Files
vi/services/oracle/oracle_service.py
Alex Kazaiev ee1cb5540a Add Oracle service - LLM wrapper
First service for Vi's nervous system:
- Oracle service with NATS integration
- vLLM backend for Qwen3-32B
- GPTQ quantization support
- Thinking mode sampling configs

Simplified from Lyra's patterns, ready to test.

🦊
2026-01-02 13:19:15 -06:00

180 lines
5.6 KiB
Python

"""
Oracle Service - LLM-powered reasoning service for Vi.
Provides the core LLM interface for Vi's nervous system.
"""
import asyncio
import json
from typing import Dict, Any
from core.logger import setup_logger
from core.nats_event_bus import nats_bus as event_bus
from core.base_service import BaseService
from core.service_registry import ServiceManifest
from .llm.llm_manager import LLMManager
logger = setup_logger('oracle_service', service_name='oracle_service')
class OracleService(BaseService):
"""Oracle service with LLM integration"""
def __init__(self):
super().__init__('oracle')
self.llm_manager = LLMManager()
logger.info("[✺] Oracle Service initialized")
def get_service_manifest(self) -> ServiceManifest:
"""Return service manifest"""
operations = [
self.create_service_operation(
"process",
"Process LLM requests",
timeout_ms=60000 # 60 seconds for LLM
),
self.create_service_operation(
"generate",
"Simple text generation",
timeout_ms=60000
)
]
return ServiceManifest(
service_id=self.service_id,
name="Oracle Service",
description="LLM-powered reasoning for Vi",
version="1.0.0",
operations=operations,
dependencies=[],
health_check_topic=f"vi.services.{self.service_id}.health",
heartbeat_interval=30,
metadata={
"llm_backend": self.llm_manager.backend_type or "vllm",
"model_path": self.llm_manager.model_path,
}
)
async def initialize_service(self):
"""Initialize service resources"""
self.logger.info("[✺] Loading LLM model...")
success = await self.llm_manager.load_model()
if not success:
self.logger.error("[✺] Failed to load LLM model")
raise RuntimeError("LLM model loading failed")
model_info = self.llm_manager.get_model_info()
self.logger.info(f"[✺] LLM loaded - Backend: {model_info['backend_type']}, Model: {model_info['model_name']}")
# Register handlers
await self.register_handler("process", self.handle_process)
await self.register_handler("generate", self.handle_generate)
self.logger.info("[✺] Oracle Service ready")
async def cleanup_service(self):
"""Cleanup resources"""
if self.llm_manager.is_loaded:
self.logger.info("[✺] Unloading LLM model...")
await self.llm_manager.unload_model()
self.logger.info("[✺] Oracle Service cleanup complete")
async def perform_health_check(self) -> Dict[str, Any]:
"""Health check"""
return {
'healthy': self.llm_manager.is_loaded,
'checks': {
'running': self._running,
'event_bus': self.event_bus is not None,
'llm_loaded': self.llm_manager.is_loaded,
'backend_type': self.llm_manager.backend_type or 'unknown',
'model_name': self.llm_manager.model_name or 'unknown'
}
}
async def handle_process(self, msg):
"""Handle vi.services.oracle.process requests"""
try:
payload = json.loads(msg.data.decode())
prompt = payload.get("prompt", "")
temperature = payload.get("temperature")
max_tokens = payload.get("max_tokens")
enable_thinking = payload.get("enable_thinking", True)
logger.info(f"[✺] Processing request - prompt: {len(prompt)} chars")
response = await self.llm_manager.generate_response(
prompt=prompt,
temperature=temperature,
max_tokens=max_tokens,
enable_thinking=enable_thinking
)
result = {
"content": response,
"status": "success"
}
return result
except Exception as e:
logger.error(f"[✺] Process error: {e}")
return {
"content": "Error processing request",
"status": "error",
"error": str(e)
}
async def handle_generate(self, msg):
"""Simple generation endpoint"""
try:
payload = json.loads(msg.data.decode())
prompt = payload.get("prompt", "")
response = await self.llm_manager.generate_response(prompt=prompt)
return {
"content": response,
"status": "success"
}
except Exception as e:
logger.error(f"[✺] Generate error: {e}")
return {
"content": "",
"status": "error",
"error": str(e)
}
# Global instance
oracle_service = OracleService()
async def main():
"""Main entry point"""
try:
await event_bus.connect()
logger.info("[✺] Connected to NATS")
await oracle_service.start(event_bus)
logger.info("[✺] Oracle service running. Ctrl+C to stop.")
while True:
await asyncio.sleep(1)
except KeyboardInterrupt:
logger.info("[✺] Shutdown requested")
except Exception as e:
logger.error(f"[✺] Error: {e}", exc_info=True)
finally:
await oracle_service.stop()
await event_bus.close()
logger.info("[✺] Shutdown complete")
if __name__ == "__main__":
asyncio.run(main())