gather_nd_grad_kernel.cu 2.4 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14
// 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.

15 16
#include "paddle/phi/kernels/gather_nd_grad_kernel.h"

17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66
#include "paddle/phi/backends/gpu/gpu_context.h"
#include "paddle/phi/core/kernel_registry.h"
#include "paddle/phi/kernels/funcs/eigen/common.h"
#include "paddle/phi/kernels/funcs/scatter.cu.h"

namespace phi {

template <typename T, typename Context>
void GatherNdGradKernel(const Context &ctx,
                        const DenseTensor &x,
                        const DenseTensor &index,
                        const DenseTensor &out_grad,
                        DenseTensor *x_grad) {
  ctx.template Alloc<T>(x_grad);
  auto dxt = phi::EigenVector<T>::Flatten(*x_grad);
  auto &place = *ctx.eigen_device();
  dxt.device(place) = dxt.constant(static_cast<T>(0));
  if (out_grad.numel() == 0) return;

  const auto &index_type = index.dtype();
  bool index_type_match =
      index_type == phi::DataType::INT32 || index_type == phi::DataType::INT64;

  PADDLE_ENFORCE_EQ(
      index_type_match,
      true,
      phi::errors::InvalidArgument("Index holds the wrong type, it holds [%s],"
                                   "but desires to be [%s] or [%s].",
                                   index_type,
                                   phi::DataType::INT32,
                                   phi::DataType::INT64));

  if (index_type == phi::DataType::INT32) {
    phi::funcs::GPUScatterNdAdd<T, int>(ctx, out_grad, index, x_grad);
  } else if (index_type == phi::DataType::INT64) {
    phi::funcs::GPUScatterNdAdd<T, int64_t>(ctx, out_grad, index, x_grad);
  }
}

}  // namespace phi

PD_REGISTER_KERNEL(gather_nd_grad,
                   GPU,
                   ALL_LAYOUT,
                   phi::GatherNdGradKernel,
                   float,
                   double,
                   int64_t,
                   int,
                   phi::dtype::float16) {}