data_reader_merge_samples.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.
//
// data_reader_merge_samples.hpp .cpp - Merge samples from multiple data readers

#ifndef LBANN_DATA_READER_MERGE_SAMPLES_HPP
#define LBANN_DATA_READER_MERGE_SAMPLES_HPP

#include "compound_data_reader.hpp"

namespace lbann {

class data_reader_merge_samples : public generic_compound_data_reader
{
public:
  data_reader_merge_samples(std::vector<generic_data_reader*> data_readers,
                            bool shuffle = true);
  data_reader_merge_samples(const data_reader_merge_samples&);
  data_reader_merge_samples& operator=(const data_reader_merge_samples&);
  ~data_reader_merge_samples() override;
  data_reader_merge_samples* copy() const override
  {
    return new data_reader_merge_samples(*this);
  }

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

  void load() override;

  int get_num_labels() const override
  {
    return m_data_readers[0]->get_num_labels();
  }
  int get_num_responses() const override
  {
    return m_data_readers[0]->get_num_responses();
  }
  int get_linearized_data_size() const override
  {
    return m_data_readers[0]->get_linearized_data_size();
  }
  int get_linearized_label_size() const override
  {
    return m_data_readers[0]->get_linearized_label_size();
  }
  int get_linearized_response_size() const override
  {
    return m_data_readers[0]->get_linearized_response_size();
  }
  const std::vector<El::Int> get_data_dims() const override
  {
    return m_data_readers[0]->get_data_dims();
  }

  const std::vector<int>& get_num_samples_psum() { return m_num_samples_psum; }

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

  std::vector<int> m_num_samples_psum;

  void setup_indices(int num_samples);

  size_t compute_num_samples_psum();

  void sanity_check_for_consistency(int num_labels,
                                    int data_size,
                                    int label_size,
                                    const std::vector<El::Int>& data_dims);
};

} // namespace lbann

#endif // LBANN_DATA_READER_MERGE_SAMPLES_HPP