one_hot_op.h

// Copyright (c) 2019 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 <string>
#include <vector>
#include "lite/core/op_lite.h"
#include "lite/core/scope.h"
#include "lite/utils/all.h"

namespace paddle {
namespace lite {
namespace operators {
/* note:
One Hot Operator. This operator creates the one-hot representations for input
index values. The following example will help to explain the function of this
operator:
X is a LoDTensor:
  X.lod = [[0, 1, 4]]
  X.shape = [4, 1]
  X.data = [[1], [1], [3], [0]]
set depth = 4
Out is a LoDTensor:
  Out.lod = [[0, 1, 4]]
  Out.shape = [4, 4]
  Out.data = [[0., 1., 0., 0.],
              [0., 1., 0., 0.],
              [0., 0., 0., 1.],
              [1., 0., 0., 0.]]   */

class OneHotOp : public OpLite {
 public:
  OneHotOp() {}
  explicit OneHotOp(const std::string &op_type) : OpLite(op_type) {}

  bool CheckShape() const override;

  bool InferShapeImpl() const override;

  bool AttachImpl(const cpp::OpDesc &opdesc, lite::Scope *scope) override;

  void AttachKernel(KernelBase *kernel) override { kernel->SetParam(param_); }

  std::string DebugString() const override { return "one_hot"; }

#ifdef LITE_WITH_PROFILE
  void GetOpRuntimeInfo(paddle::lite::profile::OpCharacter *ch) {
    ch->input_shape = ch->DimToStr(param_.X->dims());
    ch->output_shape = ch->DimToStr(param_.Out->dims());
    ch->macs = param_.X->numel() * 1.f;
  }
#endif

 private:
  mutable OneHotParam param_;
};

}  // namespace operators
}  // namespace lite
}  // namespace paddle