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/* Copyright (c) 2017 PaddlePaddle Authors. All Rights Reserve.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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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,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#include "MKLDNNPoolLayer.h"
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#include "paddle/utils/Logging.h"
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using namespace mkldnn; // NOLINT
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typedef memory::format format;
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namespace paddle {
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REGISTER_LAYER(mkldnn_pool, MKLDNNPoolLayer);
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bool MKLDNNPoolLayer::init(const LayerMap& layerMap,
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const ParameterMap& parameterMap) {
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if (!MKLDNNLayer::init(layerMap, parameterMap)) {
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return false;
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}
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return true;
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}
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void MKLDNNPoolLayer::reshape(
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int& bs, int& ic, int& ih, int& iw, int oc, int& oh, int& ow) {
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reshapeInput(bs, ih, iw);
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// cal output sizes
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// oc can not be changed
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reshapeOutput(oh, ow);
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resizeOutput(bs, oc * oh * ow);
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printSizeInfo();
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}
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void MKLDNNPoolLayer::resetFwd(std::vector<primitive>& pipeline,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& wgt,
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MKLDNNMatrixPtr& bias,
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MKLDNNMatrixPtr& out) {
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resetFwdBuffers(in, out);
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resetFwdPD(fwdPD_, in, out);
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resetFwdPipeline(pipeline, fwdPD_, in, out);
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printValueFormatFlow();
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}
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void MKLDNNPoolLayer::resetBwd(std::vector<primitive>& pipeline,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& wgt,
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MKLDNNMatrixPtr& bias,
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MKLDNNMatrixPtr& out) {
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std::shared_ptr<pool_bwd::primitive_desc> pd;
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resetBwdBuffers(in, out);
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resetBwdPD(pd, in, out);
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resetBwdPipeline(pipeline, pd, in, out);
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printGradFormatFlow();
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}
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void MKLDNNPoolLayer::updateInputData() {
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inVal_->setData(getInputValue(0, CPU_DEVICE)->getData());
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}
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void MKLDNNPoolLayer::resetFwdBuffers(MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out) {
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resetInValue(in);
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resetOutValue(out);
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}
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void MKLDNNPoolLayer::resetInValue(MKLDNNMatrixPtr& in) {}
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void MKLDNNPoolLayer::resetOutValue(MKLDNNMatrixPtr& out) {}
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void MKLDNNPoolLayer::resetFwdPD(std::shared_ptr<pool_fwd::primitive_desc>& pd,
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MKLDNNMatrixPtr in,
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MKLDNNMatrixPtr out) {}
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void MKLDNNPoolLayer::resetFwdPipeline(
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std::vector<mkldnn::primitive>& pipeline,
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std::shared_ptr<pool_fwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out) {}
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void MKLDNNPoolLayer::resetBwdBuffers(MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out) {
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resetOutGrad(out);
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resetInGrad(in);
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}
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void MKLDNNPoolLayer::resetOutGrad(MKLDNNMatrixPtr& out) {}
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void MKLDNNPoolLayer::resetInGrad(MKLDNNMatrixPtr& in) {}
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void MKLDNNPoolLayer::resetBwdPD(std::shared_ptr<pool_bwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out) {}
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void MKLDNNPoolLayer::resetBwdPipeline(
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std::vector<mkldnn::primitive>& pipeline,
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std::shared_ptr<pool_bwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out) {}
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} // namespace paddle
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@ -0,0 +1,93 @@
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/* Copyright (c) 2017 PaddlePaddle Authors. All Rights Reserve.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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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,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#pragma once
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#include "MKLDNNLayer.h"
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#include "mkldnn.hpp"
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namespace paddle {
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typedef mkldnn::pooling_forward pool_fwd;
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typedef mkldnn::pooling_backward pool_bwd;
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/**
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* @brief A subclass of MKLDNNLayer pool layer.
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*
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* The config file api is mkldnn_pool
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*/
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class MKLDNNPoolLayer : public MKLDNNLayer {
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protected:
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// save forward primitive_desc, which can be used backward
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std::shared_ptr<pool_fwd::primitive_desc> fwdPD_;
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public:
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explicit MKLDNNPoolLayer(const LayerConfig& config) : MKLDNNLayer(config) {}
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~MKLDNNPoolLayer() {}
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bool init(const LayerMap& layerMap,
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const ParameterMap& parameterMap) override;
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void reshape(
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int& bs, int& ic, int& ih, int& iw, int oc, int& oh, int& ow) override;
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void resetFwd(std::vector<mkldnn::primitive>& pipeline,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& wgt,
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MKLDNNMatrixPtr& bias,
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MKLDNNMatrixPtr& out) override;
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void resetBwd(std::vector<mkldnn::primitive>& pipeline,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& wgt,
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MKLDNNMatrixPtr& bias,
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MKLDNNMatrixPtr& out) override;
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void updateInputData() override;
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protected:
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/**
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* Forward functions: reset buffers(input, output),
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* reset primitive descriptor,
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* reset pipeline.
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*/
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void resetFwdBuffers(MKLDNNMatrixPtr& in, MKLDNNMatrixPtr& out);
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void resetInValue(MKLDNNMatrixPtr& in);
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void resetOutValue(MKLDNNMatrixPtr& out);
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void resetFwdPD(std::shared_ptr<pool_fwd::primitive_desc>& pd,
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MKLDNNMatrixPtr in,
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MKLDNNMatrixPtr out);
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void resetFwdPipeline(std::vector<mkldnn::primitive>& pipeline,
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std::shared_ptr<pool_fwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out);
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/**
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* Backward functions: reset buffers(input, output),
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* reset primitive descriptor,
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* reset pipeline.
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*/
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void resetBwdBuffers(MKLDNNMatrixPtr& in, MKLDNNMatrixPtr& out);
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void resetOutGrad(MKLDNNMatrixPtr& out);
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void resetInGrad(MKLDNNMatrixPtr& in);
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void resetBwdPD(std::shared_ptr<pool_bwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out);
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void resetBwdPipeline(std::vector<mkldnn::primitive>& pipeline,
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std::shared_ptr<pool_bwd::primitive_desc>& pd,
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MKLDNNMatrixPtr& in,
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MKLDNNMatrixPtr& out);
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};
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} // namespace paddle
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