# Copyright 2019 Huawei Technologies Co., Ltd # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Cache client """ import os import copy from ..core.validator_helpers import type_check, check_uint32, check_uint64 class DatasetCache: """ A client to interface with tensor caching service """ def __init__(self, session_id=None, size=0, spilling=False, hostname=None, port=None, num_connections=None, prefetch_size=None): check_uint32(session_id, "session_id") check_uint64(size, "size") type_check(spilling, (bool,), "spilling") self.session_id = session_id self.size = size self.spilling = spilling self.hostname = hostname self.port = port self.prefetch_size = prefetch_size self.num_connections = num_connections if os.getenv('MS_ENABLE_CACHE') != 'TRUE': # temporary disable cache feature in the current release self.cache_client = None else: from mindspore._c_dataengine import CacheClient self.cache_client = CacheClient(session_id, size, spilling, hostname, port, num_connections, prefetch_size) def GetStat(self): return self.cache_client.GetStat() def __deepcopy__(self, memodict): if id(self) in memodict: return memodict[id(self)] cls = self.__class__ new_cache = cls.__new__(cls) memodict[id(self)] = new_cache new_cache.session_id = copy.deepcopy(self.session_id, memodict) new_cache.spilling = copy.deepcopy(self.spilling, memodict) new_cache.size = copy.deepcopy(self.size, memodict) new_cache.hostname = copy.deepcopy(self.hostname, memodict) new_cache.port = copy.deepcopy(self.port, memodict) new_cache.prefetch_size = copy.deepcopy(self.prefetch_size, memodict) new_cache.num_connections = copy.deepcopy(self.num_connections, memodict) new_cache.cache_client = self.cache_client return new_cache