Files
DocsGPT/application/cache.py
2025-03-12 15:13:14 +00:00

113 lines
4.0 KiB
Python

import json
import logging
import time
from threading import Lock
import redis
from application.core.settings import settings
from application.utils import get_hash
logger = logging.getLogger(__name__)
_redis_instance = None
_redis_creation_failed = False
_instance_lock = Lock()
def get_redis_instance():
global _redis_instance, _redis_creation_failed
if _redis_instance is None and not _redis_creation_failed:
with _instance_lock:
if _redis_instance is None and not _redis_creation_failed:
try:
_redis_instance = redis.Redis.from_url(
settings.CACHE_REDIS_URL, socket_connect_timeout=2
)
except ValueError as e:
logger.error(f"Invalid Redis URL: {e}")
_redis_creation_failed = True # Stop future attempts
_redis_instance = None
except redis.ConnectionError as e:
logger.error(f"Redis connection error: {e}")
_redis_instance = None # Keep trying for connection errors
return _redis_instance
def gen_cache_key(messages, model="docgpt", tools=None):
if not all(isinstance(msg, dict) for msg in messages):
raise ValueError("All messages must be dictionaries.")
messages_str = json.dumps(messages)
tools_str = json.dumps(str(tools)) if tools else ""
combined = f"{model}_{messages_str}_{tools_str}"
cache_key = get_hash(combined)
return cache_key
def gen_cache(func):
def wrapper(self, model, messages, stream, tools=None, *args, **kwargs):
try:
cache_key = gen_cache_key(messages, model, tools)
except ValueError as e:
logger.error(f"Cache key generation failed: {e}")
return func(self, model, messages, stream, tools, *args, **kwargs)
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 Exception as e:
logger.error(f"Error getting cached response: {e}")
result = func(self, model, messages, stream, tools, *args, **kwargs)
if redis_client and isinstance(result, str):
try:
redis_client.set(cache_key, result, ex=1800)
except Exception as e:
logger.error(f"Error setting cache: {e}")
return result
return wrapper
def stream_cache(func):
def wrapper(self, model, messages, stream, tools=None, *args, **kwargs):
try:
cache_key = gen_cache_key(messages, model, tools)
except ValueError as e:
logger.error(f"Cache key generation failed: {e}")
result = func(self, model, messages, stream, tools=tools, *args, **kwargs)
return result
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 Exception as e:
logger.error(f"Error getting cached stream: {e}")
result = func(self, model, messages, stream, tools=tools, *args, **kwargs)
stream_cache_data = []
for chunk in result:
yield chunk
stream_cache_data.append(str(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 Exception as e:
logger.error(f"Error setting stream cache: {e}")
return wrapper