From 840b767cebd98e419ba1eaf63fc9e95bd4251f4e Mon Sep 17 00:00:00 2001 From: Igor Arkhipov Date: Sat, 11 Nov 2023 22:31:03 +0100 Subject: [PATCH 1/5] Initial setup and ruby update --- .ruby-version | 2 +- Gemfile | 2 +- Gemfile.lock | 188 +++++++++++++++++++++++++++----------------------- 3 files changed, 104 insertions(+), 88 deletions(-) diff --git a/.ruby-version b/.ruby-version index ec1cf33c..1f7da99d 100644 --- a/.ruby-version +++ b/.ruby-version @@ -1 +1 @@ -2.6.3 +2.7.7 diff --git a/Gemfile b/Gemfile index e20b1260..4678ffee 100644 --- a/Gemfile +++ b/Gemfile @@ -1,7 +1,7 @@ source 'https://rubygems.org' git_source(:github) { |repo| "https://github.com/#{repo}.git" } -ruby '2.6.3' +ruby '2.7.7' gem 'rails', '~> 5.2.3' gem 'pg', '>= 0.18', '< 2.0' diff --git a/Gemfile.lock b/Gemfile.lock index fccf6f5f..842c6165 100644 --- a/Gemfile.lock +++ b/Gemfile.lock @@ -1,134 +1,150 @@ GEM remote: https://rubygems.org/ specs: - actioncable (5.2.3) - actionpack (= 5.2.3) + actioncable (5.2.8.1) + actionpack (= 5.2.8.1) nio4r (~> 2.0) websocket-driver (>= 0.6.1) - actionmailer (5.2.3) - actionpack (= 5.2.3) - actionview (= 5.2.3) - activejob (= 5.2.3) + actionmailer (5.2.8.1) + actionpack (= 5.2.8.1) + actionview (= 5.2.8.1) + activejob (= 5.2.8.1) mail (~> 2.5, >= 2.5.4) rails-dom-testing (~> 2.0) - actionpack (5.2.3) - actionview (= 5.2.3) - activesupport (= 5.2.3) - rack (~> 2.0) + actionpack (5.2.8.1) + actionview (= 5.2.8.1) + activesupport (= 5.2.8.1) + rack (~> 2.0, >= 2.0.8) rack-test (>= 0.6.3) rails-dom-testing (~> 2.0) rails-html-sanitizer (~> 1.0, >= 1.0.2) - actionview (5.2.3) - activesupport (= 5.2.3) + actionview (5.2.8.1) + activesupport (= 5.2.8.1) builder (~> 3.1) erubi (~> 1.4) rails-dom-testing (~> 2.0) rails-html-sanitizer (~> 1.0, >= 1.0.3) - activejob (5.2.3) - activesupport (= 5.2.3) + activejob (5.2.8.1) + activesupport (= 5.2.8.1) globalid (>= 0.3.6) - activemodel (5.2.3) - activesupport (= 5.2.3) - activerecord (5.2.3) - activemodel (= 5.2.3) - activesupport (= 5.2.3) + activemodel (5.2.8.1) + activesupport (= 5.2.8.1) + activerecord (5.2.8.1) + activemodel (= 5.2.8.1) + activesupport (= 5.2.8.1) arel (>= 9.0) - activestorage (5.2.3) - actionpack (= 5.2.3) - activerecord (= 5.2.3) - marcel (~> 0.3.1) - activesupport (5.2.3) + activestorage (5.2.8.1) + actionpack (= 5.2.8.1) + activerecord (= 5.2.8.1) + marcel (~> 1.0.0) + activesupport (5.2.8.1) concurrent-ruby (~> 1.0, >= 1.0.2) i18n (>= 0.7, < 2) minitest (~> 5.1) tzinfo (~> 1.1) arel (9.0.0) - bindex (0.6.0) - bootsnap (1.4.2) - msgpack (~> 1.0) - builder (3.2.3) - byebug (11.0.1) - concurrent-ruby (1.1.5) - crass (1.0.4) - erubi (1.8.0) - ffi (1.10.0) - globalid (0.4.2) - activesupport (>= 4.2.0) - i18n (1.6.0) + bindex (0.8.1) + bootsnap (1.17.0) + msgpack (~> 1.2) + builder (3.2.4) + byebug (11.1.3) + concurrent-ruby (1.2.2) + crass (1.0.6) + date (3.3.4) + erubi (1.12.0) + ffi (1.16.3) + globalid (1.1.0) + activesupport (>= 5.0) + i18n (1.14.1) concurrent-ruby (~> 1.0) listen (3.1.5) rb-fsevent (~> 0.9, >= 0.9.4) rb-inotify (~> 