feat:新增投顾agent和nl2sqlagent
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"""读取当前 MySQL 元数据并同步到 Milvus。"""
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from __future__ import annotations
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import asyncio
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import sys
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from pathlib import Path
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sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
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from sqlalchemy import text
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from config.database import milvus as milvus_db
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from config.database import mysql
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from config.database.milvus import client as milvus_client
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from config.database.mysql import get_session_factory
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from config.settings import settings
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from nl2sql.metadata_sync import sync_metadata
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TABLES_SQL = text(
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"""
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SELECT TABLE_NAME, TABLE_COMMENT, TABLE_TYPE
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FROM information_schema.tables
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WHERE TABLE_SCHEMA = :database
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"""
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)
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COLUMNS_SQL = text(
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"""
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SELECT TABLE_NAME, COLUMN_NAME, COLUMN_COMMENT, DATA_TYPE,
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IS_NULLABLE, ORDINAL_POSITION
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FROM information_schema.columns
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WHERE TABLE_SCHEMA = :database
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ORDER BY TABLE_NAME, ORDINAL_POSITION
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"""
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)
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async def load_information_schema() -> tuple[list[dict], list[dict]]:
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async with get_session_factory()() as session:
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tables = [
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dict(row)
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for row in (await session.execute(TABLES_SQL, {"database": settings.mysql.database})).mappings()
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]
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columns = [
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dict(row)
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for row in (await session.execute(COLUMNS_SQL, {"database": settings.mysql.database})).mappings()
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]
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return tables, columns
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async def synchronize() -> int:
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try:
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tables, columns = await load_information_schema()
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return await sync_metadata(milvus_client(), tables, columns)
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finally:
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await mysql.dispose()
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await milvus_db.dispose()
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if __name__ == "__main__":
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print(f"upserted {asyncio.run(synchronize())} NL2SQL metadata chunks")
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