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aoc/backend/jobs.py
Tomas Kracmar f75f165911
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feat: Redis caching + async queue for LLM scaling (v1.6.0)
- Add async Redis client singleton (redis_client.py) for caching and arq pool
- Add arq job functions (jobs.py) for background LLM processing
- Cache ask/explain LLM responses with TTL (1h ask, 24h explain)
- Add async mode to /api/ask: enqueue job, return job_id, poll /api/jobs/{id}
- Add GET /api/jobs/{job_id} endpoint for job status polling
- Add arq worker service to docker-compose (dev + prod)
- Switch from Redis to Valkey (BSD fork) in Docker Compose
- Add REDIS_URL config setting
- Add tests for cache hit, async mode, and job status
2026-04-22 09:55:05 +02:00

114 lines
3.8 KiB
Python

"""arq job functions for async LLM processing."""
import hashlib
import json
import structlog
from arq.connections import RedisSettings
from config import REDIS_URL
logger = structlog.get_logger("aoc.jobs")
# ---------------------------------------------------------------------------
# Cache helpers
# ---------------------------------------------------------------------------
CACHE_TTL_ASK = 3600 # 1 hour
CACHE_TTL_EXPLAIN = 86400 # 24 hours
def _ask_cache_key(question: str, filters: dict, events: list) -> str:
payload = json.dumps({"q": question, "f": filters, "e": [e.get("id") for e in events]}, sort_keys=True)
return f"aoc:cache:ask:{hashlib.md5(payload.encode()).hexdigest()}"
def _explain_cache_key(event_id: str) -> str:
return f"aoc:cache:explain:{event_id}"
async def get_cached_ask(redis, question: str, filters: dict, events: list) -> dict | None:
key = _ask_cache_key(question, filters, events)
raw = await redis.get(key)
if raw:
return json.loads(raw)
return None
async def set_cached_ask(redis, question: str, filters: dict, events: list, result: dict):
key = _ask_cache_key(question, filters, events)
await redis.setex(key, CACHE_TTL_ASK, json.dumps(result, default=str))
async def get_cached_explain(redis, event_id: str) -> dict | None:
key = _explain_cache_key(event_id)
raw = await redis.get(key)
if raw:
return json.loads(raw)
return None
async def set_cached_explain(redis, event_id: str, result: dict):
key = _explain_cache_key(event_id)
await redis.setex(key, CACHE_TTL_EXPLAIN, json.dumps(result, default=str))
# ---------------------------------------------------------------------------
# arq job functions
# ---------------------------------------------------------------------------
async def process_ask_question(ctx, question: str, filters: dict, events: list, total: int, excluded_services: list | None):
"""Background job: call LLM for /api/ask and cache result."""
from routes.ask import _call_llm
redis = ctx["redis"]
try:
answer = await _call_llm(question, events, total=total, excluded_services=excluded_services)
result = {"status": "completed", "answer": answer, "llm_used": True, "llm_error": None}
except Exception as exc:
logger.warning("Async ask LLM failed", error=str(exc))
result = {"status": "failed", "answer": "", "llm_used": False, "llm_error": str(exc)}
await set_cached_ask(redis, question, filters, events, result)
return result
async def process_explain_event(ctx, event_id: str, event: dict, related: list):
"""Background job: call LLM for /api/events/{id}/explain and cache result."""
from routes.ask import _explain_event
redis = ctx["redis"]
try:
explanation = await _explain_event(event, related)
result = {"status": "completed", "explanation": explanation, "llm_used": True, "llm_error": None}
except Exception as exc:
logger.warning("Async explain LLM failed", error=str(exc))
result = {"status": "failed", "explanation": "", "llm_used": False, "llm_error": str(exc)}
await set_cached_explain(redis, event_id, result)
return result
# ---------------------------------------------------------------------------
# arq worker configuration
# ---------------------------------------------------------------------------
async def startup(ctx):
from redis.asyncio import Redis
ctx["redis"] = Redis.from_url(REDIS_URL, decode_responses=True)
async def shutdown(ctx):
await ctx["redis"].close()
class WorkerSettings:
functions = [process_ask_question, process_explain_event]
redis_settings = RedisSettings.from_dsn(REDIS_URL)
on_startup = startup
on_shutdown = shutdown
max_jobs = 10
job_timeout = 120
keep_result = 3600
keep_result_forever = False