0.9, >= 0.9.7) ruby_dep (~> 1.2) - loofah (2.2.3) + loofah (2.21.4) crass (~> 1.0.2) - nokogiri (>= 1.5.9) - mail (2.7.1) + nokogiri (>= 1.12.0) + mail (2.8.1) mini_mime (>= 0.1.1) - marcel (0.3.3) - mimemagic (~> 0.3.2) - method_source (0.9.2) - mimemagic (0.3.3) - mini_mime (1.0.1) - mini_portile2 (2.4.0) - minitest (5.11.3) - msgpack (1.2.9) - nio4r (2.3.1) - nokogiri (1.10.2) - mini_portile2 (~> 2.4.0) - pg (1.1.4) - puma (3.12.1) - rack (2.0.6) - rack-test (1.1.0) - rack (>= 1.0, < 3) - rails (5.2.3) - actioncable (= 5.2.3) - actionmailer (= 5.2.3) - actionpack (= 5.2.3) - actionview (= 5.2.3) - activejob (= 5.2.3) - activemodel (= 5.2.3) - activerecord (= 5.2.3) - activestorage (= 5.2.3) - activesupport (= 5.2.3) + net-imap + net-pop + net-smtp + marcel (1.0.2) + method_source (1.0.0) + mini_mime (1.1.5) + mini_portile2 (2.8.5) + minitest (5.20.0) + msgpack (1.7.2) + net-imap (0.4.4) + date + net-protocol + net-pop (0.1.2) + net-protocol + net-protocol (0.2.2) + timeout + net-smtp (0.4.0) + net-protocol + nio4r (2.5.9) + nokogiri (1.15.4) + mini_portile2 (~> 2.8.2) + racc (~> 1.4) + pg (1.5.4) + puma (3.12.6) + racc (1.7.3) + rack (2.2.8) + rack-test (2.1.0) + rack (>= 1.3) + rails (5.2.8.1) + actioncable (= 5.2.8.1) + actionmailer (= 5.2.8.1) + actionpack (= 5.2.8.1) + actionview (= 5.2.8.1) + activejob (= 5.2.8.1) + activemodel (= 5.2.8.1) + activerecord (= 5.2.8.1) + activestorage (= 5.2.8.1) + activesupport (= 5.2.8.1) bundler (>= 1.3.0) - railties (= 5.2.3) + railties (= 5.2.8.1) sprockets-rails (>= 2.0.0) - rails-dom-testing (2.0.3) - activesupport (>= 4.2.0) + rails-dom-testing (2.2.0) + activesupport (>= 5.0.0) + minitest nokogiri (>= 1.6) - rails-html-sanitizer (1.0.4) - loofah (~> 2.2, >= 2.2.2) - railties (5.2.3) - actionpack (= 5.2.3) - activesupport (= 5.2.3) + rails-html-sanitizer (1.6.0) + loofah (~> 2.21) + nokogiri (~> 1.14) + railties (5.2.8.1) + actionpack (= 5.2.8.1) + activesupport (= 5.2.8.1) method_source rake (>= 0.8.7) thor (>= 0.19.0, < 2.0) - rake (12.3.2) - rb-fsevent (0.10.3) - rb-inotify (0.10.0) + rake (13.1.0) + rb-fsevent (0.11.2) + rb-inotify (0.10.1) ffi (~> 1.0) ruby_dep (1.5.0) - sprockets (3.7.2) + sprockets (4.2.1) concurrent-ruby (~> 1.0) - rack (> 1, < 3) - sprockets-rails (3.2.1) - actionpack (>= 4.0) - activesupport (>= 4.0) + rack (>= 2.2.4, < 4) + sprockets-rails (3.4.2) + actionpack (>= 5.2) + activesupport (>= 5.2) sprockets (>= 3.0.0) - thor (0.20.3) + thor (1.3.0) thread_safe (0.3.6) - tzinfo (1.2.5) + timeout (0.4.1) + tzinfo (1.2.11) thread_safe (~> 0.1) web-console (3.7.0) actionview (>= 5.0) activemodel (>= 5.0) bindex (>= 0.4.0) railties (>= 5.0) - websocket-driver (0.7.0) + websocket-driver (0.7.6) websocket-extensions (>= 0.1.0) - websocket-extensions (0.1.3) + websocket-extensions (0.1.5) PLATFORMS ruby @@ -144,7 +160,7 @@ DEPENDENCIES web-console (>= 3.3.0) RUBY VERSION - ruby 2.6.3p62 + ruby 2.7.7p221 BUNDLED WITH 2.0.2 From f8925b5033a0ee6034e8730af3cf545604ee0139 Mon Sep 17 00:00:00 2001 From: Igor Arkhipov Date: Sun, 12 Nov 2023 01:10:17 +0100 