AgentCoreService/pqai_agent_server/api_server.py

#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8
import json
import time
import logging
import werkzeug.exceptions
from flask import Flask, request, jsonify
from argparse import ArgumentParser

from sqlalchemy.orm import sessionmaker

from pqai_agent import configs

from pqai_agent import chat_service, prompt_templates
from pqai_agent.chat_service import OpenAICompatible
from pqai_agent.logging import logger, setup_root_logger
from pqai_agent.toolkit import global_tool_map
from pqai_agent.data_models.agent_configuration import AgentConfiguration
from pqai_agent.data_models.service_module import ServiceModule
from pqai_agent.history_dialogue_service import HistoryDialogueService
from pqai_agent.user_manager import MySQLUserManager, MySQLUserRelationManager
from pqai_agent.utils.db_utils import create_ai_agent_db_engine
from pqai_agent.utils.prompt_utils import format_agent_profile, format_user_profile
from pqai_agent_server.const import AgentApiConst
from pqai_agent_server.const.status_enum import TestTaskStatus
from pqai_agent_server.models import MySQLSessionManager
import pqai_agent_server.utils
from pqai_agent_server.task_server import TaskManager
from pqai_agent_server.utils import wrap_response, quit_human_intervention_status
from pqai_agent_server.utils import (
    run_extractor_prompt,
    run_chat_prompt,
    run_response_type_prompt,
)

app = Flask('agent_api_server')
const = AgentApiConst()

@app.route('/api/listStaffs', methods=['GET'])
def list_staffs():
    staff_data = app.user_relation_manager.list_staffs()
    return wrap_response(200, data=staff_data)


@app.route('/api/getStaffProfile', methods=['GET'])
def get_staff_profile():
    staff_id = request.args['staff_id']
    profile = app.user_manager.get_staff_profile(staff_id)
    if not profile:
        return wrap_response(404, msg='staff not found')
    else:
        return wrap_response(200, data=profile)


@app.route('/api/getUserProfile', methods=['GET'])
def get_user_profile():
    user_id = request.args['user_id']
    profile = app.user_manager.get_user_profile(user_id)
    if not profile:
        resp = {
            'code': 404,
            'msg': 'user not found'
        }
    else:
        resp = {
            'code': 200,
            'msg': 'success',
            'data': profile
        }
    return jsonify(resp)


@app.route('/api/listUsers', methods=['GET'])
def list_users():
    user_name = request.args.get('user_name', None)
    user_union_id = request.args.get('user_union_id', None)
    if not user_name and not user_union_id:
        resp = {
            'code': 400,
            'msg': 'user_name or user_union_id is required'
        }
        return jsonify(resp)
    data = app.user_manager.list_users(user_name=user_name, user_union_id=user_union_id)
    return jsonify({'code': 200, 'data': data})


@app.route('/api/getDialogueHistory', methods=['GET'])
def get_dialogue_history():
    staff_id = request.args['staff_id']
    user_id = request.args['user_id']
    recent_minutes = int(request.args.get('recent_minutes', 1440))
    dialogue_history = app.history_dialogue_service.get_dialogue_history(staff_id, user_id, recent_minutes)
    return jsonify({'code': 200, 'data': dialogue_history})


@app.route('/api/listModels', methods=['GET'])
def list_models():
    models = {
        "deepseek-chat": chat_service.VOLCENGINE_MODEL_DEEPSEEK_V3,
        "gpt-4o": chat_service.OPENAI_MODEL_GPT_4o,
        "gpt-4o-mini": chat_service.OPENAI_MODEL_GPT_4o_mini,
        "doubao-pro-32k": chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_32K,
        "doubao-pro-1.5": chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_1_5_32K,
        "doubao-1.5-vision-pro": chat_service.VOLCENGINE_MODEL_DOUBAO_1_5_VISION_PRO,
        "openrouter-gemini-2.5-pro": chat_service.OPENROUTER_MODEL_GEMINI_2_5_PRO,
    }
    ret_data = [
        {
            'model_type': 'openai_compatible',
            'model_name': model_name,
            'display_name': f"{model_display_name} ({OpenAICompatible.get_price(model_name).get_cny_brief()})"
        }
        for model_display_name, model_name in models.items()
    ]
    return wrap_response(200, data=ret_data)


