Files
DocsGPT/application/cache.py
2024-10-18 10:31:53 +00:00

93 lines
3.3 KiB
Python

import redis
import time
import json
import logging
from threading import Lock
from application.core.settings import settings
from application.utils import get_hash
logger = logging.getLogger(__name__)
_redis_instance = None
_instance_lock = Lock()
def get_redis_instance():
global _redis_instance
if _redis_instance is None:
with _instance_lock:
if _redis_instance is None:
try:
_redis_instance = redis.Redis.from_url(settings.CACHE_REDIS_URL, socket_connect_timeout=2)
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
_redis_instance = None
return _redis_instance
def gen_cache_key(*messages, model="docgpt"):
if not all(isinstance(msg, dict) for msg in messages):
raise ValueError("All messages must be dictionaries.")
messages_str = json.dumps(list(messages), sort_keys=True)
combined = f"{model}_{messages_str}"
cache_key = get_hash(combined)
return cache_key
def gen_cache(func):
def wrapper(self, model, messages, *args, **kwargs):
try:
cache_key = gen_cache_key(*messages)
redis_client = get_redis_instance()
if redis_client:
try:
cached_response = redis_client.get(cache_key)
if cached_response:
return cached_response.decode('utf-8')
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
result = func(self, model, messages, *args, **kwargs)
if redis_client:
try:
redis_client.set(cache_key, result, ex=1800)
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
return result
except ValueError as e:
logger.error(e)
return "Error: No user message found in the conversation to generate a cache key."
return wrapper
def stream_cache(func):
def wrapper(self, model, messages, stream, *args, **kwargs):
cache_key = gen_cache_key(*messages)
logger.info(f"Stream cache key: {cache_key}")
redis_client = get_redis_instance()
if redis_client:
try:
cached_response = redis_client.get(cache_key)
if cached_response:
logger.info(f"Cache hit for stream key: {cache_key}")
cached_response = json.loads(cached_response.decode('utf-8'))
for chunk in cached_response:
yield chunk
time.sleep(0.03)
return
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
result = func(self, model, messages, stream, *args, **kwargs)
stream_cache_data = []
for chunk in result:
stream_cache_data.append(chunk)
yield chunk
if redis_client:
try:
redis_client.set(cache_key, json.dumps(stream_cache_data), ex=1800)
logger.info(f"Stream cache saved for key: {cache_key}")
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
return wrapper