diff --git a/Gemfile b/Gemfile new file mode 100644 index 00000000..b1d6fb90 --- /dev/null +++ b/Gemfile @@ -0,0 +1,10 @@ +# frozen_string_literal: true + +source 'https://rubygems.org' + +gem 'ruby-prof' +gem 'rspec-benchmark' +gem 'ruby-progressbar' +gem 'stackprof' +gem 'pry' +gem 'minitest' \ No newline at end of file diff --git a/Gemfile.lock b/Gemfile.lock new file mode 100644 index 00000000..a9602575 --- /dev/null +++ b/Gemfile.lock @@ -0,0 +1,48 @@ +GEM + remote: https://rubygems.org/ + specs: + benchmark-malloc (0.2.0) + benchmark-perf (0.6.0) + benchmark-trend (0.4.0) + coderay (1.1.3) + diff-lcs (1.5.1) + method_source (1.1.0) + minitest (5.25.4) + pry (0.14.2) + coderay (~> 1.1) + method_source (~> 1.0) + rspec (3.13.0) + rspec-core (~> 3.13.0) + rspec-expectations (~> 3.13.0) + rspec-mocks (~> 3.13.0) + rspec-benchmark (0.6.0) + benchmark-malloc (~> 0.2) + benchmark-perf (~> 0.6) + benchmark-trend (~> 0.4) + rspec (>= 3.0) + rspec-core (3.13.2) + rspec-support (~> 3.13.0) + rspec-expectations (3.13.3) + diff-lcs (>= 1.2.0, < 2.0) + rspec-support (~> 3.13.0) + rspec-mocks (3.13.2) + diff-lcs (>= 1.2.0, < 2.0) + rspec-support (~> 3.13.0) + rspec-support (3.13.2) + ruby-prof (1.6.3) + ruby-progressbar (1.13.0) + stackprof (0.2.27) + +PLATFORMS + x86_64-linux + +DEPENDENCIES + minitest + pry + rspec-benchmark + ruby-prof + ruby-progressbar + stackprof + +BUNDLED WITH + 2.4.13 diff --git a/case-study.md b/case-study.md new file mode 100644 index 00000000..d3481d48 --- /dev/null +++ b/case-study.md @@ -0,0 +1,116 @@ +# 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 с частичным объемом данных за вменяемое время + +## Гарантия корректности работы оптимизированной программы +Программа поставлялась с тестом. Выполнение этого теста в фидбек-лупе 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 за 20-30 секунд. + +Вот как я построил `feedback_loop`: +Измерив время выполнения программы на разном объеме дынных, алгоритмическая сложность получилась O(n^2), т.е. время выполнения в зависимости от объема данных возрастает квадратично. + +- Нужно зафиксировать бюджет метрики, которую определили выше. + То-есть выбрать объем данных, который выполняется за адекватное время, на первой итерации например 5 сек. (20_000 строк кода на моей машине) +- Защитить метрику от дальнейшей деградации, написать тест +- С помощью профилировщика найти главную точку роста (Профилируем с выключенным GC предварительно прогрев кеши) +- Внести оптимизационные правки +- С помощью профилировщика проверить есть ли улучшения +- Запустить тест, проверить, если улучшения есть тогда закоммитить. + +## Вникаем в детали системы, чтобы найти главные точки роста +Для того, чтобы найти "точки роста" для оптимизации я воспользовался rbspy (удобно, потому что встроен в rubymine), stackprof и ruby-prof в разных режимах отчетов + +Вот какие проблемы удалось найти и решить + +### Ваша находка №1 +- stackprof cli и rbspy указали на одинаковую точку роста, 89% занимает `user_sessions = sessions.select { |session| session['user_id'] == user['id'] }` +``` +%Total %Self Total Self Wait Child Calls Name +89.15% 89.15% 7.19 7.19 0.00 0.00 3046 Array#select + +``` +- Заменил перебор всех сессий на хэш с группированные данных по user_id. В данном конкретном месте алгоритмическая сложность с O(n) изменилась на O(1) +- Метрика кратно уменьшилась при прогоне теста на перфоманс с средних 5 сек. до 0.4 сек. Это и было самым узким местом программы по всей видимости. +- Повторный запуск профилировщика показал, что вместо 89,15% теперь это место занимает 0.3%. +- В отчетах профилировщика эта точка роста перестала быть главной. + +### Ваша находка №2 +- Профилировщики указали на следующую точку роста: +``` +%Total %Self Total Self Wait Child Calls Name +96.01% 43.30% 0.73 0.33 0.00 0.40 10 