diff --git a/case-study.md b/case-study.md new file mode 100644 index 0000000..b7520f7 --- /dev/null +++ b/case-study.md @@ -0,0 +1,119 @@ +# Case-study оптимизации + +## Актуальная проблема +В нашем проекте возникла серьёзная проблема. + +Необходимо было обработать файл с данными, чуть больше ста мегабайт. + +У нас уже была программа на `ruby`, которая умела делать нужную обработку. + +Она успешно работала на файлах размером пару мегабайт, но для большого файла она работала слишком долго, и не было понятно, закончит ли она вообще работу за какое-то разумное время. + +Я решил исправить эту проблему, оптимизировав эту программу. + +## Формирование метрики +Для того, чтобы понимать, дают ли мои изменения положительный эффект на быстродействие программы я придумал использовать такую метрику: Время выполнения программы + Расход памяти + +## Гарантия корректности работы оптимизированной программы +Программа поставлялась с тестом. Выполнение этого теста позволяет не допустить изменения логики программы при оптимизации. + +## Feedback-Loop +Для того, чтобы иметь возможность быстро проверять гипотезы я выстроил эффективный `feedback-loop`, который позволил мне получать обратную связь по эффективности сделанных изменений не более пол минуты. + +Вот как я построил `feedback_loop`: Для определения первых точек роста, я использовал файл со 10_000 строками данных. По мере улучшения метрики, увеличивал кол-во строк до максимума. + +## Вникаем в детали системы, чтобы найти 20% точек роста +Для того, чтобы найти "точки роста" для оптимизации я воспользовался : + - Выводом объём памяти RAM, выделенной процессу в настоящее время + - memory_profiler + - Отчётами исполюзуя gc_tracer + - Stackprof ObjectAllocations and Flamegraph + - Massif Visualizer исполюзуя valgrind + - QCachegrind memory profiling (данный инструмент внёс 90% КПД в процесс оптимизации) + +Вот какие проблемы удалось найти и решить + +### Ваша находка №1 +Используя Benchmark.realtime и 'print_memory_usage' + свои догадки. Удалось улучшить метрику. + +file_lines.each do |line| + cols = line.split(',') + users << parse_user(cols) if cols[0] == 'user' + sessions << parse_session(cols) if cols[0] == 'session' +end + +Используем "<<" и передаём переменную cols +Расход памяти уменьшился в 4 раза. + +### Ваша находка №2 +Время выполнения программы 10_000 ~ 10c, при 20_000 ~ 40c +Убираем перебор огромного массива sessions для создания User.new + +file_lines.each do |line| + *** + if cols[0] == 'session' + sessions_browsers << cols[3] + sessions_by_id[cols[1]] ||= {} + sessions_by_id[cols[1]]['sessions'] ||= [] + sessions_by_id[cols[1]]['sessions'] << parse_session(cols) + end + *** +end + +users.each do |user| + *** + user_sessions = sessions_by_id[user['id']]['sessions'] + *** +end + ++ модифицируем код под данную логику + +Время выполнения программы 20_000 ~ 0,5c +Расход памяти уменьшился в 100 раз. + +### Ваша находка №3 +Время выполнения программы при 500_000 ~ 34.57с + +Метод collect_stats_from_users вызывается 7 раз и внутри себя прогоняет список Users каждый раз. ++ Некоторые методы формирования хеша съедали память +Меняем на: + +users_objects.each do |user| + array_time = user.sessions.map { |s| s['time'].to_i } + array_browser = user.sessions.map { |s| s['browser'] } + user_key = "#{user.attributes['first_name']}" + ' ' + "#{user.attributes['last_name']}" + report['usersStats'][user_key] ||= {} + report['usersStats'][user_key]['sessionsCount'] = user.sessions.count + report['usersStats'][user_key]['totalTime'] = array_time.sum.to_s + ' min.' + report['usersStats'][user_key]['longestSession'] = array_time.max.to_s + ' min.' + report['usersStats'][user_key]['browsers'] = array_browser.map { |b| b.upcase}.sort.join(', ') + report['usersStats'][user_key]['usedIE'] = array_browser.map { |b| b.upcase =~ /INTERNET EXPLORER/ }.include? 0 + report['usersStats'][user_key]['alwaysUsedChrome'] = user.sessions.map{|s| s['browser']}.all? { |b| b.upcase =~ /CHROME/ } + report['usersStats'][user_key]['dates'] = user.sessions.map{|s| s['date'] }.sort.reverse +end + +Время выполнения программы при 500_000 ~ 17с +Расход памяти уменьшился в 3 раза. + +### Ваша находка №4 +Используя Benchmark.realtime и 'print_memory_usage'. Было замечено, что больше всего вызовов и затраченого времени уходит на "each". +Решил полностью убрать класс User, используем временный хеш (data) и попробуем убрать логику report в метод перебора строк файла. +Заодно избавимся от двух больших each: + - users.each + - users_objects.each + +В данный момент использую 10мб файл для определения метрики. + +Результаты до: + Время выполнения программы 50c + Max Расход памяти ~1000гб. +Результаты после: + Время выполнения программы 25c + Max Расход памяти ~450гб. + +## Результаты +В результате проделанной оптимизации наконец удалось обработать файл с данными. +Удалось улучшить метрику системы с не работающей программы, до программы, которая выполняется за 80с и расходует ~ 2 гб памяти + +## Защита от регресса производительности +Для защиты от потери достигнутого прогресса при дальнейших изменениях программы добавил тесты test_time и test_memory. 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39,76,2016-10-01 +session,33376,3,Chrome 33,11,2017-10-16 +session,33376,4,Safari 12,83,2018-02-02 +session,33376,5,Internet Explorer 42,47,2018-06-03 +session,33376,6,Firefox 23,44,2018-10-21 +session,33376,7,Firefox 7,17,2017-10-24 +user,33377,Raymon,Anthony,12 +session,33377,0,Internet Explorer 24,115,2016-12-02 +session,33377,1,Firefox 39,36,2018-02-27 +session,33377,2,Firefox 5,106,2018-12-27 +session,33377,3,Firefox 27,62,2017-11-09 +user,33378,Liliana,Suzanna,70 +session,33378,0,Internet Explorer 8,97,2018-06-29 +session,33378,1,Chrome 16,98,2018-06-03 +session,33378,2,Firefox 19,92,2017-02-17 +session,33378,3,Internet Explorer 27,52,2018-05-29 +session,33378,4,Chrome 8,96,2018-06-02 +session,33378,5,Chrome 42,99,2017-04-05 +user,33379,Elsa,Michelina,93 +session,33379,0,Internet Explorer 3,11,2018-10-03 +session,33379,1,Internet Explorer 3,30,2017-11-20 +session,33379,2,Chrome 30,106,2017-12-21 +session,33379,3,Firefox 18,68,2019-01-04 +session,33379,4,Internet Explorer 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+session,38265,6,Internet Explorer 20,3,2016-09-06 +session,38265,7,Safari 