Subject: [PATCH 2/5] Initial tests for feedback loop --- Gemfile | 1 + Gemfile.lock | 24 ++++++++++++++++++++++++ test/tasks/utils_rake_spec.rb | 20 ++++++++++++++++++++ test/test_helper.rb | 27 +++++++++++++++++++++++++++ 4 files changed, 72 insertions(+) create mode 100644 test/tasks/utils_rake_spec.rb diff --git a/Gemfile b/Gemfile index 4678ffee..b01d7bcd 100644 --- a/Gemfile +++ b/Gemfile @@ -20,6 +20,7 @@ group :development do end group :test do + gem 'rspec-benchmark' end # Windows does not include zoneinfo files, so bundle the tzinfo-data gem diff --git a/Gemfile.lock b/Gemfile.lock index 842c6165..408ff751 100644 --- a/Gemfile.lock +++ b/Gemfile.lock @@ -43,6 +43,9 @@ GEM minitest (~> 5.1) tzinfo (~> 1.1) arel (9.0.0) + benchmark-malloc (0.2.0) + benchmark-perf (0.6.0) + benchmark-trend (0.4.0) bindex (0.8.1) bootsnap (1.17.0) msgpack (~> 1.2) @@ -51,6 +54,7 @@ GEM concurrent-ruby (1.2.2) crass (1.0.6) date (3.3.4) + diff-lcs (1.5.0) erubi (1.12.0) ffi (1.16.3) globalid (1.1.0) @@ -124,6 +128,24 @@ GEM rb-fsevent (0.11.2) rb-inotify (0.10.1) ffi (~> 1.0) + rspec (3.12.0) + rspec-core (~> 3.12.0) + rspec-expectations (~> 3.12.0) + rspec-mocks (~> 3.12.0) + rspec-benchmark (0.6.0) + benchmark-malloc (~> 0.2) + benchmark-perf (~> 0.6) + benchmark-trend (~> 0.4) + rspec (>= 3.0) + rspec-core (3.12.2) + rspec-support (~> 3.12.0) + rspec-expectations (3.12.3) + diff-lcs (>= 1.2.0, < 2.0) + rspec-support (~> 3.12.0) + rspec-mocks (3.12.6) + diff-lcs (>= 1.2.0, < 2.0) + rspec-support (~> 3.12.0) + rspec-support (3.12.1) ruby_dep (1.5.0) sprockets (4.2.1) concurrent-ruby (~> 1.0) @@ -150,12 +172,14 @@ PLATFORMS ruby DEPENDENCIES + activerecord bootsnap (>= 1.1.0) byebug listen (>= 3.0.5, < 3.2) pg (>= 0.18, < 2.0) puma (~> 3.11) rails (~> 5.2.3) + rspec-benchmark tzinfo-data web-console (>= 3.3.0) diff --git a/test/tasks/utils_rake_spec.rb b/test/tasks/utils_rake_spec.rb new file mode 100644 index 00000000..74fca191 --- /dev/null +++ b/test/tasks/utils_rake_spec.rb @@ -0,0 +1,20 @@ +require_relative '../test_helper' +require 'json' + +describe 'rake reload_json', type: :task do + + # 1k trips under 3.5 seconds + it 'should work under 3.5 seconds' do + expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/small.json'])) }.to perform_under(3.5).sec + end + + # 10k trips under 65 seconds + it 'should work under 65 seconds' do + expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/medium.json'])) }.to perform_under(65).sec + end + + # 100k trips under 60 seconds + # it 'should work under 60 seconds' do + # expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/large.json'])) }.to perform_under(60).sec + # end +end diff --git a/test/test_helper.rb b/test/test_helper.rb index 3ab84e3d..524ccf28 100644 --- a/test/test_helper.rb +++ b/test/test_helper.rb @@ -1,6 +1,33 @@ ENV['RAILS_ENV'] ||= 'test' require_relative '../config/environment' require 'rails/test_help' +require 'rspec-benchmark' +require 'rake' + +module TaskFormat + extend ActiveSupport::Concern + included do + let(:task_name) { self.class.top_level_description.sub(/\Arake /, '') } + let(:tasks) { Rake::Task } + # Make the Rake task available as `task` in your examples: + subject(:task) { tasks[task_name] } + end +end + +RSpec.configure do |config| + config.before(:suite) do + Dir.glob('lib/tasks/*.rake').each { |r| Rake::DefaultLoader.new.load r } + end + + # Tag Rake specs with `:task` metadata or put them in the spec/tasks dir + config.define_derived_metadata(file_path: %r{/spec/tasks/}) do |metadata| + metadata[:type] = :task + end + + config.include TaskFormat, type: :task + + config.include RSpec::Benchmark::Matchers +end class ActiveSupport::TestCase # Setup all fixtures in test/fixtures/*.yml for all tests in alphabetical order. From 5149d71f5197e2297889eb0654a46a4b436aee25 Mon Sep 17 00:00:00 2001 From: Igor Arkhipov Date: Mon, 13 Nov 2023 00:20:47 +0100 Subject: [PATCH 3/5] Optimise performance step A --- Gemfile | 7 +- Gemfile.lock | 4 +- PROFILE.html | 37939 +++++++++++++++++++++++ PROFILE.txt | 1985 ++ PROFILE2.html | 35672 +++++++++++++++++++++ Rakefile | 14 + app/models/buses_service.rb | 4 + case-study-a.md | 42 + lib/tasks/support/database_reloader.rb | 60 + lib/tasks/utils.rake | 37 +- profiler-1.rb | 2 + profiler-2.rb | 2 + test/tasks/utils_rake_spec.rb | 21 +- 13 files changed, 75744 insertions(+), 45 deletions(-) create mode 100644 PROFILE.html create mode 100644 PROFILE.txt create mode 100644 PROFILE2.html create mode 100644 app/models/buses_service.rb create mode 100644 case-study-a.md create mode 100644 lib/tasks/support/database_reloader.rb create mode 100644 profiler-1.rb create mode 100644 profiler-2.rb diff --git a/Gemfile b/Gemfile index b01d7bcd..d1cb78f3 100644 --- a/Gemfile +++ b/Gemfile @@ -3,10 +3,11 @@ git_source(:github) { |repo| "https://github.com/#{repo}.git" } ruby '2.7.7' -gem 'rails', '~> 5.2.3' +gem 'activerecord-import' +gem 'bootsnap', '>= 1.1.0', require: false gem 'pg', '>= 0.18', '< 2.0' gem 'puma', '~> 3.11' -gem 'bootsnap', '>= 1.1.0', require: false +gem 'rails', '~> 5.2.3' group :development, :test do # Call 'byebug' anywhere in the code to stop execution and get a debugger console @@ -14,9 +15,9 @@ group :development, :test do end group :development do + gem 'listen', '>= 3.0.5', '< 3.2' # Access an interactive console on exception pages or by calling 'console' anywhere in the code. gem 'web-console', '>= 3.3.0' - gem 'listen', '>= 3.0.5', '< 3.2' end group :test do diff --git a/Gemfile.lock b/Gemfile.lock index 408ff751..8171cdaa 100644 --- a/Gemfile.lock +++ b/Gemfile.lock @@ -33,6 +33,8 @@ GEM activemodel (= 5.2.8.1) activesupport (= 5.2.8.1) arel (>= 9.0) + activerecord-import (1.5.0) + activerecord (>= 4.2) activestorage (5.2.8.1) actionpack (= 5.2.8.1) activerecord (= 5.2.8.1) @@ -172,7 +174,7 @@ PLATFORMS ruby DEPENDENCIES - activerecord + activerecord-import bootsnap (>= 1.1.0) byebug listen (>= 3.0.5, < 3.2) diff --git a/PROFILE.html b/PROFILE.html new file mode 100644 index 00000000..dcd9b7a6 --- /dev/null +++ b/PROFILE.html @@ -0,0 +1,37939 @@ + + + + + + +
+
+
+
Profile Report
+

