module Remi # @api private # # Contains methods shared between CsvFile Parser/Encoder module DataSubject::CsvFile def self.included(base) base.extend(CsvFileClassMethods) end module CsvFileClassMethods def default_csv_options @default_csv_options ||= CSV::DEFAULT_OPTIONS.merge({ headers: true, header_converters: Remi::FieldSymbolizers[:standard], converters: [], col_sep: ',', encoding: 'UTF-8', quote_char: '"' }) end end end # @api public # # CsvFile parser # # @example # # class MyJob < Remi::Job # source :some_file do # extractor Remi::Extractor::LocalFile.new( # remote_path: 'some_file.csv' # ) # parser Remi::Parser::CsvFile.new( # csv_options: { # headers: true, # col_sep: '|' # } # ) # end # end # # job = MyJob.new # job.some_file.df # # =># # # id name # # 0 1 Albert # # 1 2 Betsy # # 2 3 Camu class Parser::CsvFile < Parser include Remi::DataSubject::CsvFile # @param csv_options [Hash] Standard Ruby CSV parsing options. # @param filename_field [Symbol] Name of the field to be used to write # the filename of the CSV being parsed (default: nil, meaning no field will be used) # @param preprocessor [Proc] A proc used to pre-process lines of the CSV file before being parsed def initialize(*args, **kargs, &block) super init_csv_file(*args, **kargs, &block) end # @return [Hash] Csv options hash attr_reader :csv_options # Converts a list of filenames into a dataframe after parsing them # according ot the csv options that were set # @param data [Object] Extracted data that needs to be parsed # @return [Remi::DataFrame] The data converted into a dataframe def parse(data) # Assumes that each file has exactly the same structure result_df = nil Array(data).each_with_index do |filename, idx| filename = filename.to_s logger.info "Converting #{filename} to a dataframe" processed_filename = preprocess(filename) csv_df = Daru::DataFrame.from_csv processed_filename, @csv_options csv_df[@filename_field] = Daru::Vector.new([filename] * csv_df.size, index: csv_df.index) if @filename_field if idx == 0 result_df = csv_df else result_df = result_df.concat csv_df end end Remi::DataFrame.create(:daru, result_df) end private def preprocess(filename) return filename unless @preprocessor logger.info "Preprocessing #{filename}" tmp_filename = File.join(Remi::Settings.work_dir, "#{Pathname.new(filename).basename}-#{SecureRandom.uuid}") dirname = Pathname.new(tmp_filename).dirname FileUtils.mkdir_p(dirname) unless File.directory? dirname File.open(tmp_filename, 'w') do |outfile| File.foreach(filename) do |in_line| outfile.write @preprocessor.call(in_line) end end tmp_filename end def init_csv_file(*args, csv_options: {}, filename_field: nil, preprocessor: nil, **kargs, &block) @csv_options = self.class.default_csv_options.merge(csv_options) @filename_field = filename_field @preprocessor = preprocessor end end # CsvFile Encoder # # @example # class MyJob < Remi::Job # target :my_target do # encoder Remi::Encoder::CsvFile.new( # csv_options: { col_sep: '|' } # ) # loader Remi::Loader::LocalFile.new( # path: 'test.csv' # ) # end # end # # my_df = Daru::DataFrame.new({ a: 1.upto(5).to_a, b: 6.upto(10) }) # job = MyJob.new # job.my_target.df = my_df # job.my_target.load class Encoder::CsvFile < Encoder include Remi::DataSubject::CsvFile # @param work_path [String,Pathname] Path to a directory used to temporarily store CSV files (default: Settings.work_dir) # @param csv_options [Hash] Standard Ruby CSV parser options. def initialize(*args, **kargs, &block) super init_csv_file_encoder(*args, **kargs, &block) end default_csv_options[:row_sep] = "\n" # @return [Hash] Csv options hash attr_reader :csv_options # Converts the dataframe to a CSV file stored in the local work directory. # # @param dataframe [Remi::DataFrame] The dataframe to be encoded # @return [Object] The path to the file def encode(dataframe) logger.info "Writing CSV file to temporary location #{@working_file}" dataframe.write_csv @working_file, @csv_options @working_file end private def init_csv_file_encoder(*args, work_path: Settings.work_dir, csv_options: {}, **kargs, &block) @working_file = File.join(work_path, SecureRandom.uuid) @csv_options = self.class.default_csv_options.merge(csv_options) end end end