10,118,2016-06-24 diff --git a/reports/memory.rb b/reports/memory.rb new file mode 100644 index 0000000..d95ad25 --- /dev/null +++ b/reports/memory.rb @@ -0,0 +1,14 @@ +require_relative '../task-1.rb' +require 'benchmark' + +def print_memory_usage + "%d MB" % (`ps -o rss= -p #{Process.pid}`.to_i / 1024) +end + +time = Benchmark.realtime do + puts "rss after concatenation: #{print_memory_usage}" + work(file: '../data_large.txt', output: '../response/result.json') + puts "rss after concatenation: #{print_memory_usage}" +end + +puts "Finish in #{time.round(2)}" diff --git a/reports/mini_test.rb b/reports/mini_test.rb new file mode 100644 index 0000000..eb7e0c4 --- /dev/null +++ b/reports/mini_test.rb @@ -0,0 +1,23 @@ +require_relative '../task-1.rb' +require 'minitest/autorun' +require 'benchmark' +require 'get_process_mem' + +class TestMe < Minitest::Test + def test_result + work(file: '../data.txt', output: '../response/test_result.json') + expected_result = '{"totalUsers":3,"uniqueBrowsersCount":14,"totalSessions":15,"allBrowsers":"CHROME 13,CHROME 20,CHROME 35,CHROME 6,FIREFOX 12,FIREFOX 32,FIREFOX 47,INTERNET EXPLORER 10,INTERNET EXPLORER 28,INTERNET EXPLORER 35,SAFARI 17,SAFARI 29,SAFARI 39,SAFARI 49","usersStats":{"Leida Cira":{"sessionsCount":6,"totalTime":"455 min.","longestSession":"118 min.","browsers":"FIREFOX 12, INTERNET EXPLORER 28, INTERNET EXPLORER 28, INTERNET EXPLORER 35, SAFARI 29, SAFARI 39","usedIE":true,"alwaysUsedChrome":false,"dates":["2017-09-27","2017-03-28","2017-02-27","2016-10-23","2016-09-15","2016-09-01"]},"Palmer Katrina":{"sessionsCount":5,"totalTime":"218 min.","longestSession":"116 min.","browsers":"CHROME 13, CHROME 6, FIREFOX 32, INTERNET EXPLORER 10, SAFARI 17","usedIE":true,"alwaysUsedChrome":false,"dates":["2017-04-29","2016-12-28","2016-12-20","2016-11-11","2016-10-21"]},"Gregory Santos":{"sessionsCount":4,"totalTime":"192 min.","longestSession":"85 min.","browsers":"CHROME 20, CHROME 35, FIREFOX 47, SAFARI 49","usedIE":false,"alwaysUsedChrome":false,"dates":["2018-09-21","2018-02-02","2017-05-22","2016-11-25"]}}}' + "\n" + assert_equal expected_result, File.read('../response/test_result.json') + end + + def test_time + time = Benchmark.realtime { work(file: '../data_10mb.txt', output: '../response/test_result_add.json') } + assert(time.round(2) < 28) + end + + def test_memory + work(file: '../data_10mb.txt', output: '../response/test_result_add.json') + max_memory = GetProcessMem.new + assert(max_memory.mb.round(2) < 500) + end +end diff --git a/reports/ruby-prof.rb b/reports/ruby-prof.rb new file mode 100644 index 0000000..f076501 --- /dev/null +++ b/reports/ruby-prof.rb @@ -0,0 +1,9 @@ +require_relative '../task-1.rb' +require 'ruby-prof' + +result = RubyProf.profile do + work(file: '../data_10mb.txt', output: '../response/result.json') +end + +printer = RubyProf::CallTreePrinter.new(result) +printer.print(:path => "../response", :profile => 'profile') diff --git a/response/result.json b/response/result.json new file mode 100644 index 0000000..dba593e --- /dev/null +++ b/response/result.json @@ -0,0 +1 @@ +{"totalUsers":500000,"uniqueBrowsersCount":200,"totalSessions":2750940,"allBrowsers":"CHROME 