Array#each +``` +- Заменил `sessions = sessions + [parse_session(line)] if cols[0] == 'session'` на `sessions = sessions << parse_session(line) if cols[0] == 'session'` +Известная проблема в ruby. Оператор << позволяет не создавать новую переменную каждый раз, а писать все в существующую. +- При прогоне теста, среднее значение метрики упало с 0.4 сек. до 0.25 сек. +- В отчетах профилировщика эта точка роста перестала быть главной. + +### Ваша находка №3 +- Ради интереса прогнал тесты с разным объемом данных, 20к, 40к, 80к и так далее. В том числе и на полном файле. +На данном этапе уже удалось избавится от O(n^2) благодаря первому шагу, теперь алгоритмическая сложность О(n). +- Профилировщики указали на следующую точку роста: +``` +%Total %Self Total Self Wait Child Calls Name +93.26% 13.71% 0.44 0.06 0.00 0.37 10 Array#each +``` +- Оптимизировал блок each, заменил '+' на Set. +- При прогоне теста, среднее значение метрики упало с 0.25 сек. до 0.18 сек. +- В отчетах профилировщика эта точка роста перестала быть главной. + +### Ваша находка №4 +- По отчетам профилировщиков нашел новую точку роста, это метод `def collect_stats_from_users` +``` + %Total %Self Total Self Wait Child Calls Name + 89.28% 23.89% 1.43 0.38 0.00 1.05 10 Array#each +``` +- Оптимизировал, а именно избавился от collect_stats_from_users и начал подготавливать данные для отчета за один проход. +- При прогоне теста, среднее значение метрики упало с 0.18 сек. до 0.14 сек. на 20_000 строк. +- В отчетах профилировщика эта точка роста перестала быть главной. + +### Ваша находка №5 +- stackprof показал на точку роста на строке с парсингом даты `dates = sessions.map { |s| Date.parse(s['date']) }` + +``` + %Total %Self Total Self Wait Child Calls Name + 28.57% 16.02% 0.09 0.05 0.00 0.04 16954 #parse +``` +- Поправил, Date.parse лишняя обработка. +- Среднее значение метрики упало с 0.14 до 0.2 сек. +- В отчетах профилировщика эта точка роста перестала быть главной. + +### Ваша находка №6 +- Уже правктически выполняется бюджет прогона файла data_large.txt, но профилировщик подсветил еще одну точку роста: +``` +%Total %Self Total Self Wait Child Calls Name +30.73% 30.73% 0.06 0.06 0.00 0.00 40001 String#split +``` +- Выпилил лишние String.split +- Так как выполнение теста на 20_000 строк очень мало, увеличил файл до 60_000 строк. +Среднее значение прогода 60_000 строк = 0.3 сек. +- Среднее значение прогона всего файла с ~30 сек. упало до 27 сек. +- В отчетах профилировщика эта точка роста перестала быть главной. +- Вижу еще несколько точек роста, но решил на этом остановится =) + +## Результаты +В результате проделанной оптимизации наконец удалось обработать файл с данными. +Удалось улучшить метрику системы на 20_000 строк с 5 сек. до 0.1 сек., на 60_000 строк с 72 сек. до 0.3 сек, +на полном объеме данных уменьшить время выполнения до 27 сек. и уложиться в заданный бюджет. +Так же был переписан тест с minitest на rspec и вынесен в отдельный файл. + +## Защита от регрессии производительности +Для защиты от потери достигнутого прогресса при дальнейших изменениях программы было написано два performance теста, один для проверки на 60_000 строках, +второй на полном объеме файла data_large.txt diff --git a/ruby-prof.rb b/ruby-prof.rb new file mode 100644 index 00000000..6d8515b7 --- /dev/null +++ b/ruby-prof.rb @@ -0,0 +1,11 @@ +require 'ruby-prof' +require_relative './task-1' + +RubyProf.measure_mode = RubyProf::WALL_TIME + +result = RubyProf.profile do + work('./spec/fixtures/files/dataN.txt') +end + +printer = RubyProf::GraphHtmlPrinter.new(result) +printer.print(File.open('./ruby-prof.html', 'w+')) diff --git a/data.txt b/spec/fixtures/files/data.txt similarity index 100% rename from data.txt rename to spec/fixtures/files/data.txt diff --git a/spec/fixtures/files/dataN.txt