MaxKB/apps/common/config/embedding_config.py
2024-08-21 14:46:38 +08:00

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# coding=utf-8
"""
@project: maxkb
@Author
@file embedding_config.py
@date2023/10/23 16:03
@desc:
"""
import threading
import time
from common.cache.mem_cache import MemCache
lock = threading.Lock()
class ModelManage:
cache = MemCache('model', {})
up_clear_time = time.time()
@staticmethod
def get_model(_id, get_model):
# 获取锁
lock.acquire()
try:
model_instance = ModelManage.cache.get(_id)
if model_instance is None or not model_instance.is_cache_model():
model_instance = get_model(_id)
ModelManage.cache.set(_id, model_instance, timeout=60 * 30)
return model_instance
# 续期
ModelManage.cache.touch(_id, timeout=60 * 30)
ModelManage.clear_timeout_cache()
return model_instance
finally:
# 释放锁
lock.release()
@staticmethod
def clear_timeout_cache():
if time.time() - ModelManage.up_clear_time > 60:
ModelManage.cache.clear_timeout_data()
@staticmethod
def delete_key(_id):
if ModelManage.cache.has_key(_id):
ModelManage.cache.delete(_id)
class VectorStore:
from embedding.vector.pg_vector import PGVector
from embedding.vector.base_vector import BaseVectorStore
instance_map = {
'pg_vector': PGVector,
}
instance = None
@staticmethod
def get_embedding_vector() -> BaseVectorStore:
from embedding.vector.pg_vector import PGVector
if VectorStore.instance is None:
from smartdoc.const import CONFIG
vector_store_class = VectorStore.instance_map.get(CONFIG.get("VECTOR_STORE_NAME"),
PGVector)
VectorStore.instance = vector_store_class()
return VectorStore.instance