1,CHROME 10,CHROME 11,CHROME 12,CHROME 13,CHROME 14,CHROME 15,CHROME 16,CHROME 17,CHROME 18,CHROME 19,CHROME 2,CHROME 20,CHROME 21,CHROME 22,CHROME 23,CHROME 24,CHROME 25,CHROME 26,CHROME 27,CHROME 28,CHROME 29,CHROME 3,CHROME 30,CHROME 31,CHROME 32,CHROME 33,CHROME 34,CHROME 35,CHROME 36,CHROME 37,CHROME 38,CHROME 39,CHROME 4,CHROME 40,CHROME 41,CHROME 42,CHROME 43,CHROME 44,CHROME 45,CHROME 46,CHROME 47,CHROME 48,CHROME 49,CHROME 5,CHROME 50,CHROME 6,CHROME 7,CHROME 8,CHROME 9,FIREFOX 1,FIREFOX 10,FIREFOX 11,FIREFOX 12,FIREFOX 13,FIREFOX 14,FIREFOX 15,FIREFOX 16,FIREFOX 17,FIREFOX 18,FIREFOX 19,FIREFOX 2,FIREFOX 20,FIREFOX 21,FIREFOX 22,FIREFOX 23,FIREFOX 24,FIREFOX 25,FIREFOX 26,FIREFOX 27,FIREFOX 28,FIREFOX 29,FIREFOX 3,FIREFOX 30,FIREFOX 31,FIREFOX 32,FIREFOX 33,FIREFOX 34,FIREFOX 35,FIREFOX 36,FIREFOX 37,FIREFOX 38,FIREFOX 39,FIREFOX 4,FIREFOX 40,FIREFOX 41,FIREFOX 42,FIREFOX 43,FIREFOX 44,FIREFOX 45,FIREFOX 46,FIREFOX 47,FIREFOX 48,FIREFOX 49,FIREFOX 5,FIREFOX 50,FIREFOX 6,FIREFOX 7,FIREFOX 8,FIREFOX 9,INTERNET EXPLORER 1,INTERNET EXPLORER 10,INTERNET EXPLORER 11,INTERNET EXPLORER 12,INTERNET EXPLORER 13,INTERNET EXPLORER 14,INTERNET EXPLORER 15,INTERNET EXPLORER 16,INTERNET EXPLORER 17,INTERNET EXPLORER 18,INTERNET EXPLORER 19,INTERNET EXPLORER 2,INTERNET EXPLORER 20,INTERNET EXPLORER 21,INTERNET EXPLORER 22,INTERNET EXPLORER 23,INTERNET EXPLORER 24,INTERNET EXPLORER 25,INTERNET EXPLORER 26,INTERNET EXPLORER 27,INTERNET EXPLORER 28,INTERNET EXPLORER 29,INTERNET EXPLORER 3,INTERNET EXPLORER 30,INTERNET EXPLORER 31,INTERNET EXPLORER 32,INTERNET EXPLORER 33,INTERNET EXPLORER 34,INTERNET EXPLORER 35,INTERNET EXPLORER 36,INTERNET EXPLORER 37,INTERNET EXPLORER 38,INTERNET 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--git a/task-1.rb b/task-1.rb index 778672d..a8243bd 100644 --- a/task-1.rb +++ b/task-1.rb @@ -1,59 +1,41 @@ # Deoptimized version of homework task require 'json' -require 'pry' -require 'date' -require 'minitest/autorun' - -class User - attr_reader :attributes, :sessions - - def initialize(attributes:, sessions:) - @attributes = attributes - @sessions = sessions - end -end def parse_user(user) - fields = user.split(',') - parsed_result = { - 'id' => fields[1], - 'first_name' => fields[2], - 'last_name' => fields[3], - 'age' => fields[4], + { + full_name: user[2] + ' ' + user[3] } end def parse_session(session) - fields = session.split(',') - parsed_result = { - 'user_id' => fields[1], - 'session_id' => fields[2], - 'browser' => fields[3], - 'time' => fields[4], - 'date' => fields[5], + { + session_id: session[2], + browser: session[3], + time: session[4], + date: session[5], } end -def collect_stats_from_users(report, users_objects, &block) - users_objects.each do |user| - user_key = "#{user.attributes['first_name']}" + ' ' + "#{user.attributes['last_name']}" - report['usersStats'][user_key] ||= {} - report['usersStats'][user_key] = report['usersStats'][user_key].merge(block.call(user)) - end -end - -def work - file_lines = File.read('data.txt').split("\n") - - users = [] - sessions = [] +def add_parameters(object) + return {} unless