2025-10-25 22:49:20 +08:00
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import textwrap
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from langchain.agents import create_agent
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from langchain.agents.middleware import ModelRequest, ModelResponse, dynamic_prompt, wrap_model_call
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2025-11-05 16:22:51 +08:00
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from src import config
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2025-11-05 02:04:34 +08:00
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from src.agents.common import BaseAgent, load_chat_model, get_mcp_tools
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from src.agents.common.middlewares import context_aware_prompt, context_based_model
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2025-10-25 22:49:20 +08:00
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from src.agents.common.toolkits.mysql import get_mysql_tools
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from src.utils import logger
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_mcp_servers = {
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"mcp-server-chart": {
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"url": "https://mcp.api-inference.modelscope.net/9993ae42524c4c/mcp",
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"transport": "streamable_http",
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},
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}
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2025-11-01 21:34:16 +08:00
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2025-10-25 22:49:20 +08:00
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class SqlReporterAgent(BaseAgent):
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2025-11-02 01:15:36 +08:00
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name = "数据库报表助手"
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2025-10-25 22:49:20 +08:00
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description = "一个能够生成 SQL 查询报告的智能体助手。同时调用 Charts MCP 生成图表。"
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def __init__(self, **kwargs):
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super().__init__(**kwargs)
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async def get_tools(self):
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chart_tools = await get_mcp_tools("mcp-server-chart", additional_servers=_mcp_servers)
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mysql_tools = get_mysql_tools()
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return chart_tools + mysql_tools
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async def get_graph(self, **kwargs):
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if self.graph:
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return self.graph
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# 创建 SqlReporterAgent
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graph = create_agent(
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2025-11-05 16:22:51 +08:00
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model=load_chat_model(config.default_model), # 默认模型,会被 middleware 覆盖
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2025-10-25 22:49:20 +08:00
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tools=await self.get_tools(),
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middleware=[context_aware_prompt, context_based_model],
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checkpointer=await self._get_checkpointer(),
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)
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self.graph = graph
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logger.info("SqlReporterAgent 构建成功")
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2025-10-31 14:16:07 +08:00
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return graph
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