005', '2365', '1', 3), ('007', '3066', '1', 1), + ('007', '3264', '1', 45), ('007', '3055', '1', 1), ('007', '3285', '1', 43), ('007', '3050', '1', 1), + ('007', '3471', '1', 44), ('006', '2920', '1', 1), ('007', '3260', '1', 45), ('006', '2963', '1', 1), + ('007', '3352', '1', 39), ('007', '3032', '1', 5), ('007', '3468', '1', 23), ('007', '3403', '1', 48), + ('007', '3243', '1', 39), ('007', '3483', '1', 28), ('005', '2455', '1', 1), ('007', '3138', '1', 13), + ('007', '3339', '1', 39), ('007', '3018', '1', 1), ('007', '3126', '1', 7), ('007', '3258', '1', 49), + ('007', '3280', '1', 29), ('007', '3401', '1', 33), ('007', '3491', '1', 32), ('003', '1086', '1', 1), + ('007', '3128', '1', 9), ('007', '3088', '1', 1), ('007', '3102', '1', 1), ('007', '3351', '1', 41), + ('007', '3080', '1', 1), ('007', '3237', '1', 41), ('006', '2717', '1', 1), ('007', '3196', '1', 41), + ('006', '2869', '1', 1), ('004', '1871', '1', 1), ('007', '3027', '1', 1), ('007', '3411', '1', 40), + ('007', '3440', '1', 37), ('007', '3131', '1', 11), ('006', '2863', '1', 1), ('006', '2946', '1', 1), + ('004', '1756', '1', 1), ('007', '3136', '1', 14), ('004', '1574', '1', 8), ('007', '3168', '1', 20), + ('007', '3395', '1', 44), ('007', '3090', '1', 1), ('007', '3367', '1', 42), ('007', '3014', '1', 1), + ('007', '3118', '1', 11), ('007', '3200', '1', 43), ('007', '3024', '1', 1), ('007', '3336', '1', 35), + ('006', '2824', '1', 1), ('007', '3410', '1', 29), ('007', '3435', '1', 24), ('007', '3012', '1', 12), + ('007', '3291', '1', 35), ('006', '2651', '1', 1), ('007', '3436', '1', 58), ('006', '2714', '1', 1), + ('006', '2790', '1', 1), ('007', '3279', '1', 39), ('005', '2362', '1', 4), ('007', '3069', '1', 1), + ('007', '3300', '1', 51), ('008', '3512', '1', 36), ('005', '2356', '1', 1), ('006', '2581', '1', 1), + ('007', '3391', '1', 40), ('007', '3052', '1', 1), ('007', '3165', '1', 18), ('006', '2740', '1', 9), + ('006', '2798', '1', 1), ('007', '3375', '1', 40), ('007', '3158', '1', 16), ('006', '2935', '1', 1), + ('006', '2689', '1', 1), ('005', '2424', '1', 1), ('007', '3085', '1', 1), ('007', '3318', '1', 45), + ('007', '3430', '1', 35), ('007', '3109', '1', 1), ('007', '3450', '1', 30), ('004', '1565', '1', 1), + ('007', '3354', '1', 43), ('007', '3488', '1', 33), ('006', '2512', '1', 1), ('007', '3333', '1', 39), + ('007', '3174', '1', 23), ('006', '2970', '1', 1), ('007', '3452', '1', 30), ('006', '2637', '1', 1), + ('006', '2841', '1', 1), ('006', '2915', '1', 1), ('007', '3016', '1', 1), ('007', '3091', '1', 1), + ('007', '3328', '1', 44), ('007', '3147', '1', 15), ('007', '3301', '1', 45), ('007', '3162', '1', 19), + ('007', '3068', '1', 1), ('003', '1240', '1', 1), ('004', '1953', '1', 1), ('007', '3114', '1', 1), + ('007', '3124', '1', 7), ('007', '3282', '1', 41), ('006', '2823', '1', 14), ('007', '3195', '1', 39), + ('003', '1035', '1', 1), ('007', '3361', '1', 45), ('007', '3293', '1', 42), ('004', '1536', '1', 3), + ('007', '3313', '1', 46), ('007', '3453', '1', 42), ('007', '3481', '1', 49), ('007', '3442', '1', 30), + ('007', '3057', '1', 1), ('007', '3340', '1', 36), ('007', '3105', '1', 1), ('006', '2875', '1', 1), + ('007', '3079', '1', 1), ('007', '3358', '1', 44), ('006', '2785', '1', 1), ('006', '2902', '1', 1), + ('006', '2991', '1', 