convolve.h

Go to the documentation of this file.

// File:        convolve.h
// Description: Convolutional layer that stacks the inputs over its rectangle
//              and pulls in random data to fill out-of-input inputs.
//              Output is therefore same size as its input, but deeper.
// Author:      Ray Smith
//
// (C) Copyright 2014, Google Inc.
// Licensed under the Apache License, Version 2.0 (the "License");
// 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 TESSERACT_LSTM_CONVOLVE_H_
#define TESSERACT_LSTM_CONVOLVE_H_
 
#include <tesseract/genericvector.h>
#include "matrix.h"
#include "network.h"
 
namespace tesseract {
 
// Makes each time-step deeper by stacking inputs over its rectangle. Does not
// affect the size of its input. Achieves this by bringing in random values in
// out-of-input areas.
class Convolve : public Network {
 public:
  // The area of convolution is 2*half_x + 1 by 2*half_y + 1, forcing it to
  // always be odd, so the center is the current pixel.
  Convolve(const STRING& name, int ni, int half_x, int half_y);
  ~Convolve() override = default;
 
  STRING spec() const override {
    STRING spec;
    spec.add_str_int("C", half_x_ * 2 + 1);
    spec.add_str_int(",", half_y_ * 2 + 1);
    return spec;
  }
 
  // Writes to the given file. Returns false in case of error.
  bool Serialize(TFile* fp) const override;
  // Reads from the given file. Returns false in case of error.
  bool DeSerialize(TFile* fp) override;
 
  // Runs forward propagation of activations on the input line.
  // See Network for a detailed discussion of the arguments.
  void Forward(bool debug, const NetworkIO& input,
               const TransposedArray* input_transpose,
               NetworkScratch* scratch, NetworkIO* output) override;
 
  // Runs backward propagation of errors on the deltas line.
  // See Network for a detailed discussion of the arguments.
  bool Backward(bool debug, const NetworkIO& fwd_deltas,
                NetworkScratch* scratch,
                NetworkIO* back_deltas) override;
 
 private:
  void DebugWeights() override {
    tprintf("Must override Network::DebugWeights for type %d\n", type_);
  }
 
 protected:
  // Serialized data.
  int32_t half_x_;
  int32_t half_y_;
};
 
}  // namespace tesseract.
 
#endif  // TESSERACT_LSTM_SUBSAMPLE_H_