@app.route('/api/listScenes', methods=['GET'])
def list_scenes():
    scenes = [
        {'scene': 'greeting', 'display_name': '问候'},
        {'scene': 'chitchat', 'display_name': '闲聊'},
        {'scene': 'profile_extractor', 'display_name': '画像提取'},
        {'scene': 'response_type_detector', 'display_name': '回复模态判断'},
        {'scene': 'custom_debugging', 'display_name': '自定义调试场景'}
    ]
    return wrap_response(200, data=scenes)


@app.route('/api/getBasePrompt', methods=['GET'])
def get_base_prompt():
    scene = request.args['scene']
    prompt_map = {
        'greeting': prompt_templates.GENERAL_GREETING_PROMPT,
        'chitchat': prompt_templates.CHITCHAT_PROMPT_COZE,
        'profile_extractor': prompt_templates.USER_PROFILE_EXTRACT_PROMPT_V2,
        'response_type_detector': prompt_templates.RESPONSE_TYPE_DETECT_PROMPT,
        'custom_debugging': '',
    }
    model_map = {
        'greeting': chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_32K,
        'chitchat': chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_32K,
        'profile_extractor': chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_1_5_32K,
        'response_type_detector': chat_service.VOLCENGINE_MODEL_DOUBAO_PRO_1_5_32K,
        'custom_debugging': chat_service.VOLCENGINE_BOT_DEEPSEEK_V3_SEARCH
    }
    if scene not in prompt_map:
        return wrap_response(404, msg='scene not found')
    data = {
        'model_name': model_map[scene],
        'content': prompt_map[scene]
    }
    return wrap_response(200, data=data)


@app.route('/api/runPrompt', methods=['POST'])
def run_prompt():
    try:
        req_data = request.json
        logger.debug(req_data)
        scene = req_data['scene']
        if scene == 'profile_extractor':
            response = run_extractor_prompt(req_data)
            return wrap_response(200, data=response)
        elif scene == 'response_type_detector':
            response = run_response_type_prompt(req_data)
            return wrap_response(200, data=response.choices[0].message.content)
        else:
            response = run_chat_prompt(req_data)
            return wrap_response(200, data=response.choices[0].message.content)
    except Exception as e:
        logger.error(e)
        return wrap_response(500, msg='Error: {}'.format(e))

@app.route('/api/formatForPrompt', methods=['POST'])
def format_data_for_prompt():
    try:
        req_data = request.json
        content = req_data['content']
        format_type = req_data['format_type']
        if format_type == 'staff_profile':
            if not isinstance(content, dict):
                return wrap_response(400, msg='staff_profile should be a dict')
            response = format_agent_profile(content)
        elif format_type == 'user_profile':
            if not isinstance(content, dict):
                return wrap_response(400, msg='user_profile should be a dict')
            response = format_user_profile(content)
        elif format_type == 'dialogue':
            if not isinstance(content, list):
                return wrap_response(400, msg='dialogue should be a list')
            from pqai_agent_server.utils.prompt_util import format_dialogue_history
            response = format_dialogue_history(content)
        else:
            return wrap_response(400, msg='Invalid format_type')
        return wrap_response(200, data=response)
    except Exception as e:
        logger.error(e)
        return wrap_response(500, msg='Error: {}'.format(e))


@app.route("/api/healthCheck", methods=["GET"])
def health_check():
    return wrap_response(200, msg="OK")


@app.route("/api/getStaffSessionSummary", methods=["GET"])
def get_staff_session_summary():
    staff_id = request.args.get("staff_id")
    status = request.args.get("status", const.DEFAULT_STAFF_STATUS)
    page_id = request.args.get("page_id", const.DEFAULT_PAGE_ID)
    page_size = request.args.get("page_size", const.DEFAULT_PAGE_SIZE)

    # check params
    try:
        page_id = int(page_id)
        page_size = int(page_size)
        status = int(status)
    except Exception as e:
        return wrap_response(404, msg="Invalid parameter: {}".format(e))

    staff_session_summary = app.session_manager.get_staff_sessions_summary(
        staff_id, page_id, page_size, status
    )

    if not staff_session_summary:
        return wrap_response(404, msg="staff not found")
    else:
        return wrap_response(200, data=staff_session_summary)


@app.route("/api/getStaffSessionList", methods=["GET"])
def get_staff_session_list():
    staff_id = request.args.get("staff_id")
    if not staff_id:
        return wrap_response(404, msg="staff_id is required")

    page_size = request.args.get("page_size", const.DEFAULT_PAGE_SIZE)
    page_id = request.args.get("page_id", const.DEFAULT_PAGE_ID)