object + sessions = object[1][:sessions] + user = object[1][:user] + array_time = sessions.map { |s| s[:time].to_i } + array_browser = sessions.map { |s| s[:browser] } + { + user[:full_name] => { + sessionsCount: sessions.count, + totalTime: array_time.sum.to_s + ' min.', + longestSession: array_time.max.to_s + ' min.', + browsers: array_browser.map { |b| b.upcase}.sort.join(', '), + usedIE: (array_browser.map { |b| b.upcase =~ /INTERNET EXPLORER/ }.include? (0)), + alwaysUsedChrome: sessions.map{|s| s[:browser]}.all? { |b| b.upcase =~ /CHROME/ }, + dates: sessions.map{|s| s[:date] }.sort.reverse + } + } - file_lines.each do |line| - cols = line.split(',') - users = users + [parse_user(line)] if cols[0] == 'user' - sessions = sessions + [parse_session(line)] if cols[0] == 'session' - end +end # Отчёт в json # - Сколько всего юзеров + @@ -70,107 +52,50 @@ def work # - Всегда использовал только Хром? + # - даты сессий в порядке убывания через запятую + - report = {} - - report[:totalUsers] = users.count - - # Подсчёт количества уникальных браузеров - uniqueBrowsers = [] - sessions.each do |session| - browser = session['browser'] - uniqueBrowsers += [browser] if uniqueBrowsers.all? { |b| b != browser } +def work(file: 'data_large2.txt', output: './response/result.json') + return false unless file + file_lines = File.read(file).split("\n") + + data = {} + report = { + totalUsers: 0, + uniqueBrowsersCount: 0, + totalSessions: 0, + allBrowsers: [], + usersStats: {} + } + sessions_browsers = [] + + file_lines.each_slice(10000) do |line_slice| + line_slice.each do |line| + cols = line.split(',') + id = cols[1] + if cols[0] == 'user' + report[:totalUsers] += 1 + if data[id].nil? + report[:usersStats].merge!(add_parameters(data.shift)) + end + data[id] ||= {} + data[id][:user] = parse_user(cols) + else + report[:totalSessions] += 1 + data[id] ||= {} + data[id][:sessions] ||= [] + data[id][:sessions] << parse_session(cols) + sessions_browsers << cols[3] + end + end end + report[:usersStats].merge!(add_parameters(data.shift)) - report['uniqueBrowsersCount'] = uniqueBrowsers.count - - report['totalSessions'] = sessions.count - - report['allBrowsers'] = - sessions - .map { |s| s['browser'] } + report[:uniqueBrowsersCount] = sessions_browsers.uniq.count + report[:totalSessions] = sessions_browsers.count + report[:allBrowsers] = + sessions_browsers .map { |b| b.upcase } .sort .uniq .join(',') - # Статистика по пользователям - users_objects = [] - - users.each do |user| - attributes = user - user_sessions = sessions.select { |session| session['user_id'] == user['id'] } - user_object = User.new(attributes: attributes, sessions: user_sessions) - users_objects = users_objects + [user_object] - end - - report['usersStats'] = {} - - # Собираем количество сессий по пользователям - collect_stats_from_users(report, users_objects) do |user| - { 'sessionsCount' => user.sessions.count } - end - - # Собираем количество времени по пользователям - collect_stats_from_users(report, users_objects) do |user| - { 'totalTime' => user.sessions.map {|s| s['time']}.map {|t| t.to_i}.sum.to_s + ' min.' } - end - - # Выбираем самую длинную