Wall_time

+
+
+
Sunday, November 12 at 5:22:31 PM (CET)
+ +
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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11100110809.397465433983598
11320113009.338750891998643
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Thread 620, Fiber: 600

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Thread 10700, Fiber: 10680

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Thread 11060, Fiber: 11040

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Thread 11100, Fiber: 11080

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Thread 11320, Fiber: 11300

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  9.340.009.340.001/1Kernel#sleep301 +
  9.340.009.340.001/1Kernel#loop
100.00%0.00%9.340.009.340.001 + + Kernel#sleep + +
* indicates recursively called methods
+ +
+ + + + diff --git a/PROFILE.txt b/PROFILE.txt new file mode 100644 index 00000000..072e56b5 --- /dev/null +++ b/PROFILE.txt @@ -0,0 +1,1985 @@ +Total allocated: 434.78 MB (5551850 objects) +Total retained: 16.29 MB (92199 objects) + +allocated memory by gem +----------------------------------- + 264.84 MB activerecord-5.2.8.1 + 64.41 MB activesupport-5.2.8.1 + 24.14 MB activemodel-5.2.8.1 + 17.11 MB arel-9.0.0 + 16.23 MB bootsnap-1.17.0 + 13.29 MB rubygems + 5.60 MB i18n-1.14.1 + 5.21 MB listen-3.1.5 + 4.44 MB pathname + 2.34 MB logger + 2.28 MB rails-optimization-task3/lib + 1.61 MB bundler-2.0.2 + 1.44 MB json + 1.19 MB sprockets-4.2.1 + 1.05 MB timeout-0.4.1 + 986.00 kB msgpack-1.7.2 + 985.30 kB tzinfo-1.2.11 + 833.79 kB set + 707.95 kB thor-1.3.0 + 645.29 kB uri + 591.90 kB railties-5.2.8.1 + 588.17 kB rake-13.1.0 + 517.36 kB actionpack-5.2.8.1 + 397.38 kB pg-1.5.4 + 348.87 kB delegate + 343.77 kB concurrent-ruby-1.2.2 + 337.90 kB arm64-darwin22 + 331.18 kB nokogiri-1.15.4 + 321.89 kB marcel-1.0.2 + 180.24 kB actionview-5.2.8.1 + 133.39 kB forwardable + 129.55 kB loofah-2.21.4 + 126.92 kB optparse + 108.19 kB rack-2.2.8 + 106.26 kB tsort + 83.98 kB fileutils + 73.12 kB 2.7.0 + 70.14 kB psych + 64.16 kB erb + 55.78 kB other + 55.50 kB openssl + 35.29 kB actioncable-5.2.8.1 + 33.95 kB rails-optimization-task3/app + 33.26 kB minitest-5.20.0 + 32.64 kB sprockets-rails-3.4.2 + 31.72 kB rails-html-sanitizer-1.6.0 + 28.78 kB activestorage-5.2.8.1 + 24.57 kB rails-optimization-task3/bin + 23.21 kB racc-1.7.3 + 19.19 kB rack-test-2.1.0 + +allocated memory by file +----------------------------------- + 140.28 MB activerecord-5.2.8.1/lib/active_record/log_subscriber.rb + 21.34 MB activesupport-5.2.8.1/lib/active_support/callbacks.rb + 14.36 MB bootsnap-1.17.0/lib/bootsnap/compile_cache/iseq.rb + 11.80 MB activerecord-5.2.8.1/lib/active_record/transactions.rb + 9.43 MB activerecord-5.2.8.1/lib/active_record/relation.rb + 8.49 MB activerecord-5.2.8.1/lib/active_record/relation/query_methods.rb + 8.12 MB activesupport-5.2.8.1/lib/active_support/concurrency/load_interlock_aware_monitor.rb + 7.98 MB activerecord-5.2.8.1/lib/active_record/reflection.rb + 7.84 MB activerecord-5.2.8.1/lib/active_record/relation/where_clause.rb + 7.34 MB ruby/lib/rubygems.rb + 6.80 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/postgresql/database_statements.rb + 6.13 MB activemodel-5.2.8.1/lib/active_model/attribute.rb + 5.92 MB activemodel-5.2.8.1/lib/active_model/errors.rb + 5.82 MB activerecord-5.2.8.1/lib/active_record/relation/predicate_builder.rb + 5.37 MB activerecord-5.2.8.1/lib/active_record/autosave_association.rb + 4.45 MB activesupport-5.2.8.1/lib/active_support/logger.rb + 4.44 MB ruby/lib/pathname.rb + 4.38 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/abstract_adapter.rb + 4.32 MB activerecord-5.2.8.1/lib/active_record/relation/delegation.rb + 4.27 MB activesupport-5.2.8.1/lib/active_support/tagged_logging.rb + 4.20 MB listen-3.1.5/lib/listen/internals/thread_pool.rb + 4.01 MB activerecord-5.2.8.1/lib/active_record/relation/spawn_methods.rb + 3.65 MB activerecord-5.2.8.1/lib/active_record/persistence.rb + 3.47 MB activerecord-5.2.8.1/lib/active_record/querying.rb + 3.45 MB activesupport-5.2.8.1/lib/active_support/core_ext/numeric/conversions.rb + 3.20 MB activemodel-5.2.8.1/lib/active_model/attribute_set.rb + 3.15 MB arel-9.0.0/lib/arel/visitors/to_sql.rb + 3.14 MB activerecord-5.2.8.1/lib/active_record/core.rb + 3.08 MB activesupport-5.2.8.1/lib/active_support/log_subscriber.rb + 3.08 MB i18n-1.14.1/lib/i18n/backend/base.rb + 2.96 