convert_mnist_siamese_data.cpp

//
// This script converts the MNIST dataset to the leveldb format used
// by caffe to train siamese network.
// Usage:
//    convert_mnist_data input_image_file input_label_file output_db_file
// The MNIST dataset could be downloaded at
//    http://yann.lecun.com/exdb/mnist/
#include <fstream>  // NOLINT(readability/streams)
#include <string>

#include "glog/logging.h"
#include "google/protobuf/text_format.h"
#include "stdint.h"

#include "caffe/proto/caffe.pb.h"
#include "caffe/util/format.hpp"
#include "caffe/util/math_functions.hpp"

#ifdef USE_LEVELDB
#include "leveldb/db.h"

uint32_t swap_endian(uint32_t val) {
    val = ((val << 8) & 0xFF00FF00) | ((val >> 8) & 0xFF00FF);
    return (val << 16) | (val >> 16);
}

void read_image(std::ifstream* image_file, std::ifstream* label_file,
        uint32_t index, uint32_t rows, uint32_t cols,
        char* pixels, char* label) {
  image_file->seekg(index * rows * cols + 16);
  image_file->read(pixels, rows * cols);
  label_file->seekg(index + 8);
  label_file->read(label, 1);
}

void convert_dataset(const char* image_filename, const char* label_filename,
        const char* db_filename) {
  // Open files
  std::ifstream image_file(image_filename, std::ios::in | std::ios::binary);
  std::ifstream label_file(label_filename, std::ios::in | std::ios::binary);
  CHECK(image_file) << "Unable to open file " << image_filename;
  CHECK(label_file) << "Unable to open file " << label_filename;
  // Read the magic and the meta data
  uint32_t magic;
  uint32_t num_items;
  uint32_t num_labels;
  uint32_t rows;
  uint32_t cols;

  image_file.read(reinterpret_cast<char*>(&magic), 4);
  magic = swap_endian(magic);
  CHECK_EQ(magic, 2051) << "Incorrect image file magic.";
  label_file.read(reinterpret_cast<char*>(&magic), 4);
  magic = swap_endian(magic);
  CHECK_EQ(magic, 2049) << "Incorrect label file magic.";
  image_file.read(reinterpret_cast<char*>(&num_items), 4);
  num_items = swap_endian(num_items);
  label_file.read(reinterpret_cast<char*>(&num_labels), 4);
  num_labels = swap_endian(num_labels);
  CHECK_EQ(num_items, num_labels);
  image_file.read(reinterpret_cast<char*>(&rows), 4);
  rows = swap_endian(rows);
  image_file.read(reinterpret_cast<char*>(&cols), 4);
  cols = swap_endian(cols);

  // Open leveldb
  leveldb::DB* db;
  leveldb::Options options;
  options.create_if_missing = true;
  options.error_if_exists = true;
  leveldb::Status status = leveldb::DB::Open(
      options, db_filename, &db);
  CHECK(status.ok()) << "Failed to open leveldb " << db_filename
      << ". Is it already existing?";

  char label_i;
  char label_j;
  char* pixels = new char[2 * rows * cols];
  std::string value;

  caffe::Datum datum;
  datum.set_channels(2);  // one channel for each image in the pair
  datum.set_height(rows);
  datum.set_width(cols);
  LOG(INFO) << "A total of " << num_items << " items.";
  LOG(INFO) << "Rows: " << rows << " Cols: " << cols;
  for (int itemid = 0; itemid < num_items; ++itemid) {
    int i = caffe::caffe_rng_rand() % num_items;  // pick a random  pair
    int j = caffe::caffe_rng_rand() % num_items;
    read_image(&image_file, &label_file, i, rows, cols,
        pixels, &label_i);
    read_image(&image_file, &label_file, j, rows, cols,
        pixels + (rows * cols), &label_j);
    datum.set_data(pixels, 2*rows*cols);
    if (label_i  == label_j) {
      datum.set_label(1);
    } else {
      datum.set_label(0);
    }
    datum.SerializeToString(&value);
    std::string key_str = caffe::format_int(itemid, 8);
    db->Put(leveldb::WriteOptions(), key_str, value);
  }

  delete db;
  delete [] pixels;
}

int main(int argc, char** argv) {
  if (argc != 4) {
    printf("This script converts the MNIST dataset to the leveldb format used\n"
           "by caffe to train a siamese network.\n"
           "Usage:\n"
           "    convert_mnist_data input_image_file input_label_file "
           "output_db_file\n"
           "The MNIST dataset could be downloaded at\n"
           "    http://yann.lecun.com/exdb/mnist/\n"
           "You should gunzip them after downloading.\n");
  } else {
    google::InitGoogleLogging(argv[0]);
    convert_dataset(argv[1], argv[2], argv[3]);
  }
  return 0;
}
#else
int main(int argc, char** argv) {
  LOG(FATAL) << "This example requires LevelDB; compile with USE_LEVELDB.";
}
#endif  // USE_LEVELDB