/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * This program and the accompanying materials are made available under the * terms of the Apache License, Version 2.0 which is available at * https://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. * * SPDX-License-Identifier: Apache-2.0 ******************************************************************************/ // // @author Yurii Shyrma, created on 24.07.2018 // #include #if NOT_EXCLUDED(OP_thresholdedrelu) #include #include #include namespace nd4j { namespace ops { //////////////////////////////////////////////////////////////////////// CONFIGURABLE_OP_IMPL(thresholdedrelu, 1, 1, true, 0, 0) { auto input = INPUT_VARIABLE(0); auto output = OUTPUT_VARIABLE(0); auto scalar = block.numT() > 0 ? block.getTArguments()->at(0) : 0.0; helpers::thresholdRelu(block.launchContext(), *input, scalar, *output); return Status::OK(); } DECLARE_TYPES(thresholdedrelu) { getOpDescriptor() ->setAllowedInputTypes(0, DataType::ANY) ->setSameMode(true); } //////////////////////////////////////////////////////////////////////// CONFIGURABLE_OP_IMPL(thresholdedrelu_bp, 2, 1, true, 0, 0) { auto input = INPUT_VARIABLE(0); auto dLdO = INPUT_VARIABLE(1); auto dLdI = OUTPUT_VARIABLE(0); auto threshold = block.numT() > 0 ? block.getTArguments()->at(0) : 0.0; helpers::thresholdReluDerivative(block.launchContext(), input, threshold, dLdO, dLdI); return Status::OK(); } DECLARE_TYPES(thresholdedrelu_bp) { getOpDescriptor() ->setAllowedInputTypes(0, DataType::ANY) ->setAllowedInputTypes(1, {DataType::FLOAT32, DataType ::DOUBLE, DataType::HALF}) ->setAllowedOutputTypes(0, {DataType::FLOAT32, DataType ::DOUBLE, DataType::HALF}); } } } #endif