    # check params
    try:
        page_id = int(page_id)
        page_size = int(page_size)
    except Exception as e:
        return wrap_response(404, msg="Invalid parameter: {}".format(e))

    staff_session_list = app.session_manager.get_staff_session_list(staff_id, page_id, page_size)
    if not staff_session_list:
        return wrap_response(404, msg="staff not found")

    return wrap_response(200, data=staff_session_list)


@app.route("/api/getStaffList", methods=["GET"])
def get_staff_list():
    page_size = request.args.get("page_size", const.DEFAULT_PAGE_SIZE)
    page_id = request.args.get("page_id", const.DEFAULT_PAGE_ID)

    # check params
    try:
        page_id = int(page_id)
        page_size = int(page_size)
    except Exception as e:
        return wrap_response(404, msg="Invalid parameter: {}".format(e))

    staff_list = app.user_manager.get_staff_list(page_id, page_size)
    if not staff_list:
        return wrap_response(404, msg="staff not found")
    return wrap_response(200, data=staff_list)


@app.route("/api/getConversationList", methods=["GET"])
def get_conversation_list():
    """
    获取staff && user 私聊对话列表
    :return:
    """
    staff_id = request.args.get("staff_id")
    user_id = request.args.get("user_id")
    if not staff_id or not user_id:
        return wrap_response(404, msg="staff_id and user_id are required")

    page = request.args.get("page")
    response = app.session_manager.get_conversation_list(staff_id, user_id, page, const.DEFAULT_CONVERSATION_SIZE)
    return wrap_response(200, data=response)


@app.route("/api/sendMessage", methods=["POST"])
def send_message():
    return wrap_response(200, msg="暂不实现功能")


@app.route("/api/quitHumanIntervention", methods=["POST"])
def quit_human_intervention():
    """
    退出人工介入状态
    :return:
    """
    req_data = request.json
    staff_id = req_data["staff_id"]
    user_id = req_data["user_id"]
    if not user_id or not staff_id:
        return wrap_response(404, msg="user_id and staff_id are required")
    if pqai_agent_server.utils.common.quit_human_intervention(user_id, staff_id):
        return wrap_response(200, msg="success")
    else:
        return wrap_response(500, msg="error")


@app.route("/api/enterHumanIntervention", methods=["POST"])
def enter_human_intervention():
    """
    进入人工介入状态
    :return:
    """
    req_data = request.json
    staff_id = req_data["staff_id"]
    user_id = req_data["user_id"]
    if not user_id or not staff_id:
        return wrap_response(404, msg="user_id and staff_id are required")
    if pqai_agent_server.utils.common.enter_human_intervention(user_id, staff_id):
        return wrap_response(200, msg="success")
    else:
        return wrap_response(500, msg="error")

## Agent管理接口
@app.route("/api/getNativeAgentList", methods=["GET"])
def get_native_agent_list():
    """
    获取所有的Agent列表
    :return:
    """
    page = request.args.get('page', 1)
    page_size = request.args.get('page_size', 50)
    create_user = request.args.get('create_user', None)
    update_user = request.args.get('update_user', None)

    offset = (int(page) - 1) * int(page_size)
    with app.session_maker() as session:
        query = session.query(AgentConfiguration) \
            .filter(AgentConfiguration.is_delete == 0)
        if create_user:
            query = query.filter(AgentConfiguration.create_user == create_user)
        if update_user:
            query = query.filter(AgentConfiguration.update_user == update_user)
        total = query.count()
        query = query.offset(offset).limit(int(page_size))
        data = query.all()
    ret_data = {
        'total': total,
        'agent_list': [
            {
                'id': agent.id,
                'name': agent.name,
                'display_name': agent.display_name,
                'type': agent.type,
                'execution_model': agent.execution_model,
                'create_user': agent.create_user,
                'update_user': agent.update_user,
                'create_time': agent.create_time.strftime('%Y-%m-%d %H:%M:%S'),
                'update_time': agent.update_time.strftime('%Y-%m-%d %H:%M:%S')
            }
            for agent in data
        ]
    }
    return wrap_response(200, data=ret_data)

