/* Copyright (c) 2016 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 <type_traits>
#include "paddle/fluid/operators/math/detail/activation_functions.h"
#include "paddle/fluid/platform/hostdevice.h"

// TODO(guosheng): refine code style in gru_kernel
namespace paddle {
namespace operators {
namespace math {
namespace detail {

namespace forward {

template <typename T>
class gru_resetOutput {
 public:
  HOSTDEVICE void operator()(T *value_update_gate, T *value_reset_gate,
                             T *prev_out, T *value_reset_output,
                             ActivationType act_gate,
                             T *value_reset_bias = nullptr,
                             bool old_version = true) {
    *value_update_gate = activation(*value_update_gate, act_gate);
    *value_reset_gate = activation(*value_reset_gate, act_gate);
    if (old_version) {
      *value_reset_output = (*prev_out) * (*value_reset_gate);
    } else {
      *value_reset_output =
          (*value_reset_output + *value_reset_bias) * (*value_reset_gate);
    }
  }
#if !defined(__NVCC__) && !defined(__HIPCC___)  // @{ Group GRU reset output
#ifndef __AVX__
  static const bool avx = false;
#else
  static const bool avx = true;
  HOSTDEVICE void operator()(__m256 *value_update_gate,
                             __m256 *value_reset_gate, __m256 *prev_out,
                             __m256 *value_reset_output,
                             ActivationType act_gate,
                             __m256 *value_reset_bias = nullptr,
                             bool old_version = true) {
    *value_update_gate = activation(*value_update_gate, act_gate);
    *value_reset_gate = activation(*value_reset_gate, act_gate);
    if (old_version) {
      *value_reset_output = _mm256_mul_ps(*prev_out, *value_reset_gate);
    } else {
      *value_reset_output =
          _mm256_add_ps(*value_reset_output, *value_reset_bias);
      *value_reset_output =
          _mm256_mul_ps(*value_reset_output, *value_reset_gate);
    }
  }
#endif
#endif  // @} End Group GRU reset output
};

template <typename T>
class gru_finalOutput {
 public:
  HOSTDEVICE void operator()(T *value_update_gate, T *value_frame_state,
                             T *prev_out, T *value_output,
                             ActivationType act_input, bool origin_mode) {
    *value_frame_state = activation(*value_frame_state, act_input);
    if (origin_mode) {
      *value_output = ((*value_update_gate) * (*prev_out)) +
                      *value_frame_state -
                      ((*value_update_gate) * (*value_frame_state));
    } else {
      *value_output = *prev_out - ((*value_update_gate) * (*prev_out)) +
                      ((*value_update_gate) * (*value_frame_state));
    }
  }
#if !defined(__NVCC__) && !defined(__HIPCC___)  // @{ Group GRU final output
#ifndef __AVX__
  static const bool avx = false;
#else
  static const bool avx = true;
  HOSTDEVICE void operator()(__m256 *value_update_gate,
                             __m256 *value_frame_state, __m256 *prev_out,
                             __m256 *value_output, ActivationType act_input,
                             bool origin_mode) {
    *value_frame_state = activation(*value_frame_state, act_input);
    if (origin_mode) {
      *value_output = _mm256_sub_ps(
          _mm256_add_ps(_mm256_mul_ps(*value_update_gate, *prev_out),
                        *value_frame_state),
          _mm256_mul_ps(*value_update_gate, *value_frame_state));
    } else {
      *value_output = _mm256_add_ps(
          _mm256_sub_ps(*prev_out,
                        _mm256_mul_ps(*value_update_gate, *prev_out)),
          _mm256_mul_ps(*value_update_gate, *value_frame_state));
    }
  }
#endif
#endif  // @} End Group GRU final output
};
}  // namespace forward

namespace backward {

template <typename T>
class gru_stateGrad {
 public:
  HOSTDEVICE void operator()(T *value_update_gate, T *grad_update_gate,
                             T *value_frame_state, T *grad_frame_state,
                             T *value_prev_out, T *grad_prev_out,
                             T *grad_output, ActivationType act_input,
                             bool origin_mode) {
    if (origin_mode) {
      *grad_update_gate =
          (*grad_output) * ((*value_prev_out) - (*value_frame_state));
      *grad_prev_out += (*grad_output * (*value_update_gate));
      *grad_frame_state = activation(
          *grad_output * (static_cast<T>(1.0) - (*value_update_gate)),
          *value_frame_state, act_input);
    } else {
      *grad_update_gate =
          (*grad_output) * ((*value_frame_state) - (*value_prev_out));
      *grad_prev_out +=
          (*grad_output * (static_cast<T>(1.0) - *value_update_gate));
      *grad_frame_state = activation(*grad_output * (*value_update_gate),
                                     *value_frame_state, act_input);
    }
  }
#if !defined(__NVCC__) && !defined(__HIPCC___)  // @{ Group GRU state grad
#ifndef __AVX__
  static const bool avx = false;
#else
  static const bool avx = true;
  HOSTDEVICE void operator()(__m256 *value_update_gate,
                             __m256 *grad_update_gate,
                             __m256 *value_frame_state,
                             __m256 *grad_frame_state, __m256 *value_prev_out,
                             __m256 *grad_prev_out, __m256 *grad_output,
                             ActivationType act_input, bool origin_mode) {
    if (origin_mode) {
      *grad_update_gate = _mm256_mul_ps(
          *grad_output, _mm256_sub_ps(*value_prev_out, *value_frame_state));
      *grad_prev_out = _mm256_add_ps(
          *grad_prev_out, _mm256_mul_ps(*grad_output, *value_update_gate));
      *grad_frame_state = activation(
          _mm256_mul_ps(*grad_output, _mm256_sub_ps(_mm256_set1_ps(1.0f),
                                                    *value_update_gate)),
          *value_frame_state, act_input);
    } else {
      *grad_update_gate = _mm256_mul_ps(
          *grad_output, _mm256_sub_ps(*value_frame_state, *value_prev_out));
      *grad_prev_out = _mm256_add_ps(
          *grad_prev_out,
          _mm256_mul_ps(*grad_output, _mm256_sub_ps(_mm256_set1_ps(1.0f),
                                                    *value_update_gate)));
      *grad_frame_state =
          activation(_mm256_mul_ps(*grad_output, *value_update_gate),
                     *value_frame_state, act_input);
    }
  }
#endif
#endif  // @} End Group GRU state grad
};

