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- #
- # Copyright 2019 The FATE Authors. All Rights Reserved.
- #
- # 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.
- #
- from abc import ABC, abstractmethod
- from contextlib import AbstractContextManager
- class ModelStorageBase(ABC):
- @abstractmethod
- def exists(self, model_id: str, model_version: str, store_address: dict):
- pass
- @abstractmethod
- def store(self, model_id: str, model_version: str, store_address: dict, force_update: bool = False):
- """
- Store the model from local cache to a reliable system
- :param model_id:
- :param model_version:
- :param store_address:
- :return:
- """
- pass
- @abstractmethod
- def restore(self, model_id: str, model_version: str, store_address: dict, force_update: bool = False, hash_: str = None):
- """
- Restore model from storage system to local cache
- :param model_id:
- :param model_version:
- :param store_address:
- :return:
- """
- pass
- class ComponentStorageBase(AbstractContextManager):
- def __exit__(self, *exc):
- pass
- @abstractmethod
- def exists(self, party_model_id, model_version, component_name):
- pass
- @abstractmethod
- def upload(self, party_model_id, model_version, component_name):
- pass
- @abstractmethod
- def download(self, party_model_id, model_version, component_name, hash_=None):
- pass
- @abstractmethod
- def copy(self, party_model_id, model_version, component_name, source_model_version):
- pass
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