Source code for nvflare.apis.filter

# Copyright (c) 2021, NVIDIA CORPORATION.  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
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# 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
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from abc import ABC, abstractmethod

from nvflare.apis.fl_component import FLComponent
from nvflare.apis.fl_context import FLContext
from nvflare.apis.shareable import Shareable


[docs]class ContentBlockedException(Exception): """ A filter should raise this exception when the content is to be blocked """ pass
[docs]class FilterChainType(object): TASK_DATA_CHAIN = "task_data" TASK_RESULT_CHAIN = "task_result"
[docs]class FilterSource(object): JOB = "job" SITE = "site"
[docs]class FilterContextKey(object): SOURCE = "__source" CHAIN_TYPE = "__chain_type"
[docs]class Filter(FLComponent, ABC):
[docs] @abstractmethod def process(self, shareable: Shareable, fl_ctx: FLContext) -> Shareable: """Filter process applied to the Shareable object. Args: shareable: shareable fl_ctx: FLContext Returns: a Shareable object """ pass
[docs] def set_prop(self, key: str, value): setattr(self, key, value)
[docs] def get_prop(self, key: str, default=None): try: return getattr(self, key) except AttributeError: return default