require "zlib" require "archive/tar/minitar" require_relative "downloader" URL_CIFAR100 = "https://www.cs.toronto.edu/~kriz/cifar-100-binary.tar.gz" DIR_CIFAR100 = "cifar-100-binary" module DNN module CIFAR100 class DNN_CIFAR100_LoadError < DNNError; end def self.downloads return if Dir.exist?(DOWNLOADS_PATH + "/downloads/" + DIR_CIFAR100) Downloader.download(URL_CIFAR100) cifar100_binary_file_name = DOWNLOADS_PATH + "/downloads/" + URL_CIFAR100.match(%r`.+/(.+)`)[1] begin Zlib::GzipReader.open(cifar100_binary_file_name) do |gz| Archive::Tar::Minitar.unpack(gz, DOWNLOADS_PATH + "/downloads") end ensure File.unlink(cifar100_binary_file_name) end end def self.load_train downloads bin = "" fname = DOWNLOADS_PATH + "/downloads/#{DIR_CIFAR100}/train.bin" raise DNN_CIFAR100_LoadError, %`file "#{fname}" is not found.` unless File.exist?(fname) bin << File.binread(fname) datas = Numo::UInt8.from_binary(bin).reshape(50000, 3074) x_train = datas[true, 2...3074] x_train = x_train.reshape(50000, 3, 32, 32).transpose(0, 2, 3, 1).clone y_train = datas[true, 0...2] [x_train, y_train] end def self.load_test downloads fname = DOWNLOADS_PATH + "/downloads/#{DIR_CIFAR100}/test.bin" raise DNN_CIFAR100_LoadError, %`file "#{fname}" is not found.` unless File.exist?(fname) bin = File.binread(fname) datas = Numo::UInt8.from_binary(bin).reshape(10000, 3074) x_test = datas[true, 2...3074] x_test = x_test.reshape(10000, 3, 32, 32).transpose(0, 2, 3, 1).clone y_test = datas[true, 0...2] [x_test, y_test] end end end