mirror of https://github.com/kortix-ai/suna.git
524 lines
23 KiB
Python
524 lines
23 KiB
Python
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import json
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import logging
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import asyncio
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from typing import List, Dict, Any, Optional, Callable, AsyncGenerator, Union
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from sqlalchemy import select, update
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from sqlalchemy.ext.asyncio import AsyncSession
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from core.db import Database, Thread, ThreadRun
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from core.tools.tool import Tool, ToolResult
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from core.llm import make_llm_api_call
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# from core.working_memory_manager import WorkingMemory
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from datetime import datetime
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from core.tools.tool_registry import ToolRegistry
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import re
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from core.agent_manager import AgentManager
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class ThreadManager:
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def __init__(self, db: Database):
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self.db = db
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self.tool_registry = ToolRegistry()
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self.agent_manager = AgentManager(db)
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async def create_thread(self) -> int:
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async with self.db.get_async_session() as session:
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creation_date = datetime.now().isoformat()
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new_thread = Thread(
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messages=json.dumps([]),
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creation_date=creation_date,
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last_updated_date=creation_date
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)
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session.add(new_thread)
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await session.commit()
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await session.refresh(new_thread) # Ensure thread_id is populated
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return new_thread.thread_id
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async def add_message(self, thread_id: int, message_data: Dict[str, Any], images: Optional[List[Dict[str, Any]]] = None):
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logging.info(f"Adding message to thread {thread_id} with images: {images}")
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if not thread:
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raise ValueError(f"Thread with id {thread_id} not found")
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try:
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messages = json.loads(thread.messages)
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# If we're adding a user message, perform checks
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if message_data['role'] == 'user':
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# Find the last assistant message with tool calls
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last_assistant_index = next((i for i in reversed(range(len(messages))) if messages[i]['role'] == 'assistant' and 'tool_calls' in messages[i]), None)
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if last_assistant_index is not None:
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tool_call_count = len(messages[last_assistant_index]['tool_calls'])
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tool_response_count = sum(1 for msg in messages[last_assistant_index+1:] if msg['role'] == 'tool')
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if tool_call_count != tool_response_count:
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await self.cleanup_incomplete_tool_calls(thread_id)
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# Convert ToolResult objects to strings
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for key, value in message_data.items():
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if isinstance(value, ToolResult):
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message_data[key] = str(value)
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# Process images if present
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if images:
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if isinstance(message_data['content'], str):
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message_data['content'] = [{"type": "text", "text": message_data['content']}]
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elif not isinstance(message_data['content'], list):
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message_data['content'] = []
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for image in images:
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image_content = {
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"type": "image_url",
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"image_url": {
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"url": f"data:{image['content_type']};base64,{image['base64']}",
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"detail": "high"
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}
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}
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message_data['content'].append(image_content)
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messages.append(message_data)
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thread.messages = json.dumps(messages)
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thread.last_updated_date = datetime.now().isoformat()
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await session.commit()
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logging.info(f"Message added to thread {thread_id}: {message_data}")
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except Exception as e:
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await session.rollback()
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logging.error(f"Failed to add message to thread {thread_id}: {e}")
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raise e
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async def get_message(self, thread_id: int, message_index: int) -> Optional[Dict[str, Any]]:
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if not thread:
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return None
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messages = json.loads(thread.messages)
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if message_index < len(messages):
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return messages[message_index]
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return None
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async def modify_message(self, thread_id: int, message_index: int, new_message_data: Dict[str, Any]):
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if not thread:
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raise ValueError(f"Thread with id {thread_id} not found")
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try:
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messages = json.loads(thread.messages)
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if message_index < len(messages):
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messages[message_index] = new_message_data
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thread.messages = json.dumps(messages)
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thread.last_updated_date = datetime.now().isoformat()
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await session.commit()
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else:
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raise ValueError(f"Message index {message_index} is out of range")
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except Exception as e:
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await session.rollback()
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raise e
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async def remove_message(self, thread_id: int, message_index: int):
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if not thread:
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raise ValueError(f"Thread with id {thread_id} not found")
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try:
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messages = json.loads(thread.messages)
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if message_index < len(messages):
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del messages[message_index]
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thread.messages = json.dumps(messages)
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thread.last_updated_date = datetime.now().isoformat()
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await session.commit()
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except Exception as e:
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await session.rollback()
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raise e
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async def list_messages(self, thread_id: int, hide_tool_msgs: bool = False, only_latest_assistant: bool = False, regular_list: bool = True) -> List[Dict[str, Any]]:
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if not thread:
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return []
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messages = json.loads(thread.messages)
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if only_latest_assistant:
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for msg in reversed(messages):
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if msg.get('role') == 'assistant':
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return [msg]
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return []
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filtered_messages = messages # Initialize filtered_messages with all messages
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if hide_tool_msgs:
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filtered_messages = [
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{k: v for k, v in msg.items() if k != 'tool_calls'}
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for msg in filtered_messages
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if msg.get('role') != 'tool'
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]
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if regular_list:
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filtered_messages = [
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msg for msg in filtered_messages
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if msg.get('role') in ['system', 'assistant', 'tool', 'user']
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]
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return filtered_messages
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async def cleanup_incomplete_tool_calls(self, thread_id: int):
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messages = await self.list_messages(thread_id)
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last_assistant_message = next((m for m in reversed(messages) if m['role'] == 'assistant' and 'tool_calls' in m), None)
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if last_assistant_message:
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tool_calls = last_assistant_message.get('tool_calls', [])
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tool_responses = [m for m in messages[messages.index(last_assistant_message)+1:] if m['role'] == 'tool']
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if len(tool_calls) != len(tool_responses):
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# Create failed ToolResults for incomplete tool calls
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failed_tool_results = []
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for tool_call in tool_calls[len(tool_responses):]:
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failed_tool_result = {
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"role": "tool",
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"tool_call_id": tool_call['id'],
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"name": tool_call['function']['name'],
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"content": "ToolResult(success=False, output='Execution interrupted. Session was stopped.')"
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}
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failed_tool_results.append(failed_tool_result)
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# Insert failed tool results after the last assistant message
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assistant_index = messages.index(last_assistant_message)
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messages[assistant_index+1:assistant_index+1] = failed_tool_results
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async with self.db.get_async_session() as session:
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thread = await session.get(Thread, thread_id)