@app.route("/api/getNativeAgentConfiguration", methods=["GET"])
def get_native_agent_configuration():
    """
    获取指定Agent的配置
    :return:
    """
    agent_id = request.args.get('agent_id')
    if not agent_id:
        return wrap_response(404, msg='agent_id is required')

    with app.session_maker() as session:
        agent = session.query(AgentConfiguration).filter(AgentConfiguration.id == agent_id).first()
        if not agent:
            return wrap_response(404, msg='Agent not found')

        data = {
            'id': agent.id,
            'name': agent.name,
            'display_name': agent.display_name,
            'type': agent.type,
            'execution_model': agent.execution_model,
            'system_prompt': agent.system_prompt,
            'task_prompt': agent.task_prompt,
            'tools': json.loads(agent.tools),
            'sub_agents': json.loads(agent.sub_agents),
            'extra_params': json.loads(agent.extra_params),
            'create_time': agent.create_time.strftime('%Y-%m-%d %H:%M:%S'),
            'update_time': agent.update_time.strftime('%Y-%m-%d %H:%M:%S')
        }
        return wrap_response(200, data=data)

@app.route("/api/saveNativeAgentConfiguration", methods=["POST"])
def save_native_agent_configuration():
    """
    保存Agent配置
    :return:
    """
    req_data = request.json
    agent_id = req_data.get('agent_id', None)
    name = req_data.get('name')
    display_name = req_data.get('display_name', None)
    type_ = req_data.get('type', 0)
    execution_model = req_data.get('execution_model', None)
    system_prompt = req_data.get('system_prompt', None)
    task_prompt = req_data.get('task_prompt', None)
    tools = json.dumps(req_data.get('tools', []))
    sub_agents = json.dumps(req_data.get('sub_agents', []))
    extra_params = req_data.get('extra_params', {})
    operate_user = req_data.get('user', None)
    if isinstance(extra_params, dict):
        extra_params = json.dumps(extra_params)
    elif isinstance(extra_params, str):
        try:
            json.loads(extra_params)
        except json.JSONDecodeError:
            return wrap_response(400, msg='extra_params should be a valid JSON object or string')
    if not extra_params:
        extra_params = '{}'

    if not name:
        return wrap_response(400, msg='name is required')

    with app.session_maker() as session:
        if agent_id:
            agent_id = int(agent_id)
            agent = session.query(AgentConfiguration).filter(AgentConfiguration.id == agent_id).first()
            if not agent:
                return wrap_response(404, msg='Agent not found')
            agent.name = name
            agent.display_name = display_name
            agent.type = type_
            agent.execution_model = execution_model
            agent.system_prompt = system_prompt
            agent.task_prompt = task_prompt
            agent.tools = tools
            agent.sub_agents = sub_agents
            agent.extra_params = extra_params
            agent.update_user = operate_user
        else:
            agent = AgentConfiguration(
                name=name,
                display_name=display_name,
                type=type_,
                execution_model=execution_model,
                system_prompt=system_prompt,
                task_prompt=task_prompt,
                tools=tools,
                sub_agents=sub_agents,
                extra_params=extra_params,
                create_user=operate_user,
                update_user=operate_user
            )
            session.add(agent)

        session.commit()
        return wrap_response(200, msg='Agent configuration saved successfully', data={'id': agent.id})


@app.route("/api/deleteNativeAgentConfiguration", methods=["POST"])
def delete_native_agent_configuration():
    """
    删除指定Agent配置（软删除，设置is_delete=1）
    :return:
    """
    req_data = request.json
    agent_id = req_data.get('agent_id', None)
    if not agent_id:
        return wrap_response(400, msg='agent_id is required')
    try:
        agent_id = int(agent_id)
    except ValueError:
        return wrap_response(400, msg='agent_id must be an integer')

    with app.session_maker() as session:
        agent = session.query(AgentConfiguration).filter(
            AgentConfiguration.id == agent_id,
            AgentConfiguration.is_delete == 0
        ).first()
        if not agent:
            return wrap_response(404, msg='Agent not found')
        agent.is_delete = 1
        session.commit()
        return wrap_response(200, msg='Agent configuration deleted successfully')


@app.route("/api/getModuleList", methods=["GET"])
def get_module_list():
    """
    获取所有的模块列表，支持分页查询
    :return:
    """
    page = request.args.get('page', 1)
    page_size = request.args.get('page_size', 50)
    try:
        page = int(page)
        page_size = int(page_size)
    except Exception as e:
        return wrap_response(400, msg="Invalid parameter: {}".format(e))

