mirror of
https://github.com/csunny/DB-GPT.git
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86 lines
3.0 KiB
Python
86 lines
3.0 KiB
Python
import json
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from typing import Dict, NamedTuple, List
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from pilot.scene.base_message import (
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HumanMessage,
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ViewMessage,
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)
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from pilot.scene.base_chat import BaseChat
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from pilot.scene.base import ChatScene
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from pilot.common.sql_database import Database
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from pilot.configs.config import Config
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from pilot.common.markdown_text import (
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generate_htm_table,
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)
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from pilot.scene.chat_db.auto_execute.prompt import prompt
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from pilot.scene.chat_dashboard.data_preparation.report_schma import (
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ChartData,
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ReportData,
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)
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CFG = Config()
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class ChatDashboard(BaseChat):
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chat_scene: str = ChatScene.ChatDashboard.value
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report_name: str
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"""Number of results to return from the query"""
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def __init__(self, chat_session_id, db_name, user_input, report_name):
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""" """
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super().__init__(
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chat_mode=ChatScene.ChatWithDbExecute,
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chat_session_id=chat_session_id,
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current_user_input=user_input,
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)
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if not db_name:
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raise ValueError(
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f"{ChatScene.ChatWithDbExecute.value} mode should chose db!"
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)
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self.report_name = report_name
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self.database = CFG.local_db
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# 准备DB信息(拿到指定库的链接)
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self.db_connect = self.database.get_session(self.db_name)
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self.top_k: int = 5
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def generate_input_values(self):
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try:
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from pilot.summary.db_summary_client import DBSummaryClient
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except ImportError:
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raise ValueError("Could not import DBSummaryClient. ")
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client = DBSummaryClient()
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input_values = {
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"input": self.current_user_input,
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"dialect": self.database.dialect,
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"table_info": self.database.table_simple_info(self.db_connect),
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"supported_chat_type": "" # TODO
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# "table_info": client.get_similar_tables(dbname=self.db_name, query=self.current_user_input, topk=self.top_k)
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}
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return input_values
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def do_action(self, prompt_response):
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### TODO 记录整体信息，处理成功的，和未成功的分开记录处理
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report_data: ReportData = ReportData()
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chart_datas: List[ChartData] = []
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for chart_item in prompt_response:
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try:
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datas = self.database.run(self.db_connect, chart_item.sql)
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chart_data: ChartData = ChartData()
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chart_data.chart_sql = chart_item["sql"]
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chart_data.chart_type = chart_item["showcase"]
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chart_data.chart_name = chart_item["title"]
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chart_data.chart_desc = chart_item["thoughts"]
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chart_data.column_name = datas[0]
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chart_data.values = datas
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except Exception as e:
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# TODO 修复流程
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print(str(e))
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chart_datas.append(chart_data)
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report_data.conv_uid = self.chat_session_id
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report_data.template_name = self.report_name
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report_data.template_introduce = None
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report_data.charts = chart_datas
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return report_data
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