// Copyright (c) 2022 PaddlePaddle Authors. 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 // // 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 "paddle/phi/kernels/bmm_grad_kernel.h" #include "paddle/phi/kernels/funcs/blas/blas.h" #include "paddle/phi/kernels/impl/matmul_grad_kernel_impl.h" namespace phi { template void MatMul(const Context& dev_ctx, const DenseTensor& a, bool trans_a, const DenseTensor& b, bool trans_b, DenseTensor* out) { dev_ctx.template Alloc(out); auto blas = phi::funcs::GetBlas(dev_ctx); auto mat_dim_a = phi::funcs::CreateMatrixDescriptor(a.dims(), 0, trans_a); auto mat_dim_b = phi::funcs::CreateMatrixDescriptor(b.dims(), 0, trans_b); blas.MatMul(a, mat_dim_a, b, mat_dim_b, T(1), out, T(0)); } template void CalcInputGrad(const Context& dev_ctx, const DenseTensor& a, bool trans_a, const DenseTensor& b, bool trans_b, DenseTensor* out) { if (out == nullptr) return; MatMul(dev_ctx, a, trans_a, b, trans_b, out); } template void BmmGradKernel(const Context& dev_ctx, const DenseTensor& x, const DenseTensor& y, const DenseTensor& out_grad, DenseTensor* x_grad, DenseTensor* y_grad) { DenseTensor x_help = x; DenseTensor y_help = y; DenseTensor out_grad_help = out_grad; ReshapeXYOutIntoMatrixSequence( &x_help, &y_help, &out_grad_help, false, false); phi::DDim dx_dims; if (x_grad) { dx_dims = x_grad->dims(); if (dx_dims != x_help.dims()) { x_grad->Resize(x_help.dims()); } } phi::DDim dy_dims; if (y_grad) { dy_dims = y_grad->dims(); if (dy_dims != y_help.dims()) { y_grad->Resize(y_help.dims()); } } CalcInputGrad( dev_ctx, out_grad_help, false, y_help, true, x_grad); CalcInputGrad( dev_ctx, x_help, true, out_grad_help, false, y_grad); if (x_grad) { if (dx_dims != x_help.dims()) { x_grad->Resize(dx_dims); } } if (y_grad) { if (dy_dims != y_help.dims()) { y_grad->Resize(dy_dims); } } } } // namespace phi