template <typename T>
class gru_resetGrad {
 public:
  HOSTDEVICE void operator()(T *value_update_gate, T *grad_update_gate,
                             T *value_reset_gate, T *grad_reset_gate,
                             T *value_prev_out, T *grad_prev_out,
                             T *grad_reset_output, ActivationType act_gate) {
    *grad_reset_gate = (*grad_reset_output * (*value_prev_out));
    *grad_prev_out += (*grad_reset_output * (*value_reset_gate));
    *grad_update_gate =
        activation(*grad_update_gate, *value_update_gate, act_gate);
    *grad_reset_gate =
        activation(*grad_reset_gate, *value_reset_gate, act_gate);
  }
#if !defined(__NVCC__) && !defined(__HIPCC___)  // @{ Group GRU reset grad
#ifndef __AVX__
  static const bool avx = false;
#else
  static const bool avx = true;
  HOSTDEVICE void operator()(__m256 *value_update_gate,
                             __m256 *grad_update_gate, __m256 *value_reset_gate,
                             __m256 *grad_reset_gate, __m256 *value_prev_out,
                             __m256 *grad_prev_out, __m256 *grad_reset_output,
                             ActivationType act_gate) {
    *grad_reset_gate = _mm256_mul_ps(*grad_reset_output, *value_prev_out);
    *grad_prev_out = _mm256_add_ps(
        *grad_prev_out, _mm256_mul_ps(*grad_reset_output, *value_reset_gate));
    *grad_update_gate =
        activation(*grad_update_gate, *value_update_gate, act_gate);
    *grad_reset_gate =
        activation(*grad_reset_gate, *value_reset_gate, act_gate);
  }
#endif
#endif  // @} End Group GRU reset grad
};
template <typename T>
class gru {
 public:
  HOSTDEVICE void operator()(T *value_reset_gate, T *grad_reset_gate,
                             T *value_update_gate, T *grad_update_gate,
                             T *value_frame_state, T *grad_frame_state,
                             T *value_prev_out, T *grad_prev_out,
                             T *grad_output, T *value_reset_output,
                             T *grad_reset_output, ActivationType act_node,
                             ActivationType act_gate) {
    *grad_update_gate =
        activation((*grad_output) * ((*value_prev_out) - (*value_frame_state)),
                   (*value_update_gate), act_gate);
    *grad_prev_out += (*grad_output * (*value_update_gate));
    *grad_frame_state =
        activation(*grad_output * (static_cast<T>(1.0) - (*value_update_gate)),
                   *value_frame_state, act_node);
    T reset_output = (*value_reset_output) / (*value_reset_gate);
    *grad_reset_gate = activation(reset_output * (*grad_frame_state),
                                  *value_reset_gate, act_gate);
    *grad_reset_output = (*value_reset_gate) * (*grad_frame_state);
  }
#if !defined(__NVCC__) && !defined(__HIPCC___)  // @{ Group GRU CPU
#ifndef __AVX__
  static const bool avx = false;
#else
  static const bool avx = true;
  HOSTDEVICE void operator()(__m256 *value_reset_gate, __m256 *grad_reset_gate,
                             __m256 *value_update_gate,
                             __m256 *grad_update_gate,
                             __m256 *value_frame_state,
                             __m256 *grad_frame_state, __m256 *value_prev_out,
                             __m256 *grad_prev_out, __m256 *grad_output,
                             __m256 *value_reset_output,
                             __m256 *grad_reset_output, ActivationType act_node,
                             ActivationType act_gate) {
    *grad_update_gate = activation(
        _mm256_mul_ps(*grad_output,
                      _mm256_sub_ps(*value_prev_out, *value_frame_state)),
        *value_update_gate, act_gate);
    *grad_prev_out = _mm256_add_ps(
        *grad_prev_out, _mm256_mul_ps(*grad_output, *value_update_gate));
    *grad_frame_state = activation(
        _mm256_mul_ps(*grad_output,
                      _mm256_sub_ps(_mm256_set1_ps(1.0f), *value_update_gate)),
        *value_frame_state, act_node);
    __m256 reset_output = _mm256_div_ps(*value_reset_output, *value_reset_gate);
    *grad_reset_gate =
        activation(_mm256_mul_ps(reset_output, *grad_frame_state),
                   *value_reset_gate, act_gate);
    *grad_reset_output = _mm256_mul_ps(*value_reset_gate, *grad_frame_state);
  }
#endif
#endif  // @} End Group GRU CPU
};

}  // namespace backward

}  // namespace detail
}  // namespace math
}  // namespace operators
}  // namespace paddle