Create core/agents/crewai_agent.py
Browse files- core/agents/crewai_agent.py +143 -0
core/agents/crewai_agent.py
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from typing import Dict, Any, List, Optional
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from .base import BaseAgent, TaskInput, AgentTool
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import crewai
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from crewai import Agent as CrewAgent, Task as CrewTask, Process
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from datetime import datetime
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import asyncio
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class CrewAIAgent(BaseAgent):
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"""CrewAI-based agent implementation"""
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async def initialize(self) -> None:
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"""Initialize CrewAI agent"""
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await super().initialize()
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try:
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# Convert tools to CrewAI format
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crew_tools = [
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self._convert_tool_to_crew(tool)
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for tool in self.agent_config.tools
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]
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# Create CrewAI agent
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self.crew_agent = CrewAgent(
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role=self.agent_config.role.value,
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goal=self.agent_config.description,
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backstory=self.agent_config.system_message,
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tools=crew_tools,
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verbose=True
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)
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except Exception as e:
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self.logger.error(f"Failed to initialize CrewAI agent: {str(e)}")
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raise
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def _convert_tool_to_crew(self, tool: AgentTool) -> crewai.tools.Tool:
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"""Convert Lattice tool to CrewAI tool"""
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return crewai.tools.Tool(
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name=tool.name,
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description=tool.description,
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func=tool.function
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)
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async def _execute_implementation(self, task: TaskInput) -> Dict[str, Any]:
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"""Execute task using CrewAI"""
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try:
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# Create CrewAI task
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crew_task = CrewTask(
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description=task.description,
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agent=self.crew_agent,
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expected_output=task.inputs.get('expected_output'),
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tools=task.tools if task.tools else None
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)
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# Create crew with single agent
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crew = crewai.Crew(
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agents=[self.crew_agent],
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tasks=[crew_task],
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process=Process.sequential
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)
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# Execute task
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result = await asyncio.to_thread(crew.kickoff)
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return {
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'output': result,
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'metadata': {
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'framework': 'crewai',
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'process': 'sequential'
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}
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}
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except Exception as e:
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self.logger.error(f"CrewAI task execution failed: {str(e)}")
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raise
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class CrewAIWorkflow:
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"""CrewAI workflow implementation"""
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def __init__(self, config: Dict[str, Any]):
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self.config = config
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self.logger = logging.getLogger("lattice.agent.crewai.workflow")
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async def execute_workflow(
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self,
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agents: List[CrewAIAgent],
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tasks: List[TaskInput]
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) -> Dict[str, Any]:
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"""Execute a workflow with multiple agents"""
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try:
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# Convert to CrewAI format
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crew_agents = [agent.crew_agent for agent in agents]
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crew_tasks = [
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CrewTask(
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description=task.description,
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agent=agents[i].crew_agent,
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expected_output=task.inputs.get('expected_output'),
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tools=task.tools
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)
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for i, task in enumerate(tasks)
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]
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# Create crew
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crew = crewai.Crew(
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agents=crew_agents,
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tasks=crew_tasks,
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process=Process.sequential
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)
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# Execute workflow
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results = await asyncio.to_thread(crew.kickoff)
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return {
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'results': results,
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'metadata': {
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'framework': 'crewai',
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'agent_count': len(agents),
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'task_count': len(tasks)
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| 118 |
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},
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'timestamp': datetime.now().isoformat()
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}
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except Exception as e:
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| 123 |
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self.logger.error(f"CrewAI workflow execution failed: {str(e)}")
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raise
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# Tool conversion utilities
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| 127 |
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def convert_tool_to_crew(tool: AgentTool) -> crewai.tools.Tool:
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| 128 |
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"""Convert a Lattice tool to CrewAI format"""
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| 129 |
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return crewai.tools.Tool(
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| 130 |
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name=tool.name,
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| 131 |
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description=tool.description,
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| 132 |
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func=tool.function
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| 133 |
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)
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| 134 |
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| 135 |
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def convert_crew_to_tool(crew_tool: crewai.tools.Tool) -> AgentTool:
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| 136 |
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"""Convert a CrewAI tool to Lattice format"""
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| 137 |
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return AgentTool(
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| 138 |
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name=crew_tool.name,
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| 139 |
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description=crew_tool.description,
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| 140 |
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function=crew_tool.func,
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| 141 |
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required_permissions=[], # Add appropriate permissions
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| 142 |
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metadata={'framework': 'crewai'}
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| 143 |
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)
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