scatter_kernel.cc

// 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/scatter_kernel.h"
#include "paddle/phi/backends/cpu/cpu_context.h"
#include "paddle/phi/core/kernel_registry.h"
#include "paddle/phi/kernels/copy_kernel.h"
#include "paddle/phi/kernels/funcs/scatter.h"

namespace phi {

template <typename T, typename Context>
void ScatterKernel(const Context &ctx,
                   const DenseTensor &x,
                   const DenseTensor &index,
                   const DenseTensor &updates,
                   bool overwrite,
                   DenseTensor *out) {
  // In place output: Out = X, Out[Ids] = Updates
  phi::Copy(ctx, x, ctx.GetPlace(), false, out);
  // Apply ScatterUpdate: Out[index] = Updates[:]
  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 (overwrite) {
    if (index_type == phi::DataType::INT32) {
      phi::funcs::ScatterAssign<T, int32_t>(ctx, updates, index, out);
    } else {
      phi::funcs::ScatterAssign<T, int64_t>(ctx, updates, index, out);
    }
  } else {
    if (index_type == phi::DataType::INT32) {
      phi::funcs::ScatterAssignAdd<T, int32_t>(ctx, updates, index, out);
    } else {
      phi::funcs::ScatterAssignAdd<T, int64_t>(ctx, updates, index, out);
    }
  }
}

}  // namespace phi

PD_REGISTER_KERNEL(
    scatter, CPU, ALL_LAYOUT, phi::ScatterKernel, float, double, int, int64_t) {
}