MB activemodel-5.2.8.1/lib/active_model/attribute_set/builder.rb + 2.93 MB activesupport-5.2.8.1/lib/active_support/subscriber.rb + 2.82 MB activesupport-5.2.8.1/lib/active_support/notifications/instrumenter.rb + 2.76 MB ruby/lib/rubygems/core_ext/kernel_require.rb + 2.73 MB activerecord-5.2.8.1/lib/active_record/associations/collection_association.rb + 2.65 MB activerecord-5.2.8.1/lib/active_record/result.rb + 2.50 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/postgresql_adapter.rb + 2.39 MB activesupport-5.2.8.1/lib/active_support/core_ext/hash/except.rb + 2.33 MB ruby/lib/logger.rb + 2.33 MB activerecord-5.2.8.1/lib/active_record/relation/merger.rb + 2.28 MB rails-optimization-task3/lib/tasks/utils.rake + 2.15 MB activesupport-5.2.8.1/lib/active_support/core_ext/hash/keys.rb + 2.13 MB arel-9.0.0/lib/arel/nodes/select_core.rb + 2.06 MB activesupport-5.2.8.1/lib/active_support/core_ext/object/deep_dup.rb + 2.02 MB activerecord-5.2.8.1/lib/active_record/attribute_methods.rb + 2.01 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/abstract/database_statements.rb + 1.93 MB activerecord-5.2.8.1/lib/active_record/associations.rb + 1.91 MB arel-9.0.0/lib/arel/select_manager.rb + 1.88 MB arel-9.0.0/lib/arel/collectors/plain_string.rb 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4.06 MB activesupport-5.2.8.1/lib/active_support/concurrency/load_interlock_aware_monitor.rb:21 + 4.06 MB activesupport-5.2.8.1/lib/active_support/concurrency/load_interlock_aware_monitor.rb:25 + 3.45 MB activesupport-5.2.8.1/lib/active_support/core_ext/numeric/conversions.rb:107 + 3.37 MB activerecord-5.2.8.1/lib/active_record/autosave_association.rb:159 + 3.24 MB activesupport-5.2.8.1/lib/active_support/callbacks.rb:198 + 3.14 MB activerecord-5.2.8.1/lib/active_record/reflection.rb:116 + 3.08 MB activerecord-5.2.8.1/lib/active_record/log_subscriber.rb:43 + 3.08 MB activesupport-5.2.8.1/lib/active_support/log_subscriber.rb:109 + 2.85 MB activerecord-5.2.8.1/lib/active_record/reflection.rb:802 + 2.54 MB ruby/lib/rubygems/core_ext/kernel_require.rb:86 + 2.52 MB activerecord-5.2.8.1/lib/active_record/relation.rb:36 + 2.45 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/postgresql/database_statements.rb:89 + 2.44 MB 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activerecord-5.2.8.1/lib/active_record/relation/predicate_builder.rb:60 + 2.01 MB activesupport-5.2.8.1/lib/active_support/callbacks.rb:103 + 1.88 MB arel-9.0.0/lib/arel/collectors/plain_string.rb:6 + 1.77 MB activerecord-5.2.8.1/lib/active_record/transactions.rb:404 + 1.77 MB activesupport-5.2.8.1/lib/active_support/core_ext/hash/reverse_merge.rb:15 + 1.73 MB activerecord-5.2.8.1/lib/active_record/associations/collection_association.rb:481 + 1.69 MB activerecord-5.2.8.1/lib/active_record/relation.rb:508 + 1.67 MB ruby/lib/pathname.rb:42 + 1.62 MB activesupport-5.2.8.1/lib/active_support/subscriber.rb:100 + 1.57 MB arel-9.0.0/lib/arel/visitors/to_sql.rb:820 + 1.55 MB activerecord-5.2.8.1/lib/active_record/connection_adapters/abstract/query_cache.rb:106 + 1.55 MB activerecord-5.2.8.1/lib/active_record/log_subscriber.rb:75 + +allocated memory by class +----------------------------------- + 97.38 MB Array + 85.70 MB String + 74.40 MB Thread::Backtrace::Location + 61.96 MB Hash + 30.74 MB Thread::Backtrace + 8.18 MB File + 7.94 MB Class + 7.22 MB Proc + 6.30 MB Thread + 5.82 MB MatchData + 4.68 MB ActiveRecord::Relation + 3.71 MB ActiveModel::Attribute::FromDatabase + 3.10 MB Enumerator + 2.79 MB Time + 2.44 MB ActiveRecord::Relation::WhereClause + 2.43 MB Binding + 2.07 MB ActiveRecord::Relation::QueryAttribute + 2.03 MB ActiveModel::Attribute::FromUser + 1.30 MB ActiveSupport::Notifications::Event + 1.29 MB Arel::Attributes::Attribute + 1.28 MB Arel::Nodes::BindParam + 1.01 MB RubyVM::InstructionSequence + 972.30 kB ActiveRecord::Result + 921.14 kB Arel::Nodes::SelectCore + 867.60 kB Service + 863.92 kB Regexp + 779.42 kB Arel::Nodes::SelectStatement + 720.99 kB ActiveModel::LazyAttributeHash + 708.16 kB ActiveModel::Attribute::WithCastValue + 684.60 kB ActiveModel::AttributeSet + 668.39 kB Module + 656.02 kB ActiveRecord::AssociationRelation + 624.00 kB ActiveRecord::Relation::WhereClauseFactory + 606.92 kB ActiveSupport::Callbacks::Filters::Environment + 593.14 kB 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  0.000.000.000.006/840Module#const_get512 +
* indicates recursively called methods
+ +