    offset = (page - 1) * page_size
    with app.session_maker() as session:
        query = session.query(
            ServiceModule,
            AgentConfiguration.name.label("default_agent_name")
        ).outerjoin(
            AgentConfiguration,
            ServiceModule.default_agent_id == AgentConfiguration.id
        ).filter(ServiceModule.is_delete == 0)
        total = query.count()
        modules = query.offset(offset).limit(page_size).all()
    ret_data = {
        'total': total,
        'module_list': [
            {
                'id': module.id,
                'name': module.name,
                'display_name': module.display_name,
                'default_agent_type': module.default_agent_type,
                'default_agent_id': module.default_agent_id,
                'default_agent_name': default_agent_name,
                'create_time': module.create_time.strftime('%Y-%m-%d %H:%M:%S'),
                'update_time': module.update_time.strftime('%Y-%m-%d %H:%M:%S')
            }
            for module, default_agent_name in modules
        ]
    }
    return wrap_response(200, data=ret_data)

@app.route("/api/getModuleConfiguration", methods=["GET"])
def get_module_configuration():
    """
    获取指定模块的配置
    :return:
    """
    module_id = request.args.get('module_id')
    if not module_id:
        return wrap_response(404, msg='module_id is required')

    with app.session_maker() as session:
        module = session.query(ServiceModule).filter(ServiceModule.id == module_id).first()
        if not module:
            return wrap_response(404, msg='Module not found')

        data = {
            'id': module.id,
            'name': module.name,
            'display_name': module.display_name,
            'default_agent_type': module.default_agent_type,
            'default_agent_id': module.default_agent_id,
            'create_time': module.create_time.strftime('%Y-%m-%d %H:%M:%S'),
            'updated_time': module.updated_time.strftime('%Y-%m-%d %H:%M:%S')
        }
        return wrap_response(200, data=data)

@app.route("/api/saveModuleConfiguration", methods=["POST"])
def save_module_configuration():
    """
    保存模块配置
    :return:
    """
    req_data = request.json
    module_id = req_data.get('module_id', None)
    name = req_data.get('name')
    display_name = req_data.get('display_name', None)
    default_agent_type = req_data.get('default_agent_type', 0)
    default_agent_id = req_data.get('default_agent_id', None)

    if not name:
        return wrap_response(400, msg='name is required')

    with app.session_maker() as session:
        if module_id:
            module_id = int(module_id)
            module = session.query(ServiceModule).filter(ServiceModule.id == module_id).first()
            if not module:
                return wrap_response(404, msg='Module not found')
            module.name = name
            module.display_name = display_name
            module.default_agent_type = default_agent_type
            module.default_agent_id = default_agent_id
        else:
            module = ServiceModule(
                name=name,
                display_name=display_name,
                default_agent_type=default_agent_type,
                default_agent_id=default_agent_id
            )
            session.add(module)

        session.commit()
        return wrap_response(200, msg='Module configuration saved successfully', data={'id': module.id})

@app.route("/api/getToolList", methods=["GET"])
def get_tool_list():
    """
    获取所有的工具列表
    :return:
    """
    tools = []
    for tool_name, tool in global_tool_map.items():
        tools.append({
            'name': tool_name,
            'description': tool.get_function_description(),
            'parameters': tool.parameters if hasattr(tool, 'parameters') else {}
        })
    return wrap_response(200, data=tools)

@app.route("/api/getModuleAgentTypes", methods=["GET"])
def get_agent_types():
    """
    获取所有的Agent类型
    :return:
    """
    agent_types = [
        {'type': 0, 'display_name': '原生'},
        {'type': 1, 'display_name': 'Coze'}
    ]
    return wrap_response(200, data=agent_types)

@app.route("/api/getTestTaskList", methods=["GET"])
def get_test_task_list():
    """
       获取单元测试任务列表
       :return:
    """
    page_num = request.args.get("pageNum", const.DEFAULT_PAGE_ID)
    page_size = request.args.get("pageSize", const.DEFAULT_PAGE_SIZE)
    try:
        page_num = int(page_num)
        page_size = int(page_size)
    except Exception as e:
        return wrap_response(404, msg="Invalid parameter: {}".format(e))
    response = app.task_manager.get_test_task_list(page_num, page_size)
    return wrap_response(200, data=response)

@app.route("/api/getTestTaskConversations", methods=["GET"])
def get_test_task_conversations():
    """
       获取单元测试对话任务列表
       :return:
    """
    task_id = request.args.get("taskId", None)
    if not task_id:
        return wrap_response(404, msg='task_id is required')
    page_num = request.args.get("pageNum", const.DEFAULT_PAGE_ID)
    page_size = request.args.get("pageSize", const.DEFAULT_PAGE_SIZE)
    try:
        page_num = int(page_num)
        page_size = int(page_size)
    except Exception as e:
        return wrap_response(404, msg="Invalid parameter: {}".format(e))
    response = app.task_manager.get_test_task_conversations(int(task_id), page_num, page_size)
    return wrap_response(200, data=response)