1), ('006', '2907', '1', 1), ('006', '2857', '1', 1), ('007', '3213', '1', 39), + ('007', '3245', '1', 39), ('007', '3357', '1', 42), ('006', '2672', '1', 1), ('007', '3148', '1', 10), + ('007', '3486', '1', 32), ('006', '2752', '1', 1), ('006', '2774', '1', 1), ('006', '2958', '1', 1), + ('007', '3226', '1', 42), ('007', '3374', '1', 43), ('005', '2296', '1', 7), ('005', '2437', '1', 1), + ('007', '3087', '1', 1), ('007', '3341', '1', 39), ('005', '2475', '1', 1), ('007', '3013', '1', 1), + ('007', '3084', '1', 1), 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55), ('007', '3107', '1', 1), ('007', '3202', '1', 42), + ('007', '3407', '1', 53), ('007', '3272', '1', 45), ('004', '1947', '1', 1), ('005', '2281', '1', 6), + ('006', '2931', '1', 1), ('007', '3347', '1', 44), ('007', '3178', '1', 27), ('008', '3509', '1', 21), + ('007', '3377', '1', 38), ('007', '3059', '1', 1), ('007', '3438', '1', 28), ('006', '2969', '1', 1), + ('007', '3146', '1', 14), ('007', '3249', '1', 47), ('007', '3455', '1', 34), ('006', '2905', '1', 1), + ('007', '3309', '1', 44), ('007', '3121', '1', 3), ('007', '3244', '1', 46), ('007', '3427', '1', 35), + ('006', '2619', '1', 1), ('006', '2928', '1', 1), ('007', '3337', '1', 42), ('007', '3317', '1', 45), + ('007', '3039', '1', 4), ('007', '3404', '1', 49), ('006', '2903', '1', 1), ('006', '2656', '1', 1), + ('007', '3070', '1', 1), ('006', '2768', '1', 9), ('007', '3197', '1', 35), ('008', '3503', '1', 34), + ('007', '3320', '1', 46), ('006', '2972', '1', 1), ('007', '3261', '1', 43), ('007', '3086', '1', 1), + 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'3212', '1', 41), ('007', '3346', '1', 47), + ('006', '2620', '1', 1), ('007', '3412', '1', 26), ('007', '3142', '1', 14), ('006', '2997', '1', 1), + ('007', '3022', '1', 4), ('007', '3386', '1', 37), ('007', '3398', '1', 16), ('006', '2593', '1', 1), + ('005', '2452', '1', 1), ('006', '2837', '1', 1), ('006', '2850', '1', 1), ('006', '2925', '1', 1), + ('007', '3469', '1', 21), ('007', '3306', '1', 43), ('007', '3143', '1', 15), ('007', '3417', '1', 47), + ('006', '2582', '1', 1), ('006', '2874', '1', 1), ('007', '3072', '1', 1), ('007', '3270', '1', 42), + ('007', '3426', '1', 32), ('006', '2635', '1', 1), ('006', '2879', '1', 1), ('007', '3302', '1', 36), + ('007', '3497', '1', 45), ('007', '3330', '1', 46), ('007', '3111', '1', 1), ('007', '3067', '1', 1), + ('007', '3423', '1', 39), ('006', '2503', '1', 1), ('004', '1589', '1', 1), ('007', '3173', '1', 25), + ('003', '1339', '1', 1), ('007', '3185', '1', 32), ('006', '2554', '1', 1), ('005', '2499', '1', 1), + ('006', '2968', '1', 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'3017', '1', 14), + ('006', '2682', '1', 1), ('007', '3073', '1', 1), ('006', '2754', '1', 1), ('007', '3021', '1', 1), + ('006', '2797', '1', 1), ('006', '2881', '1', 1), ('006', '2818', '1', 1), ('007', '3229', '1', 40), + ('007', '3252', '1', 49), ('007', '3329', '1', 39), ('007', '3137', '1', 14), ('007', '3155', '1', 12), + ('007', '3275', '1', 42), ('008', '3502', '1', 45), ('006', '2767', '1', 6), ('006', '2671', '1', 1), + ('007', '3355', '1', 45), ('007', '3198', '1', 22), ('007', '3100', '1', 1), ('007', '3220', '1', 38), + ('003', '1147', '1', 1), ('007', '3233', '1', 