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if thread:
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thread.messages = json.dumps(messages)
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await session.commit()
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return True
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return False
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async def run_thread(
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self,
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thread_id: int,
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agent_id: Optional[int] = None,
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system_message: Optional[Dict[str, Any]] = None,
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model_name: Optional[str] = None,
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temperature: Optional[float] = None,
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max_tokens: Optional[int] = None,
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tools: Optional[List[Dict[str, Any]]] = None,
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additional_instructions: Optional[str] = None,
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hide_tool_msgs: bool = False,
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execute_tools_async: bool = True,
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use_tool_parser: bool = False,
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stream: bool = False
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) -> AsyncGenerator[Union[Dict[str, Any], str], None]:
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if agent_id is not None:
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agent = await self.agent_manager.get_agent(agent_id)
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if not agent:
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raise ValueError(f"Agent with id {agent_id} not found")
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system_message = {"role": "system", "content": agent.system_prompt}
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model_name = agent.model
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temperature = agent.temperature
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tools = [self.tool_registry.get_tool(tool).schema()[0] for tool in agent.selected_tools] if agent.selected_tools else None
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elif system_message is None or model_name is None:
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raise ValueError("Either agent_id or system_message and model_name must be provided")
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if await self.should_stop(thread_id):
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yield {"status": "stopped", "message": "Session cancelled"}
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return
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if use_tool_parser:
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hide_tool_msgs = True
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await self.cleanup_incomplete_tool_calls(thread_id)
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# Prepare messages
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messages = await self.list_messages(thread_id, hide_tool_msgs=hide_tool_msgs)
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prepared_messages = [system_message] + messages
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if additional_instructions:
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additional_instruction_message = {
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"role": "user",
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"content": additional_instructions
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}
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prepared_messages.append(additional_instruction_message)
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try:
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response_stream = make_llm_api_call(
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prepared_messages,
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model_name,
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temperature=temperature,
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max_tokens=max_tokens,
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tools=tools,
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tool_choice="auto",
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stream=stream
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)
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async for partial_response in response_stream:
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if stream:
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yield partial_response
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else:
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response = partial_response
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if not stream:
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if tools is None or use_tool_parser:
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await self.handle_response_without_tools(thread_id, response, use_tool_parser)
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else:
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await self.handle_response_with_tools(thread_id, response, execute_tools_async)
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if await self.should_stop(thread_id):
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yield {"status": "stopped", "message": "Session cancelled"}
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else:
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await self.save_thread_run(thread_id)
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yield response
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except Exception as e:
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error_message = f"Error in API call: {str(e)}\n\nFull error: {repr(e)}"
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logging.error(error_message)
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await self.update_thread_run_with_error(thread_id, error_message)
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yield {"status": "error", "message": error_message}
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async def handle_response_without_tools(self, thread_id: int, response: Any, use_tool_parser: bool):
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response_content = response.choices[0].message['content']
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if use_tool_parser:
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await self.handle_tool_parser_response(thread_id, response_content)
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else:
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logging.info("Adding assistant message to thread.")