Thread 620, Fiber: 4840

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%8.010.008.010.001 + + <Module::Concurrent>#mutex_owned_per_thread? + + 14
  0.000.000.000.001/1Thread::Mutex#owned?14 +
* indicates recursively called methods
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Thread 10660, Fiber: 10640

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%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%7.740.000.007.741 + + <Module::Listen::Internals::ThreadPool>#add + + 6
  7.740.000.007.741/1Listen::Adapter::Polling#_run78 +
  0.000.000.000.001/1Listen::Adapter::Base#_timed76 +
  0.000.000.000.001/1Hash#values75 +
  7.740.000.007.741/1<Module::Listen::Internals::ThreadPool>#add78
100.00%0.00%7.740.000.007.741 + + Listen::Adapter::Polling#_run + + 20
  7.740.000.007.741/1Kernel#loop21 +
  7.740.000.007.741/1Listen::Adapter::Polling#_run21
100.00%0.00%7.740.000.007.741 + + Kernel#loop + +
  7.740.007.740.008/8Kernel#sleep27 +
  0.010.000.000.018/8Listen::Adapter::Polling#_process_event42 +
  0.000.000.000.0016/27Time#to_f22 +
  0.000.000.000.0016/18<Class::Time>#now22 +
  0.000.000.000.008/8Listen::Options#method_missing25 +
  0.000.000.000.008/8Float#>27 +
  7.740.007.740.008/8Kernel#loop
99.93%0.01%7.740.007.740.008 + + Kernel#sleep + +
* indicates recursively called methods
+ +