43), ('006', '2805', '1', 1), ('006', '2736', '1', 1), + ('007', '3451', '1', 42), ('007', '3119', '1', 7), ('006', '2540', '1', 1), ('007', '3304', '1', 38), + ('007', '3181', '1', 37), ('008', '3511', '1', 45), ('006', '2575', '1', 1), ('007', '3345', '1', 45), + ('006', '2829', '1', 1), ('007', '3028', '1', 1), ('007', '3164', '1', 16), ('007', '3246', '1', 55), + ('007', '3149', '1', 18), ('007', '3287', '1', 40), ('007', '3472', '1', 39), ('007', '3323', '1', 44), + ('006', '2793', '1', 1), ('007', '3482', '1', 41), ('006', '2861', '1', 1), ('007', '3029', '1', 1), + ('007', '3223', '1', 43), ('007', '3093', '1', 1), ('007', '3132', '1', 12), ('007', '3218', '1', 39), + ('007', '3228', '1', 48), ('007', '3312', '1', 45), ('007', '3454', '1', 23), ('007', '3115', '1', 1), + ('007', '3216', '1', 39), ('007', '3307', '1', 47), ('007', '3496', '1', 31), ('006', '2782', '1', 1), + ('006', '2855', '1', 1), ('006', '2998', '1', 1), ('007', '3292', '1', 39), ('007', '3082', '1', 1), + ('007', '3169', '1', 17), ('007', '3276', '1', 45), ('007', '3251', '1', 44), ('005', '2474', '1', 1), + ('005', '2465', '1', 1), ('006', '2772', '1', 1), ('007', '3338', '1', 41), ('006', '2571', '1', 1), + ('006', '2888', '1', 1), ('007', '3257', '1', 36), ('007', '3303', '1', 42), ('007', '3394', '1', 37), + ('006', '2867', '1', 1), ('007', '3199', '1', 54), ('006', '2826', '1', 1), ('007', '3360', '1', 38), 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'1', 1), ('006', '2803', '1', 1), ('006', '2966', '1', 1), ('006', '2748', '1', 10), + ('006', '2974', '1', 1), ('007', '3238', '1', 49), ('007', '3490', '1', 31), ('005', '2463', '1', 1), + ('007', '3370', '1', 30), ('006', '2988', '1', 1), ('006', '2601', '1', 1), ('007', '3467', '1', 30), + ('007', '3007', '1', 1), ('007', '3381', '1', 48), ('006', '2801', '1', 1), ('007', '3362', '1', 48), + ('007', '3232', '1', 59), ('006', '2948', '1', 1), ('007', '3117', '1', 1), ('007', '3254', '1', 48), + ('007', '3324', '1', 44), ('005', '2490', '1', 5), ('007', '3445', '1', 33), ('007', '3205', '1', 38), + ('007', '3106', '1', 1), ('006', '2949', '1', 1), ('005', '2443', '1', 1), ('007', '3004', '1', 1), + ('007', '3019', '1', 1), ('006', '2665', '1', 1), ('007', '3063', '1', 1), ('007', '3211', '1', 47), + ('007', '3385', '1', 59), ('007', '3457', '1', 28), ('003', '1024', '1', 1), ('006', '2588', '1', 1), + ('007', '3112', '1', 1), ('007', '3308', '1', 43), ('007', '3159', '1', 13), ('007', '3421', '1', 40), + ('007', '3449', '1', 17), ('007', '3484', '1', 20), ('006', '2975', '1', 1), ('005', '2366', '1', 1), + ('007', '3203', '1', 36), ('005', '2498', '1', 1), ('007', '3493', '1', 39), ('006', '2795', '1', 1), + ('007', '3376', '1', 38), ('006', '2822', '1', 1), ('007', '3189', '1', 38), ('007', '3009', '1', 1), + ('007', '3349', '1', 51), ('007', '3103', '1', 1), ('006', '2509', '1', 1), ('006', '2959', '1', 1), + ('006', '2900', '1', 1), ('007', '3182', '1', 26), ('007', '3269', '1', 51), ('007', '3310', '1', 45), + ('006', '2901', '1', 1), ('007', '3235', '1', 49), ('007', '3458', '1', 30), ('006', '2779', '1', 1), + ('007', '3387', '1', 44), ('007', '3492', '1', 38), ('006', '2836', '1', 1), ('007', '3392', '1', 34), + ('006', '2501', '1', 1), ('004', '1852', '1', 1), ('007', '3316', '1', 