// 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. #include "paddle/phi/kernels/masked_select_kernel.h" #include #include #include #include #include "paddle/phi/backends/gpu/gpu_context.h" #include "paddle/phi/common/amp_type_traits.h" #include "paddle/phi/core/kernel_registry.h" #include "paddle/phi/kernels/expand_kernel.h" #include "paddle/phi/kernels/funcs/common_shape.h" #include "paddle/phi/kernels/funcs/select_impl.cu.h" namespace phi { template struct MaskedSelectFunctor { HOSTDEVICE MaskedSelectFunctor() {} HOSTDEVICE inline void operator()(OutT* out, const MT* mask, const InT* value, int num) { int store_fix = 0; for (int idx = 0; idx < num; idx++) { if (mask[idx]) { out[store_fix++] = value[idx]; } } } }; template void MaskedSelectKernel(const Context& dev_ctx, const DenseTensor& x, const DenseTensor& mask, DenseTensor* out) { DenseTensor mask_expand; DenseTensor x_expand; auto expanded_size = funcs::MatrixGetBroadcastBatchPortion( vectorize(x.dims()), vectorize(mask.dims())); DDim epxand_dims = make_ddim(expanded_size); if (mask.dims() != epxand_dims) { phi::ExpandKernel( dev_ctx, mask, IntArray(expanded_size), &mask_expand); } else { mask_expand = mask; } if (x.dims() != epxand_dims) { phi::ExpandKernel( dev_ctx, x, IntArray(expanded_size), &x_expand); } else { x_expand = x; } auto input_dim = x_expand.dims(); auto mask_dim = mask_expand.dims(); PADDLE_ENFORCE_EQ(input_dim, mask_dim, phi::errors::InvalidArgument( "The dim size of input and mask in OP(masked_selected) " "must be equal, but got input dim:(%ld), mask dim: " "(%ld). Please check input " "value.", input_dim, mask_dim)); using Functor = MaskedSelectFunctor; phi::funcs::SelectKernel( dev_ctx, mask_expand, x_expand, out, Functor()); } } // namespace phi PD_REGISTER_KERNEL(masked_select, GPU, ALL_LAYOUT, phi::MaskedSelectKernel, float, double, int, int64_t, phi::dtype::float16, phi::dtype::bfloat16) { kernel->InputAt(1).SetDataType(phi::DataType::BOOL); }