@app.route("/api/createTestTask", methods=["POST"])
def create_test_task():
    """
       创建单元测试任务
       :return:
    """
    req_data = request.json
    agent_id = req_data.get('agentId', None)
    model_id = req_data.get('modelId', None)
    if not agent_id:
        return wrap_response(404, msg='agent id is required')
    if not model_id:
        return wrap_response(404, msg='model id is required')
    app.task_manager.create_task(agent_id, model_id)
    return wrap_response(200)


@app.route("/api/stopTestTask", methods=["POST"])
def stop_test_task():
    """
       停止单元测试任务
       :return:
    """
    req_data = request.json
    task_id = req_data.get('taskId', None)
    if not task_id:
        return wrap_response(400, msg='task id is required')
    task = app.task_manager.get_task(task_id)
    if task['status'] not in (TestTaskStatus.NOT_STARTED.value, TestTaskStatus.IN_PROGRESS.value):
        return wrap_response(400, msg='task status is invalid')
    app.task_manager.cancel_task(task_id)
    return wrap_response(200)


@app.route("/api/resumeTestTask", methods=["POST"])
def resume_test_task():
    """
       恢复停止的单元测试任务
       :return:
    """
    req_data = request.json
    task_id = req_data.get('taskId', None)
    if not task_id:
        return wrap_response(400, msg='task id is required')
    task = app.task_manager.get_task(task_id)
    if task['status'] != TestTaskStatus.CANCELLED.value:
        return wrap_response(400, msg='task status is invalid')
    app.task_manager.resume_task(task_id)
    return wrap_response(200)


@app.errorhandler(werkzeug.exceptions.BadRequest)
def handle_bad_request(e):
    logger.error(e)
    return wrap_response(400, msg='Bad Request: {}'.format(e.description))


if __name__ == '__main__':
    parser = ArgumentParser()
    parser.add_argument('--prod', action='store_true')
    parser.add_argument('--host', default='127.0.0.1')
    parser.add_argument('--port', type=int, default=8083)
    parser.add_argument('--log-level', default='INFO')
    args = parser.parse_args()

    config = configs.get()
    logging_level = logging.getLevelName(args.log_level)
    setup_root_logger(level=logging_level, logfile_name='agent_api_server.log')

    # set db config
    agent_db_config = config['database']['ai_agent']
    growth_db_config = config['database']['growth']
    user_db_config = config['storage']['user']
    staff_db_config = config['storage']['staff']
    agent_state_db_config = config['storage']['agent_state']
    chat_history_db_config = config['storage']['chat_history']
    agent_configuration_db_config = config['storage']['agent_configuration']
    test_task_db_config = config['storage']['test_task']
    test_task_conversations_db_config = config['storage']['test_task_conversations']

    # init user manager
    user_manager = MySQLUserManager(agent_db_config, user_db_config['table'], staff_db_config['table'])
    app.user_manager = user_manager

    task_manager = TaskManager(
        db_config=user_db_config['mysql'],
        agent_configuration_table=agent_configuration_db_config['table'],
        test_task_table=test_task_db_config['table'],
        test_task_conversations_table=test_task_conversations_db_config['table'])
    app.task_manager = task_manager

    # init session manager
    session_manager = MySQLSessionManager(
        db_config=agent_db_config,
        staff_table=staff_db_config['table'],
        user_table=user_db_config['table'],
        agent_state_table=agent_state_db_config['table'],
        chat_history_table=chat_history_db_config['table']
    )
    app.session_manager = session_manager
    agent_db_engine = create_ai_agent_db_engine()
    app.session_maker = sessionmaker(bind=agent_db_engine)

    wecom_db_config = config['storage']['user_relation']
    user_relation_manager = MySQLUserRelationManager(
        agent_db_config, growth_db_config,
        config['storage']['staff']['table'],
        user_db_config['table'],
        wecom_db_config['table']['staff'],
        wecom_db_config['table']['relation'],
        wecom_db_config['table']['user']
    )
    app.user_relation_manager = user_relation_manager
    app.history_dialogue_service = HistoryDialogueService(
        config['storage']['history_dialogue']['api_base_url']
    )

    app.run(debug=not args.prod, host=args.host, port=args.port)