AutogenMultiAgent / src /cag /cache_manager.py
genaitiwari's picture
Added cache seed and CAG in autogen usecase
3392ab1
import time
import threading
class CacheManager:
_instance = None
_lock = threading.Lock()
def __new__(cls, max_cache_size=100):
if cls._instance is None:
with cls._lock:
if cls._instance is None:
cls._instance = super(CacheManager, cls).__new__(cls)
cls._instance.cache = {}
cls._instance.max_cache_size = max_cache_size
return cls._instance
def normalize_key(self, key):
return key.strip().lower()
def add_to_cache(self, key, value, embedding=None):
normalized_key = self.normalize_key(key)
if len(self.cache) >= self.max_cache_size:
self.evict_cache()
self.cache[normalized_key] = {
"response": value,
"timestamp": time.time(),
"embedding": embedding
}
def get_from_cache(self, key):
normalized_key = self.normalize_key(key)
return self.cache.get(normalized_key, {}).get("response", None)
def get_embedding(self, key):
normalized_key = self.normalize_key(key)
return self.cache.get(normalized_key, {}).get("embedding", None)
def evict_cache(self):
if self.cache:
oldest_key = min(self.cache, key=lambda k: self.cache[k]["timestamp"])
del self.cache[oldest_key]
def clear_cache(self):
self.cache.clear()