b/spec/fixtures/files/dataN.txt new file mode 100644 index 00000000..1255708e --- /dev/null +++ b/spec/fixtures/files/dataN.txt @@ -0,0 +1,60000 @@ +user,0,Hazel,Margarete,19 +session,0,0,Internet Explorer 50,81,2018-02-01 +session,0,1,Safari 27,88,2017-10-28 +session,0,2,Firefox 13,92,2016-11-02 +session,0,3,Internet Explorer 40,37,2017-05-31 +session,0,4,Internet Explorer 16,37,2017-11-21 +session,0,5,Safari 19,22,2017-11-30 +session,0,6,Chrome 31,74,2016-08-22 +session,0,7,Firefox 46,76,2019-02-04 +user,1,Wilfredo,Louetta,40 +session,1,0,Firefox 38,68,2018-04-24 +session,1,1,Internet Explorer 41,27,2016-09-06 +session,1,2,Internet Explorer 1,74,2017-01-05 +session,1,3,Firefox 47,28,2017-06-09 +session,1,4,Internet 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+session,9240,0,Chrome 2,19,2017-01-17 +session,9240,1,Chrome 9,32,2017-07-02 +session,9240,2,Chrome 11,11,2016-09-13 +session,9240,3,Internet Explorer 42,106,2016-05-28 +session,9240,4,Safari 11,7,2016-09-03 +session,9240,5,Firefox 12,42,2016-09-12 +session,9240,6,Safari 33,13,2016-07-03 +session,9240,7,Firefox 26,22,2017-11-08 +user,9241,Miquel,Kiera,10 +session,9241,0,Internet Explorer 1,95,2017-07-15 +session,9241,1,Chrome 3,90,2017-06-13 +session,9241,2,Safari 41,19,2016-10-24 +session,9241,3,Chrome 39,7,2016-08-31 +user,9242,Fidel,Idalia,56 +session,9242,0,Safari 13,73,2016-08-28 +session,9242,1,Chrome 11,91,2018-05-02 +session,9242,2,Internet Explorer 50,75,2018-09-01 +session,9242,3,Internet Explorer 20,112,2017-12-22 +session,9242,4,Chrome 49,110,2018-12-11 +session,9242,5,Internet Explorer 27,57,2017-05-20 +session,9242,6,Firefox 3,60,2018-10-25 +session,9242,7,Safari 14,62,2018-03-07 +user,9243,Cole,Francesca,65 +session,9243,0,Firefox 29,62,2017-03-13 +session,9243,1,Firefox 33,3,2016-07-22 +session,9243,2,Internet Explorer 3,114,2018-11-23 +session,9243,3,Safari 38,50,2016-12-16 +session,9243,4,Firefox 35,89,2017-04-01 +session,9243,5,Internet Explorer 12,47,2017-11-10 +session,9243,6,Chrome 18,57,2017-06-16 +user,9244,Demarcus,Gloria,54 +session,9244,0,Firefox 17,24,2018-06-09 +user,9245,Karma,Sharen,28 +session,9245,0,Firefox 14,45,2017-08-13 +session,9245,1,Safari 12,2,2018-03-03 +session,9245,2,Safari 49,83,2017-03-18 +session,9245,3,Firefox 7,84,2018-02-11 +session,9245,4,Safari 13,24,2017-04-07 +user,9246,Akilah,Lawrence,49 +session,9246,0,Chrome 13,40,2018-12-30 +session,9246,1,Internet Explorer 46,67,2018-05-25 +session,9246,2,Safari 37,55,2016-05-30 +session,9246,3,Firefox 46,64,2018-04-05 +session,9246,4,Chrome 35,95,2018-03-19 +session,9246,5,Chrome 41,76,2018-09-17 +session,9246,6,Safari 27,99,2018-11-17 +session,9246,7,Internet Explorer 9,47,2017-12-24 +user,9247,Maricruz,Evelyn,20 +session,9247,0,Chrome 38,106,2016-10-30 +session,9247,1,Firefox 17,26,2017-10-22 +session,9247,2,Internet Explorer 11,102,2018-11-07 +session,9247,3,Chrome 50,63,2017-06-10 +session,9247,4,Chrome 2,12,2019-02-04 +user,9248,Lucio,Lili,31 +session,9248,0,Internet Explorer 25,92,2017-12-15 +session,9248,1,Chrome 2,58,2018-11-15 +session,9248,2,Safari 41,44,2017-09-02 +session,9248,3,Internet Explorer 31,112,2016-05-30 +session,9248,4,Chrome 39,57,2018-10-23 diff --git a/spec/rails_helper.rb b/spec/rails_helper.rb new file mode 100644 index 00000000..51226909 --- /dev/null +++ b/spec/rails_helper.rb @@ -0,0 +1,5 @@ +require 'rspec-benchmark' + +RSpec.configure do |config| + config.include RSpec::Benchmark::Matchers +end diff --git a/spec/task-1_spec.rb b/spec/task-1_spec.rb new file mode 100644 index 00000000..e8ef840b --- /dev/null +++ b/spec/task-1_spec.rb @@ -0,0 +1,35 @@ +require_relative './rails_helper' +require_relative '../task-1' + +describe 'task-1' do + let(:result) { './spec/fixtures/files/result.json' } + + describe 'Result' do + let(:file) { './spec/fixtures/files/data.txt' } + + let(:expected_result) do + '{"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" + end + + it 'returns equal' do + work(file) + expect(File.read(result)).to eq(expected_result) + end + end + + describe 'Performance' do + let(:file) { './spec/fixtures/files/dataN.txt' } + + describe 'with partial file' do + it 'works under 0.4 sec' do + expect { work(file) }.to perform_under(0.3).sec.warmup(2).times.sample(10).times + end + end + + describe 'with full file' do + it 'works under 30 sec' do + expect { work('./data_large.txt') }.to perform_under(27).sec + end + end + end +end diff --git a/stackprof.rb b/stackprof.rb new file mode 100644 index 00000000..90fb227f --- /dev/null +++ b/stackprof.rb @@ -0,0 +1,7 @@ +require_relative './task-1' +require 'stackprof' + +StackProf.run(mode: :wall, out: './stackprof.dump', interval: 1000) do + GC.disable + work('./spec/fixtures/files/dataN.txt') +end diff --git a/task-1.rb b/task-1.rb index 778672df..d9981e2d 100644 --- a/task-1.rb +++ b/task-1.rb @@ -4,6 +4,7 @@ require 'pry' require 'date' require 'minitest/autorun' +require "set" class User attr_reader :attributes, :sessions @@ -14,9 +15,8 @@ def initialize(attributes:, sessions:) end end -def parse_user(user) - fields = user.split(',') - parsed_result = { +def parse_user(fields) + { 'id' => fields[1], 'first_name' => fields[2], 'last_name' => fields[3], @@ -24,9 +24,8 @@ def parse_user(user) } end -def parse_session(session) - fields = session.split(',') - parsed_result = { +def parse_session(fields) + { 'user_id' => fields[1], 'session_id' => fields[2], 'browser' => fields[3], @@ -43,16 +42,16 @@ def collect_stats_from_users(report, users_objects, &block) end end -def work - file_lines = File.read('data.txt').split("\n") +def work(file_path, result_path = 'spec/fixtures/files/result.json') + file_lines = File.read(file_path).split("\n") users = [] sessions = [] 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' + users = users << parse_user(cols) if cols[0] == 'user' + sessions = sessions << parse_session(cols) if cols[0] == 'session' end # Отчёт в json @@ -75,10 +74,9 @@ def work report[:totalUsers] = users.count # Подсчёт количества уникальных браузеров - uniqueBrowsers = [] + uniqueBrowsers = Set.new sessions.each do |session| - browser = session['browser'] - uniqueBrowsers += [browser] if uniqueBrowsers.all? { |b| b != browser } + uniqueBrowsers.add(session['browser']) end report['uniqueBrowsersCount'] = uniqueBrowsers.count @@ -93,84 +91,39 @@ def work .uniq .join(',') + user_sessions = sessions.group_by { |session| session['user_id'] } # 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] + users_objects = users.map do |user| + User.new(attributes: user, sessions: user_sessions[user['id']] || []) 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 -') + users_objects.each do |user| + user_key = "#{user.attributes['first_name']} #{user.attributes['last_name']}" + + # Подготовим данные для сессий + sessions = user.sessions + times = sessions.map { |s| s['time'].to_i } + browsers = sessions.map { |s| s['browser'].upcase } + + report['usersStats'][user_key] = { + # Количество сессий + 'sessionsCount' => sessions.count, + # Общее время + 'totalTime' => "#{times.sum} min.", + # Самая длинная сессия + 'longestSession' => "#{times.max} min.", + # Браузеры через запятую + 'browsers' => browsers.sort.join(', '), + # Хоть раз использовал IE? + 'usedIE' => browsers.any? { |b| b.include?('INTERNET EXPLORER') }, + # Всегда использовал только Chrome? + 'alwaysUsedChrome' => browsers.all? { |b| b.include?('CHROME') }, + # Даты сессий через запятую в обратном порядке в формате iso8601 + 'dates' => user.sessions.map { |s| s['date'] }.sort.reverse + } 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(result_path, "#{report.to_json}\n") end