fc_op.h

/* Copyright (c) 2018 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/fluid/framework/op_registry.h"

namespace paddle {
namespace operators {

using Tensor = framework::Tensor;

class FCOp : public framework::OperatorWithKernel {
 public:
  using framework::OperatorWithKernel::OperatorWithKernel;

  void InferShape(framework::InferShapeContext* ctx) const override;

 protected:
  framework::OpKernelType GetExpectedKernelType(
      const framework::ExecutionContext& ctx) const override;
};

class FCOpGrad : public framework::OperatorWithKernel {
 public:
  using framework::OperatorWithKernel::OperatorWithKernel;

  void InferShape(framework::InferShapeContext* ctx) const override;

 protected:
  framework::OpKernelType GetExpectedKernelType(
      const framework::ExecutionContext& ctx) const override;
};

class FCOpMaker : public framework::OpProtoAndCheckerMaker {
 public:
  void Make() override;
};

inline void FCOutputSize(const framework::DDim& in_dims,
                         const framework::DDim& w_dims,
                         std::vector<int64_t>& out_dims,  // NOLINT
                         int in_num_col_dims) {
  auto in_mat_dims = framework::flatten_to_2d(in_dims, in_num_col_dims);
  PADDLE_ENFORCE_EQ(
      in_mat_dims[1], w_dims[0],
      "Fully Connected input and weigth size do not match. %s, %s");

  out_dims.reserve(static_cast<size_t>(in_num_col_dims + 1));
  for (int i = 0; i < in_num_col_dims; ++i) {
    out_dims.push_back(in_dims[i]);
  }
  out_dims.push_back(w_dims[1]);
}

}  // namespace operators
}  // namespace paddle