vgg.h

#pragma once

#include <torch/nn.h>
#include "../macros.h"

namespace vision {
namespace models {
struct VISION_API VGGImpl : torch::nn::Module {
  torch::nn::Sequential features{nullptr}, classifier{nullptr};

  void _initialize_weights();

  explicit VGGImpl(
      const torch::nn::Sequential& features,
      int64_t num_classes = 1000,
      bool initialize_weights = true);

  torch::Tensor forward(torch::Tensor x);
};

// VGG 11-layer model (configuration "A")
struct VISION_API VGG11Impl : VGGImpl {
  explicit VGG11Impl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 13-layer model (configuration "B")
struct VISION_API VGG13Impl : VGGImpl {
  explicit VGG13Impl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 16-layer model (configuration "D")
struct VISION_API VGG16Impl : VGGImpl {
  explicit VGG16Impl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 19-layer model (configuration "E")
struct VISION_API VGG19Impl : VGGImpl {
  explicit VGG19Impl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 11-layer model (configuration "A") with batch normalization
struct VISION_API VGG11BNImpl : VGGImpl {
  explicit VGG11BNImpl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 13-layer model (configuration "B") with batch normalization
struct VISION_API VGG13BNImpl : VGGImpl {
  explicit VGG13BNImpl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 16-layer model (configuration "D") with batch normalization
struct VISION_API VGG16BNImpl : VGGImpl {
  explicit VGG16BNImpl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

// VGG 19-layer model (configuration 'E') with batch normalization
struct VISION_API VGG19BNImpl : VGGImpl {
  explicit VGG19BNImpl(
      int64_t num_classes = 1000,
      bool initialize_weights = true);
};

TORCH_MODULE(VGG);

TORCH_MODULE(VGG11);
TORCH_MODULE(VGG13);
TORCH_MODULE(VGG16);
TORCH_MODULE(VGG19);

TORCH_MODULE(VGG11BN);
TORCH_MODULE(VGG13BN);
TORCH_MODULE(VGG16BN);
TORCH_MODULE(VGG19BN);

} // namespace models
} // namespace vision