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await self.add_message(thread_id, {"role": "assistant", "content": response_content})
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async def handle_tool_parser_response(self, thread_id: int, response_content: str):
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tool_call_match = re.search(r'\{[\s\S]*"function_calls"[\s\S]*\}', response_content)
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if tool_call_match:
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try:
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tool_call_json = json.loads(tool_call_match.group())
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tool_calls = tool_call_json.get('function_calls', [])
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assistant_message = {
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"role": "assistant",
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"content": response_content,
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"tool_calls": [
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{
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"id": f"call_{i}",
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"type": "function",
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"function": {
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"name": call['name'],
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"arguments": json.dumps(call['arguments'])
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}
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} for i, call in enumerate(tool_calls)
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]
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}
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await self.add_message(thread_id, assistant_message)
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available_functions = self.get_available_functions()
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tool_results = await self.execute_tools(assistant_message['tool_calls'], available_functions, thread_id, execute_tools_async=True)
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await self.process_tool_results(thread_id, tool_results)
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except json.JSONDecodeError:
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logging.error("Failed to parse tool call JSON from response")
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await self.add_message(thread_id, {"role": "assistant", "content": response_content})
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else:
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await self.add_message(thread_id, {"role": "assistant", "content": response_content})
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async def handle_response_with_tools(self, thread_id: int, response: Any, execute_tools_async: bool):
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try:
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response_message = response.choices[0].message
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tool_calls = response_message.get('tool_calls', [])
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assistant_message = self.create_assistant_message_with_tools(response_message)
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await self.add_message(thread_id, assistant_message)
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available_functions = self.get_available_functions()
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if await self.should_stop(thread_id):
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return {"status": "stopped", "message": "Session cancelled"}
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if tool_calls:
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if execute_tools_async:
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tool_results = await self.execute_tools_async(tool_calls, available_functions, thread_id)
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else:
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tool_results = await self.execute_tools_sync(tool_calls, available_functions, thread_id)
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# Add tool results to messages
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for result in tool_results:
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await self.add_message(thread_id, result)
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if await self.should_stop(thread_id):
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return {"status": "stopped", "message": "Session cancelled after tool execution"}
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except AttributeError as e:
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logging.error(f"AttributeError: {e}")
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content = response_message.get('content', '')
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if content:
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await self.add_message(thread_id, {"role": "assistant", "content": content})
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def create_assistant_message_with_tools(self, response_message: Any) -> Dict[str, Any]:
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message = {
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"role": "assistant",
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"content": response_message.get('content') or "",
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}
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tool_calls = response_message.get('tool_calls')
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if tool_calls:
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message["tool_calls"] = [
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{
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"id": tool_call.id,
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"type": "function",
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"function": {
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"name": tool_call.function.name,
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"arguments": tool_call.function.arguments
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}
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} for tool_call in tool_calls
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]
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return message
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def get_available_functions(self) -> Dict[str, Callable]:
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available_functions = {}
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for tool_name, tool_info in self.tool_registry.get_all_tools().items():
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tool_instance = tool_info['instance']
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for func_name, func in tool_instance.__class__.__dict__.items():
