data_reader_mnist.hpp

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// Copyright (c) 2014-2023, Lawrence Livermore National Security, LLC.
// Produced at the Lawrence Livermore National Laboratory.
// Written by the LBANN Research Team (B. Van Essen, et al.) listed in
// the CONTRIBUTORS file. <lbann-dev@llnl.gov>
//
// LLNL-CODE-697807.
// All rights reserved.
//
// This file is part of LBANN: Livermore Big Artificial Neural Network
// Toolkit. For details, see http://software.llnl.gov/LBANN or
// https://github.com/LLNL/LBANN.
//
// Licensed under the Apache License, Version 2.0 (the "Licensee"); 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.
//
// mnist_reader .hpp .cpp - data reader class for MNIST dataset

#ifndef LBANN_DATA_READER_MNIST_HPP
#define LBANN_DATA_READER_MNIST_HPP

#include "data_reader_image.hpp"

namespace lbann {

class mnist_reader : public image_data_reader
{
public:
  mnist_reader(bool shuffle = true);
  mnist_reader();
  mnist_reader(const mnist_reader&) = default;
  mnist_reader& operator=(const mnist_reader&) = default;
  ~mnist_reader() override {}
  mnist_reader* copy() const override { return new mnist_reader(*this); }

  std::string get_type() const override { return "mnist_reader"; }

  void set_input_params(const int, const int, const int, const int) override
  {
    set_defaults();
  }

  // MNIST-specific functions
  void load() override;

protected:
  void set_defaults() override;
  bool fetch_datum(CPUMat& X, int data_id, int mb_idx) override;
  bool fetch_label(CPUMat& Y, int data_id, int mb_idx) override;

protected:
  std::vector<std::vector<unsigned char>> m_image_data;
};

} // namespace lbann

#endif // LBANN_DATA_READER_MNIST_HPP