42), ('006', '2945', '1', 1), + ('007', '3242', '1', 39), ('007', '3350', '1', 35), ('007', '3110', '1', 1), ('006', '2787', '1', 1), + ('005', '2299', '1', 6), ('007', '3289', '1', 41), ('007', '3008', '1', 1), ('006', '2618', '1', 1), + ('007', '3043', '1', 4), ('007', '3368', '1', 42), ('007', '3414', '1', 37), ('007', '3193', '1', 36), + ('008', '3501', '1', 41), ('008', '3510', '1', 32), ('007', '3156', '1', 12), ('007', '3498', '1', 31), + ('006', '2897', '1', 1), ('006', '2614', '1', 1), ('007', '3157', '1', 12), ('007', '3215', '1', 42), + ('006', '2585', '1', 1), ('007', '3422', '1', 28), ('007', '3134', '1', 12), ('007', '3262', '1', 42), + ('004', '1633', '1', 1), ('007', '3429', '1', 26), ('006', '2745', '1', 11), ('006', '2693', '1', 3), + ('007', '3437', '1', 28), ('007', '3071', '1', 1), ('007', '3409', '1', 40), ('007', '3166', '1', 20), + ('007', '3153', '1', 15), ('007', '3348', '1', 40), ('007', '3359', '1', 27), ('007', '3217', '1', 40), + ('005', '2237', '1', 1), ('007', '3176', '1', 24), ('007', '3122', '1', 4), ('006', '2739', '1', 1), + ('006', '2843', '1', 10), ('007', '3179', '1', 28), ('007', '3373', '1', 41), ('007', '3439', '1', 24), + ('007', '3023', '1', 1), ('007', '3192', '1', 30), ('007', '3127', '1', 11)] + + mapping = {} + for i in x: + if i[0] in mapping: + mapping[i[0]][i[1]] = (int(i[2]), i[3]) + else: + mapping[i[0]] = {i[1]: (int(i[2]), i[3])} + for k,v in mapping.items(): + print(f"{k}:") + for i,j in v.items(): + print(f" {i}:") + for m in range(j[0],j[1]+1): + print(f" https://i.tuiimg.net/{k}/{i}/{m}.jpg") \ No newline at end of file diff --git a/test/img.png b/test/img.png new file mode 100644 index 0000000000000000000000000000000000000000..10c5fb9085587b42b5b98001a86f2551ef57894a GIT binary patch literal 91418 zcmeFadpy+X`#7v^%Wf*WTcU_ftJ8#ZAUUl{Z7J2ZIgL{Z;c z4wGaCGiH)AF%brHO2!O^8D^Nln3?B2wY8t`=lQ;VuiuXE^Ll>I^ZNKhnD_g-ulu^L z`#N8Dw@y18UA1Dv3KbQVRmXlg{Huz}*8&xlWdYwT2mXS29|L@FRpr=W+utHQ#%oY_ z3`gCWaC`KR*Owj}UiLQa>)wRAbvHudTYDdGIo9BCH!wclbH^6PT`vskeAfN2GQ4+1 z^O2&?17B?-45%IXYVVJ~d%R8i`Kv#(&s?;7zU0u=2HG!2)IO{@b_pJ~>|mEsU_{{o 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All Rights Reserved + + + diff --git a/test/ts.py b/test/ts.py new file mode 100644 index 0000000..9bddf8e --- /dev/null +++ b/test/ts.py @@ -0,0 +1,50 @@ +import json + +import yaml + +import base64 +import requests +import os +from openai import OpenAI + +api_key = "ollama" # 示例：遮蔽后的API密钥 + +api_url = "http://192.168.1.95:11434/v1" + +client = OpenAI(api_key=api_key, base_url=api_url) + +def get_common_advice(image_path, prompt): + # 内部函数：编码图像为Base64 + def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + + # 获取Base64字符串 + base64_image = encode_image(image_path) + response = client.chat.completions.create( + model="minicpm-v:latest", + messages=[ + { + "role": "user", + "content": [ + { + "type": "text", + "text": prompt + }, + { + "type": "image_url", + "image_url": { + "url": f"data:image/png;base64,{base64_image}" + } + } + ] + } + ] + ) + return response.choices[0].message.content + +if __name__ == '__main__': + image_path = "img.png" + prompt = "图片说了什么信息" + advice = get_common_advice(image_path, prompt) + print(advice) \ No newline at end of file

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