module Disco module Data def load_movielens require "csv" item_path = download_file("ml-100k/u.item", "https://files.grouplens.org/datasets/movielens/ml-100k/u.item", file_hash: "553841ebc7de3a0fd0d6b62a204ea30c1e651aacfb2814c7a6584ac52f2c5701") data_path = download_file("ml-100k/u.data", "https://files.grouplens.org/datasets/movielens/ml-100k/u.data", file_hash: "06416e597f82b7342361e41163890c81036900f418ad91315590814211dca490") # convert u.item to utf-8 movies_str = File.read(item_path).encode("UTF-8", "binary", invalid: :replace, undef: :replace, replace: "") movies = {} CSV.parse(movies_str, col_sep: "|") do |row| movies[row[0]] = row[1] end data = [] CSV.foreach(data_path, col_sep: "\t") do |row| data << { user_id: row[0].to_i, item_id: movies[row[1]], rating: row[2].to_i } end data end private def download_file(fname, origin, file_hash:) require "digest" require "fileutils" require "net/http" require "tmpdir" # TODO handle this better raise "No HOME" unless ENV["HOME"] dest = "#{ENV["HOME"]}/.disco/#{fname}" FileUtils.mkdir_p(File.dirname(dest)) return dest if File.exist?(dest) temp_path = "#{Dir.tmpdir}/disco-#{Time.now.to_f}" # TODO better name digest = Digest::SHA2.new uri = URI(origin) # Net::HTTP automatically adds Accept-Encoding for compression # of response bodies and automatically decompresses gzip # and deflateresponses unless a Range header was sent. # https://ruby-doc.org/stdlib-2.6.4/libdoc/net/http/rdoc/Net/HTTP.html Net::HTTP.start(uri.host, uri.port, use_ssl: uri.scheme == "https") do |http| request = Net::HTTP::Get.new(uri) puts "Downloading data from #{origin}" File.open(temp_path, "wb") do |f| http.request(request) do |response| response.read_body do |chunk| f.write(chunk) digest.update(chunk) end end end end if digest.hexdigest != file_hash raise Error, "Bad hash: #{digest.hexdigest}" end puts "Hash verified: #{file_hash}" FileUtils.mv(temp_path, dest) dest end end end