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if callable(func) and not func_name.startswith("__"):
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available_functions[func_name] = getattr(tool_instance, func_name)
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return available_functions
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async def execute_tools(self, tool_calls: List[Any], available_functions: Dict[str, Callable], thread_id: int, execute_tools_async: bool) -> List[Dict[str, Any]]:
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if execute_tools_async:
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return await self.execute_tools_async(tool_calls, available_functions, thread_id)
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else:
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return await self.execute_tools_sync(tool_calls, available_functions, thread_id)
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async def execute_tools_async(self, tool_calls, available_functions, thread_id):
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async def execute_single_tool(tool_call):
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if await self.should_stop(thread_id):
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return {"status": "stopped", "message": "Session cancelled"}
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function_name = tool_call.function.name
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function_args = json.loads(tool_call.function.arguments)
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tool_call_id = tool_call.id
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function_to_call = available_functions.get(function_name)
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if function_to_call:
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return await self.execute_tool(function_to_call, function_args, function_name, tool_call_id)
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else:
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logging.warning(f"Function {function_name} not found in available functions")
|
||
|
return None
|
||
|
|
||
|
tool_results = await asyncio.gather(*[execute_single_tool(tool_call) for tool_call in tool_calls])
|
||
|
return [result for result in tool_results if result]
|
||
|
|
||
|
async def execute_tools_sync(self, tool_calls, available_functions, thread_id):
|
||
|
tool_results = []
|
||
|
for tool_call in tool_calls:
|
||
|
if await self.should_stop(thread_id):
|
||
|
return [{"status": "stopped", "message": "Session cancelled"}]
|
||
|
|
||
|
function_name = tool_call.function.name
|
||
|
function_args = json.loads(tool_call.function.arguments)
|
||
|
tool_call_id = tool_call.id
|
||
|
|
||
|
function_to_call = available_functions.get(function_name)
|
||
|
if function_to_call:
|
||
|
result = await self.execute_tool(function_to_call, function_args, function_name, tool_call_id)
|
||
|
if result:
|
||
|
tool_results.append(result)
|
||
|
else:
|
||
|
logging.warning(f"Function {function_name} not found in available functions")
|
||
|
|
||
|
return tool_results
|
||
|
|
||
|
async def process_tool_results(self, thread_id: int, tool_results: List[Dict[str, Any]]):
|
||
|
for result in tool_results:
|
||
|
await self.add_message(thread_id, result['tool_message'])
|
||
|
|
||
|
async def execute_tool(self, function_to_call, function_args, function_name, tool_call_id):
|
||
|
try:
|
||
|
function_response = await function_to_call(**function_args)
|
||
|
except Exception as e:
|
||
|
error_message = f"Error in {function_name}: {str(e)}"
|
||
|
function_response = ToolResult(success=False, output=error_message)
|
||
|
|
||
|
return {
|
||
|
"role": "tool",
|
||
|
"tool_call_id": tool_call_id,
|
||
|
"name": function_name,
|
||
|
"content": str(function_response),
|
||
|
}
|
||
|
|
||
|
async def should_stop(self, thread_id: int) -> bool:
|
||
|
async with self.db.get_async_session() as session:
|
||
|
stmt = select(ThreadRun).where(
|
||
|
(ThreadRun.thread_id == thread_id) &
|
||
|
(ThreadRun.status.in_(['stopping', 'cancelled', 'paused']))
|
||
|
)
|
||
|
result = await session.execute(stmt)
|
||
|
return result.scalar_one_or_none() is not None
|
||
|
|
||
|
async def save_thread_run(self, thread_id: int):
|
||
|
async with self.db.get_async_session() as session:
|
||
|
thread = await session.get(Thread, thread_id)
|
||
|
if not thread:
|
||
|
raise ValueError(f"Thread with id {thread_id} not found")
|
||
|
|
||
|
messages = json.loads(thread.messages)
|
||
|
creation_date = datetime.now().isoformat()
|
||
|
|
||
|
new_thread_run = ThreadRun(
|
||
|
thread_id=thread_id,
|
||
|
messages=json.dumps(messages),
|
||
|
creation_date=creation_date,
|
||
|
status='completed'
|
||
|
)
|
||
|
session.add(new_thread_run)
|
||
|
await session.commit()
|
||
|
|
||
|
async def get_thread(self, thread_id: int) -> Optional[Thread]:
|
||
|
async with self.db.get_async_session() as session:
|
||
|
return await session.get(Thread, thread_id)
|
||
|
|
||
|
async def update_thread_run_with_error(self, thread_id: int, error_message: str):
|
||
|
async with self.db.get_async_session() as session:
|
||
|
stmt = select(ThreadRun).where(ThreadRun.thread_id == thread_id).order_by(ThreadRun.run_id.desc()).limit(1)
|
||
|
result = await session.execute(stmt)
|
||
|
thread_run = result.scalar_one_or_none()
|
||
|
if thread_run:
|
||
|
thread_run.status = 'error'
|
||
|
thread_run.error_message = error_message # Store the full error message
|
||
|
await session.commit()
|
||
|
|
||
|
async def get_threads(self) -> List[Thread]:
|
||
|
async with self.db.get_async_session() as session:
|
||
|
result = await session.execute(select(Thread).order_by(Thread.thread_id.desc()))
|
||
|
return result.scalars().all()
|
||
|
|
||
|
async def get_latest_thread_run(self, thread_id: int):
|
||
|
async with self.db.get_async_session() as session:
|
||
|
stmt = select(ThreadRun).where(ThreadRun.thread_id == thread_id).order_by(ThreadRun.run_id.desc()).limit(1)
|
||
|
result = await session.execute(stmt)
|
||
|
return result.scalar_one_or_none()
|
||
|
|
||
|
if __name__ == "__main__":
|
||
|
import asyncio
|
||
|
from core.db import Database
|
||
|
|
||
|
async def main():
|
||
|
db = Database()
|
||
|
manager = ThreadManager(db)
|
||
|
|
||
|
# Create thread
|
||
|
thread_id = await manager.create_thread()
|
||
|
|
||
|
# Add message
|
||
|
await manager.add_message(thread_id, {"role": "user", "content": "How are you?"})
|
||
|
|
||
|
# Run thread
|
||
|
system_message = {"role": "system", "content": "You are a helpful assistant."}
|
||
|
response = await manager.run_thread(thread_id, system_message, "gpt-4o")
|
||
|
|
||
|
await manager.add_message(thread_id, {"role": "user", "content": "What is pi?"})
|
||
|
|
||
|
response = await manager.run_thread(thread_id, system_message, "gpt-4o")
|
||
|
|
||
|
print(f"Response: {response}")
|
||
|
|
||
|
asyncio.run(main())
|
||
|
|
||
|
asyncio.run(main())
|