data_reader_merge_features.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_features .hpp .cpp - Merge features from multiple data
// readers

#ifndef LBANN_DATA_READER_MERGE_FEATURES_HPP
#define LBANN_DATA_READER_MERGE_FEATURES_HPP

#include "compound_data_reader.hpp"

namespace lbann {

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

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

  void load() override;

  void setup(int num_io_threads,
             observer_ptr<thread_pool> io_thread_pool) override;

  int get_num_labels() const override
  {
    return m_label_reader->get_num_labels();
  }
  int get_linearized_data_size() const override { return m_data_size; }
  int get_linearized_label_size() const override
  {
    return m_label_reader->get_linearized_label_size();
  }
  const std::vector<El::Int> get_data_dims() const override
  {
    // Todo: Can we merge the dimensions of each reader sensibly?
    return {get_linearized_data_size()};
  }

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;

  generic_data_reader* m_label_reader;
  int m_data_size = 0;
};

} // namespace lbann

#endif // LBANN_DATA_READER_MERGE_FEATURES_HPP