74 lines
2.4 KiB
C++
74 lines
2.4 KiB
C++
/*******************************************************************************
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* Copyright (c) 2015-2018 Skymind, Inc.
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*
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* This program and the accompanying materials are made available under the
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* terms of the Apache License, Version 2.0 which is available at
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* https://www.apache.org/licenses/LICENSE-2.0.
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* License for the specific language governing permissions and limitations
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* under the License.
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*
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* SPDX-License-Identifier: Apache-2.0
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******************************************************************************/
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//
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// @author Yurii Shyrma, created on 24.07.2018
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//
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#include <op_boilerplate.h>
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#if NOT_EXCLUDED(OP_thresholdedrelu)
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#include <ops/declarable/CustomOperations.h>
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#include <ops/declarable/helpers/legacy_helpers.h>
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#include <ops/declarable/helpers/activations.h>
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namespace nd4j {
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namespace ops {
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////////////////////////////////////////////////////////////////////////
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CONFIGURABLE_OP_IMPL(thresholdedrelu, 1, 1, true, 0, 0) {
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auto input = INPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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auto scalar = block.numT() > 0 ? block.getTArguments()->at(0) : 0.0;
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helpers::thresholdRelu(block.launchContext(), *input, scalar, *output);
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return Status::OK();
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}
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DECLARE_TYPES(thresholdedrelu) {
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getOpDescriptor()
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->setAllowedInputTypes(0, DataType::ANY)
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->setSameMode(true);
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}
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////////////////////////////////////////////////////////////////////////
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CONFIGURABLE_OP_IMPL(thresholdedrelu_bp, 2, 1, true, 0, 0) {
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auto input = INPUT_VARIABLE(0);
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auto dLdO = INPUT_VARIABLE(1);
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auto dLdI = OUTPUT_VARIABLE(0);
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auto threshold = block.numT() > 0 ? block.getTArguments()->at(0) : 0.0;
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helpers::thresholdReluDerivative(block.launchContext(), input, threshold, dLdO, dLdI);
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return Status::OK();
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}
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DECLARE_TYPES(thresholdedrelu_bp) {
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getOpDescriptor()
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->setAllowedInputTypes(0, DataType::ANY)
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->setAllowedInputTypes(1, {DataType::FLOAT32, DataType ::DOUBLE, DataType::HALF})
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->setAllowedOutputTypes(0, {DataType::FLOAT32, DataType ::DOUBLE, DataType::HALF});
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}
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}
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}
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#endif |