reshape.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.

#ifndef RESHAPE_HPP_INCLUDED
#define RESHAPE_HPP_INCLUDED

#include "lbann/layers/data_type_layer.hpp"
#include "lbann/utils/dim_helpers.hpp"

namespace lbann {

template <typename TensorDataType, data_layout T_layout, El::Device Dev>
class reshape_layer : public data_type_layer<TensorDataType>
{
public:
  reshape_layer(lbann_comm* comm, std::vector<int> dims)
    : data_type_layer<TensorDataType>(comm)
  {
    this->set_output_dims(dims);
  }
  reshape_layer* copy() const override { return new reshape_layer(*this); }


  template <typename ArchiveT>
  void serialize(ArchiveT& ar);


  std::string get_type() const override { return "reshape"; }
  data_layout get_data_layout() const override { return T_layout; }
  El::Device get_device_allocation() const override { return Dev; }
  bool can_run_inplace() const override { return false; }
  int get_backprop_requirements() const override { return ERROR_SIGNALS; }

protected:
  void write_specific_proto(lbann_data::Layer& proto) const final;

  friend class cereal::access;
  reshape_layer() : reshape_layer(nullptr, {1}) {}

  void setup_dims() override
  {
    data_type_layer<TensorDataType>::setup_dims();

    const auto& input_dims = this->get_input_dims();
    auto output_dims = this->get_output_dims();

    // Determine any unspecified dimensions
    int unspecified_dim = -1;
    for (size_t dim = 0; dim < output_dims.size(); ++dim) {
      if (output_dims[dim] <= 0) {
        if (unspecified_dim < 0) {
          unspecified_dim = dim;
        }
        output_dims[dim] = 1;
      }
    }
    if (unspecified_dim >= 0) {
      const auto specified_size = get_linear_size(output_dims);
      output_dims[unspecified_dim] = this->get_input_size() / specified_size;
      this->set_output_dims(output_dims);
    }

    // Check that reshape is valid
    if (this->get_input_size() != this->get_output_size()) {
      std::stringstream err;
      err << "input tensor dimensions (";
      for (size_t i = 0; i < input_dims.size(); ++i) {
        err << (i > 0 ? " x " : "") << input_dims[i];
      }
      err << ") do not match output tensor dimensions (";
      for (size_t i = 0; i < output_dims.size(); ++i) {
        err << (i > 0 ? "x" : "") << output_dims[i];
      }
      err << ")";
      err << " in " << this->get_type() << " layer "
          << "\"" << this->get_name() << "\"";
      LBANN_ERROR(err.str());
    }
  }

  void fp_setup_outputs() override
  {
    El::LockedView(this->get_activations(), this->get_prev_activations());
  }
  void bp_setup_gradient_wrt_inputs() override
  {
    El::LockedView(this->get_error_signals(), this->get_prev_error_signals());
  }
  void fp_compute() override {}
  void bp_compute() override {}
};

#ifndef LBANN_RESHAPE_LAYER_INSTANTIATE
#define PROTO_DEVICE(T, Device)                                                \
  extern template class reshape_layer<T, data_layout::DATA_PARALLEL, Device>;  \
  extern template class reshape_layer<T, data_layout::MODEL_PARALLEL, Device>

#include "lbann/macros/instantiate_device.hpp"
#undef PROTO_DEVICE
#endif // LBANN_RESHAPE_LAYER_INSTANTIATE

} // namespace lbann

#endif // RESHAPE_HPP_INCLUDED