сессию пользователя - collect_stats_from_users(report, users_objects) do |user| - { 'longestSession' => user.sessions.map {|s| s['time']}.map {|t| t.to_i}.max.to_s + ' min.' } - end - - # Браузеры пользователя через запятую - collect_stats_from_users(report, users_objects) do |user| - { 'browsers' => user.sessions.map {|s| s['browser']}.map {|b| b.upcase}.sort.join(', ') } - end - - # Хоть раз использовал IE? - collect_stats_from_users(report, users_objects) do |user| - { 'usedIE' => user.sessions.map{|s| s['browser']}.any? { |b| b.upcase =~ /INTERNET EXPLORER/ } } - end - - # Всегда использовал только Chrome? - collect_stats_from_users(report, users_objects) do |user| - { 'alwaysUsedChrome' => user.sessions.map{|s| s['browser']}.all? { |b| b.upcase =~ /CHROME/ } } - end - - # Даты сессий через запятую в обратном порядке в формате iso8601 - collect_stats_from_users(report, users_objects) do |user| - { 'dates' => user.sessions.map{|s| s['date']}.map {|d| Date.parse(d)}.sort.reverse.map { |d| d.iso8601 } } - end - - File.write('result.json', "#{report.to_json}\n") -end - -class TestMe < Minitest::Test - def setup - File.write('result.json', '') - File.write('data.txt', -'user,0,Leida,Cira,0 -session,0,0,Safari 29,87,2016-10-23 -session,0,1,Firefox 12,118,2017-02-27 -session,0,2,Internet Explorer 28,31,2017-03-28 -session,0,3,Internet Explorer 28,109,2016-09-15 -session,0,4,Safari 39,104,2017-09-27 -session,0,5,Internet Explorer 35,6,2016-09-01 -user,1,Palmer,Katrina,65 -session,1,0,Safari 17,12,2016-10-21 -session,1,1,Firefox 32,3,2016-12-20 -session,1,2,Chrome 6,59,2016-11-11 -session,1,3,Internet Explorer 10,28,2017-04-29 -session,1,4,Chrome 13,116,2016-12-28 -user,2,Gregory,Santos,86 -session,2,0,Chrome 35,6,2018-09-21 -session,2,1,Safari 49,85,2017-05-22 -session,2,2,Firefox 47,17,2018-02-02 -session,2,3,Chrome 20,84,2016-11-25 -') - end - - def test_result - work - expected_result = '{"totalUsers":3,"uniqueBrowsersCount":14,"totalSessions":15,"allBrowsers":"CHROME 13,CHROME 20,CHROME 35,CHROME 6,FIREFOX 12,FIREFOX 32,FIREFOX 47,INTERNET EXPLORER 10,INTERNET EXPLORER 28,INTERNET EXPLORER 35,SAFARI 17,SAFARI 29,SAFARI 39,SAFARI 49","usersStats":{"Leida Cira":{"sessionsCount":6,"totalTime":"455 min.","longestSession":"118 min.","browsers":"FIREFOX 12, INTERNET EXPLORER 28, INTERNET EXPLORER 28, INTERNET EXPLORER 35, SAFARI 29, SAFARI 39","usedIE":true,"alwaysUsedChrome":false,"dates":["2017-09-27","2017-03-28","2017-02-27","2016-10-23","2016-09-15","2016-09-01"]},"Palmer Katrina":{"sessionsCount":5,"totalTime":"218 min.","longestSession":"116 min.","browsers":"CHROME 13, CHROME 6, FIREFOX 32, INTERNET EXPLORER 10, SAFARI 17","usedIE":true,"alwaysUsedChrome":false,"dates":["2017-04-29","2016-12-28","2016-12-20","2016-11-11","2016-10-21"]},"Gregory Santos":{"sessionsCount":4,"totalTime":"192 min.","longestSession":"85 min.","browsers":"CHROME 20, CHROME 35, FIREFOX 47, SAFARI 49","usedIE":false,"alwaysUsedChrome":false,"dates":["2018-09-21","2018-02-02","2017-05-22","2016-11-25"]}}}' + "\n" - assert_equal expected_result, File.read('result.json') - end + File.write(output, "#{report.to_json}\n") end