funcs.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 <Eigen/Core>
#include <cmath>

#include "paddle/fluid/lite/arm/math/packed_sgemm.h"

namespace paddle {
namespace lite {
namespace arm {
namespace math {

template <typename T>
void fill_bias_fc(T* tensor, const T* bias, const int num, const int channel);

template <typename T>
void fc_compute_eigen(const T* x, int x_h, int x_w,  //
                      const T* w, int w_h, int w_w,  //
                      const T* b,                    //
                      T* out) {
  using matrix_t =
      Eigen::Matrix<T, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor>;

  Eigen::Map<const matrix_t> X(x, x_h, x_w);
  Eigen::Map<const matrix_t> W(w, w_h, w_w);
  Eigen::Map<matrix_t> Out(out, x_h, w_w);

  Out = X * W;

  if (b) {
    Eigen::Map<const Eigen::Matrix<T, 1, Eigen::Dynamic>> B(b, w_w);
    Out = Out.array().rowwise() + B.array();
  }
}

}  // namespace math
}  // namespace arm
}  // namespace lite
}  // namespace paddle