/* Copyright (c) 2017 PaddlePaddle Authors. All Rights Reserve. 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. */ #pragma once #include <vector> #include "Matrix.h" #include "mkldnn.hpp" #include "paddle/parameter/Parameter.h" namespace paddle { class MKLDNNMatrix; typedef std::shared_ptr<MKLDNNMatrix> MKLDNNMatrixPtr; /** * @brief MKLDNN Matrix. * */ class MKLDNNMatrix : public CpuMatrix, public mkldnn::memory { public: MKLDNNMatrix(CpuMatrixPtr m, mkldnn::memory::primitive_desc pd) : CpuMatrix(m->getData(), m->getHeight(), m->getWidth(), false), mkldnn::memory(pd, m->getData()), m_(m) {} ~MKLDNNMatrix() {} /** * Create MKLDNNMatrix from a MatrixPtr and memory primitive_desc */ static MKLDNNMatrixPtr create(MatrixPtr m, mkldnn::memory::primitive_desc pd); /** * Create MKLDNNMatrix from a MatrixPtr and memory details info */ static MKLDNNMatrixPtr create( MatrixPtr m, mkldnn::memory::dims dims, mkldnn::memory::format fmt, mkldnn::engine& eg, mkldnn::memory::data_type dtype = mkldnn::memory::data_type::f32); public: /** * Reorder this MKLDNNMatrix from other format. * Support inplace reorder. * @note: this function would only reorder the data layout. * will NOT change this original dim or format info */ void reorderDataFrom(const MKLDNNMatrixPtr& m, memory::format srcFmt, memory::dims targetDim); /** * Reorder this MKLDNNMatrix to other format. * Support inplace reorder. * @note: this function would only reorder the data layout. * will NOT change the dst dim or format info */ void reorderDataTo(const MKLDNNMatrixPtr& m, memory::format dstFmt, memory::dims targetDim); /** * Dimensionality reduction. * Change format "nchw --> nc" or "oihw --> oi" if the h and w are both 1 */ void downSpatial(); /** * set the memory data handle. * Caution: This will not check the buffer size of the data, * it should be coverd by user. */ void setData(real* data) { set_data_handle(data); CpuMatrix::setData(data); m_.reset(); } /** * override Matrix::getData * check data before return */ real* getData() override { CHECK_EQ((void*)data_, get_data_handle()); return data_; } const real* getData() const override { CHECK_EQ((void*)data_, get_data_handle()); return data_; } /** * Get primitive descriptor. */ mkldnn::memory::primitive_desc getPrimitiveDesc() { return this->get_primitive_desc(); } /** * Get memory descriptor. */ mkldnn::memory::desc getMemoryDesc() { return getPrimitiveDesc().desc(); } /** * Get dimensions. */ mkldnn::memory::dims getDims() { mkldnn::memory::desc md = getMemoryDesc(); const int* src = md.data.dims; int ndims = md.data.ndims; mkldnn::memory::dims dst; dst.resize(ndims); for (int i = 0; i < ndims; ++i) { dst[i] = src[i]; } return dst; } /** * Get format. */ mkldnn::memory::format getFormat() { return (mkldnn::memory::format)(getMemoryDesc().data.format); } /** * Get memory data type. */ mkldnn::memory::data_type getDtype() { return (mkldnn::memory::data_type)(getMemoryDesc().data.data_type); } /** * Get engine. */ mkldnn::engine getEngine() { return getPrimitiveDesc().get_engine(); } protected: /** * Do reorder once. * Can support inplace. */ void reorderOnce(void* srcData, void* dstData, memory::format srcFmt, memory::format dstFmt, memory::dims dm); private: // save the CpuMatrixPtr in case the buffer released outside CpuMatrixPtr m_; }; } // namespace paddle