require "open-uri" require "zlib" require "archive/tar/minitar" require_relative "../ext/cifar10_loader/cifar10_loader" URL_CIFAR10 = "https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz" CIFAR10_DIR = "cifar-10-batches-bin" module DNN module CIFAR10 class DNN_CIFAR10_LoadError < DNN_Error; end class DNN_CIFAR10_DownloadError < DNN_Error; end private_class_method :load_binary def self.downloads return if Dir.exist?(__dir__ + "/" + CIFAR10_DIR) cifar10_binary_file_name = __dir__ + "/" + URL_CIFAR10.match(%r`.+/(.+)`)[1] puts "Now downloading..." open(URL_CIFAR10, "rb") do |f| File.binwrite(cifar10_binary_file_name, f.read) begin Zlib::GzipReader.open(cifar10_binary_file_name) do |gz| Archive::Tar::Minitar::unpack(gz, __dir__) end ensure File.unlink(cifar10_binary_file_name) end end puts "The download has ended." rescue => ex raise DNN_CIFAR10_DownloadError.new(ex.message) end def self.load_train downloads bin = "" (1..5).each do |i| fname = __dir__ + "/#{CIFAR10_DIR}/data_batch_#{i}.bin" raise DNN_CIFAR10_LoadError.new(%`file "#{fname}" is not found.`) unless File.exist?(fname) bin << File.binread(fname) end x_bin, y_bin = load_binary(bin, 50000) x_train = Numo::UInt8.from_binary(x_bin).reshape(50000, 3, 32, 32).transpose(0, 2, 3, 1).clone y_train = Numo::UInt8.from_binary(y_bin) [x_train, y_train] end def self.load_test downloads fname = __dir__ + "/#{CIFAR10_DIR}/test_batch.bin" raise DNN_CIFAR10_LoadError.new(%`file "#{fname}" is not found.`) unless File.exist?(fname) bin = File.binread(fname) x_bin, y_bin = load_binary(bin, 10000) x_test = Numo::UInt8.from_binary(x_bin).reshape(10000, 3, 32, 32).transpose(0, 2, 3, 1).clone y_test = Numo::UInt8.from_binary(y_bin) [x_test, y_test] end end end