370 lines
15 KiB
Python
Executable File
370 lines
15 KiB
Python
Executable File
#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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import psycopg2
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import os
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import json
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from concurrent.futures import ThreadPoolExecutor, as_completed
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import sys
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sys.path.append(os.getcwd())
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from rag2_0.dify.dify_client import ChatClient
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from pydantic import BaseModel, Field
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from langchain.output_parsers import PydanticOutputParser
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from threading import Lock
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class ContentSource(BaseModel):
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score: int = Field(description="相关性分数")
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reason: str = Field(description="评分理由")
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class DifyTool:
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class PgSql:
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"""
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用于连接和操作 PostgreSQL 数据库的类。
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该类封装了数据库连接、关闭连接以及执行特定查询的方法，
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主要用于从 Dify 应用相关的表中获取数据。
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"""
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def __init__(self):
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self.pg_sql_lock = Lock()
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"""
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初始化 PgSql 实例并建立数据库连接。
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"""
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self.connection = None
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self.connect_sql()
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def connect_sql(self):
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"""
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连接到 PostgreSQL 数据库。
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使用预定义的凭据连接到 'dify' 数据库。
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如果连接失败，会抛出异常。
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"""
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try:
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self.DIFY_PG_USER = os.getenv("DIFY_PG_USER")
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self.DIFY_PG_PASSWORD = os.getenv("DIFY_PG_PASSWORD")
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self.DIFY_PG_HOST = os.getenv("DIFY_PG_HOST")
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self.DIFY_PG_PORT = os.getenv("DIFY_PG_PORT")
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self.DIFY_PG_DATABASE = os.getenv("DIFY_PG_DATABASE")
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# 连接数据库
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self.connection = psycopg2.connect(
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user=self.DIFY_PG_USER,
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password=self.DIFY_PG_PASSWORD,
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host=self.DIFY_PG_HOST,
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port=self.DIFY_PG_PORT,
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database=self.DIFY_PG_DATABASE
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)
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while connecting to PostgreSQL: {error}")
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def close_connection(self):
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"""
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关闭当前的 PostgreSQL 数据库连接。
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如果存在活动的连接，则关闭它。
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"""
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with self.pg_sql_lock:
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if self.connection:
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self.connection.close()
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self.connection = None
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def get_appinfo(self, appid:str)->dict | None:
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"""
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根据应用 ID 从 'apps' 表中获取应用信息。
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Args:
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appid: 目标应用的 ID。
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Returns:
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一个字典，其中键是列名，值是对应的应用数据。
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如果未找到应用或发生错误，则返回 None。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT * FROM apps WHERE id = %s
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""",
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(appid,)
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)
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result = cursor.fetchone()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return dict(zip(colnames, result))
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting tenant_id by appid: {error}")
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def get_messages_info(self, appid:str, query:str)->dict | None:
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"""
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根据应用 ID 和查询内容从 'messages' 表中获取消息信息。
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Args:
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appid: 目标应用的 ID。
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query: 用户查询的具体内容。
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Returns:
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一个字典，其中键是列名，值是对应的消息数据。
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如果未找到消息或发生错误，则返回 None。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT * FROM messages WHERE app_id = %s AND query = %s ORDER BY created_at DESC
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""",
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(appid, query)
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)
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result = cursor.fetchone()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return dict(zip(colnames, result))
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting messages_info: {error}")
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def get_messages_info_by_id(self, message_id:str)->dict | None:
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"""
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根据消息 ID 从 'messages' 表中获取消息信息。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT * FROM messages WHERE id = %s
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""",
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(message_id, )
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)
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result = cursor.fetchone()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return dict(zip(colnames, result))
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting messages_info by id: {error}")
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def get_workflow_node_executions_info(self, workflow_run_id:str)->list[dict] | None:
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"""
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根据工作流运行 ID 从 'workflow_node_executions' 表中获取节点执行信息。
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Args:
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workflow_run_id: 目标工作流运行的 ID。
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Returns:
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一个字典，其中键是列名，值是对应的节点执行数据。
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如果未找到执行信息或发生错误，则返回 None。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT * FROM workflow_node_executions WHERE workflow_run_id = %s
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""",
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(workflow_run_id,)
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)
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result = cursor.fetchall()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return [dict(zip(colnames, row)) for row in result]
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting workflow_node_executions_info: {error}")
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def get_app_conversations(self, appid:str)->list[str] | None:
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"""
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根据应用 ID 从 'conversations' 表中获取应用会话信息。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT DISTINCT conversation_id
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FROM messages
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WHERE app_id = %s AND invoke_from != 'debugger';
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""",
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(appid,)
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)
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result = cursor.fetchall()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return [dict(zip(colnames, row)) for row in result]
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting app_conversations: {error}")
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def get_conversation_messages(self, conversation_id:str)->list[dict] | None:
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"""
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根据会话 ID 从 'messages' 表中获取会话消息信息。
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"""
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with self.pg_sql_lock:
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try:
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with self.connection.cursor() as cursor:
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cursor.execute(
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"""
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SELECT * FROM messages WHERE conversation_id = %s AND status = 'normal'
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""",
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(conversation_id,)
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)
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result = cursor.fetchall()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return [dict(zip(colnames, row)) for row in result]
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return None
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting conversation_messages: {error}")
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def get_message_rating(self, msg_id):
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"""
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通过msg_id从message_feedbacks中找到对应的rating。
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:param msg_id: 消息ID (UUID格式)
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:return: rating 字符串
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"""
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with self.pg_sql_lock:
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rating = None
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try:
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with self.connection.cursor() as cursor:
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# 构建查询语句
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cursor.execute("""
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SELECT rating
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FROM message_feedbacks
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WHERE message_id = %s
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""",
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(msg_id,))
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# 执行查询
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row = cursor.fetchone()
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if row:
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rating = row[0]
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting conversation_messages: {error}")
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return rating
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def get_workflow_run_info(self, workflow_run_id):
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"""
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通过msg_id从message_feedbacks中找到对应的rating。
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:param msg_id: 消息ID (UUID格式)
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:return: rating 字符串
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"""
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with self.pg_sql_lock:
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rating = None
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try:
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with self.connection.cursor() as cursor:
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# 构建查询语句
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cursor.execute("""
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SELECT * FROM workflow_runs WHERE id=%s;
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""",
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(workflow_run_id,))
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# 执行查询
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result = cursor.fetchone()
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if result:
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colnames = [desc[0] for desc in cursor.description]
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return dict(zip(colnames, result))
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except (Exception, psycopg2.Error) as error:
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raise Exception(f"Error while getting conversation_messages: {error}")
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return None
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"""
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提供用于获取 Dify 应用调试信息的工具类。
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该类利用 PgSql 类从数据库中检索与特定应用和查询相关的
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应用信息、消息详情以及工作流节点执行情况。
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"""
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def __init__(self):
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self.dify_pgsql = PgSql()
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def __del__(self):
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"""
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析构函数，在对象被销毁时自动关闭数据库连接。
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确保在对象生命周期结束时释放数据库资源。
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"""
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try:
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self.dify_pgsql.close_connection()
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except Exception as e:
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# 析构函数中的异常不应该传播，所以这里只是简单记录
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print(f"关闭数据库连接时出错: {e}")
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def get_message_debug_info_by_id(self, message_id:str)->dict | None:
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"""
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根据消息 ID 从 'messages' 表中获取消息信息。
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"""
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try:
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messages_info = self.dify_pgsql.get_messages_info_by_id(message_id)
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if not messages_info:
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return None
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workflow_node_executions_info = self.dify_pgsql.get_workflow_node_executions_info(messages_info['workflow_run_id'])
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if not workflow_node_executions_info:
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return {
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"messages_info": messages_info,
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"workflow_node_executions_info": None
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}
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return {
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"messages_info": messages_info,
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"workflow_node_executions_info": workflow_node_executions_info
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}
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except Exception as e:
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raise Exception(f"Error in get_message_debug_info_by_id: {e}")
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def get_message_debug_info_by_query(self, appid:str, query:str)->dict:
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"""
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获取指定应用和查询相关的调试信息。
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此静态方法会创建一个临时的 PgSql 实例来查询数据库，
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然后聚合应用信息、消息信息和工作流节点执行信息。
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Args:
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appid: 目标应用的 ID。
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query: 用户查询的具体内容。
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Returns:
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一个包含 "appinfo", "messages_info", 和
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"workflow_node_executions_info"键的字典，分别对应
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查询到的应用数据、消息数据和节点执行数据。
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"""
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try:
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appinfo = self.dify_pgsql.get_appinfo(appid)
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if not appinfo:
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return None
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messages_info = self.dify_pgsql.get_messages_info(appid, query)
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if not messages_info:
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return None
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workflow_node_executions_info = self.dify_pgsql.get_workflow_node_executions_info(messages_info['workflow_run_id'])
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if not workflow_node_executions_info:
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return None
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return {
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"appinfo": appinfo,
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"messages_info": messages_info,
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"workflow_node_executions_info": workflow_node_executions_info
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}
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except Exception as e:
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raise Exception(f"Error in get_message_debug_info_by_query: {e}")
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def get_app_conversations(self, appid:str)->list[str] | None:
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"""
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根据应用 ID 从 'conversations' 表中获取应用会话信息。
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"""
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return self.dify_pgsql.get_app_conversations(appid)
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def get_conversation_messages(self, conversation_id:str):
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"""
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根据会话 ID 从 'messages' 表中获取会话消息信息。
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"""
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return self.dify_pgsql.get_app_conversations(conversation_id)
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def get_workflow_node_executions_info(self, workflow_run_id:str):
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return self.dify_pgsql.get_workflow_node_executions_info(workflow_run_id)
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def get_message_rating(self, msg_id):
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return self.dify_pgsql.get_message_rating(msg_id)
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def get_workflow_run_info(self, workflow_run_id):
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return self.dify_pgsql.get_workflow_run_info(workflow_run_id)
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