Thread 10700, Fiber: 10680

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%Total%SelfTotalSelfWaitChildCallsNameLine
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  7.740.000.007.741/1Listen::Event::Loop#_wait_for_changes42 +
  7.740.000.007.741/1<Module::Listen::Internals::ThreadPool>#add42
100.00%0.00%7.740.000.007.741 + + Listen::Event::Loop#_wait_for_changes + + 80
  7.740.000.007.741/1Listen::Event::Processor#loop_for84 +
  0.000.000.000.001/1Listen::Event::Loop#_wait_until_resumed83 +
  0.000.000.000.001/1Listen::Event::Processor#initialize81 +
  7.740.000.007.741/1Listen::Event::Loop#_wait_for_changes84
100.00%0.00%7.740.000.007.741 + + Listen::Event::Processor#loop_for + + 12
  7.740.000.007.741/1Kernel#loop15 +
  7.740.000.007.741/1Listen::Event::Processor#loop_for15
100.00%0.00%7.740.000.007.741 + + Kernel#loop + +
  7.740.000.007.741/1Listen::Event::Processor#_wait_until_events16 +
  7.740.000.007.741/1Kernel#loop
100.00%0.00%7.740.000.007.741 + + Listen::Event::Processor#_wait_until_events + + 82
  7.740.000.007.741/1Listen::Event::Processor#_sleep84 +
  0.000.000.000.001/1Listen::Event::Queue#empty?84 +
  7.740.000.007.741/1Listen::Event::Processor#_wait_until_events84
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  7.740.000.007.741/1Listen::Event::Config#sleep59 +
  0.000.000.000.001/1Listen::Event::Processor#_check_stopped58 +
  7.740.000.007.741/1Listen::Event::Processor#_sleep59
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  7.740.007.740.001/1<Module::Kernel>#sleep19 +
  7.740.007.740.001/1Listen::Event::Config#sleep19
100.00%0.00%7.740.007.740.001 + + <Module::Kernel>#sleep + +
* indicates recursively called methods
+ +

Thread 10740, Fiber: 10720

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%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%7.740.000.007.741 + + <Module::Timeout>#create_timeout_thread + + 99
  4.950.000.004.952/7Thread::Mutex#synchronize108 +
  2.790.002.790.003/3Thread::Queue#pop102 +
  0.000.000.000.004/4Timeout::Request#done?103 +
  0.000.000.000.001/1Timeout::Request#interrupt115 +
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  0.000.000.000.005/8Thread::Queue#empty?100 +
  0.000.000.000.001/7Timeout::Request#interrupt81
  0.000.000.000.004/7Timeout::Request#done?71
  4.950.000.004.952/7<Module::Timeout>#create_timeout_thread108
63.90%0.00%4.950.000.004.957 + + Thread::Mutex#synchronize + +
  4.950.000.004.952/2Thread::ConditionVariable#wait110 +
  0.000.000.000.004/4Method#call109 +
  0.000.000.000.003/8Thread::Queue#empty?109 +
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  4.950.004.950.002/2Thread::Mutex#sleep +
  4.950.004.950.002/2Thread::ConditionVariable#wait
63.90%0.00%4.950.004.950.002 + + Thread::Mutex#sleep + +
  2.790.002.790.003/3<Module::Timeout>#create_timeout_thread102
36.10%0.01%2.790.002.790.003 + + Thread::Queue#pop + +
* indicates recursively called methods
+ +

Thread 11100, Fiber: 11080

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%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%7.720.000.007.721 + + <Module::Listen::Internals::ThreadPool>#add + + 6
  7.630.000.007.631/1Listen::Adapter::Polling#_run78 +
  0.090.000.000.099/9Listen::Adapter::Base#_timed76 +
  0.000.000.000.001/1Hash#values75 +
  7.630.000.007.631/1<Module::Listen::Internals::ThreadPool>#add78
98.87%0.00%7.630.000.007.631 + + Listen::Adapter::Polling#_run + + 20
  7.630.000.007.631/1Kernel#loop21 +
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  7.500.007.500.008/8Kernel#sleep27 +
  0.130.000.000.1364/64Listen::Adapter::Polling#_process_event42 +
  0.000.000.000.0072/90<Class::Time>#now22 +
  0.000.000.000.0064/64Listen::Options#method_missing25 +
  0.000.000.000.0072/336Time#to_f22 +
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  7.500.007.500.008/8Kernel#loop
97.16%0.02%7.500.007.500.008 + + Kernel#sleep + +
  0.130.000.000.1364/64Kernel#loop
1.71%0.00%0.130.000.000.1364 + + Listen::Adapter::Polling#_process_event + + 32
  0.130.000.000.1364/64Listen::Adapter::Base#_queue_change33 +
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  0.130.000.000.1364/352Listen::Change#invalidate114 +
  0.000.000.000.0064/626Pathname#hash114 +
  0.130.000.000.13288/352<Class::Listen::Directory>#_change73
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1.71%0.01%0.130.000.000.13352 + + *Listen::Change#invalidate + + 31
  0.210.000.000.21135/135<Class::Listen::Directory>#scan55 +
  0.040.000.000.04217/217<Class::Listen::File>#change57 +
  0.000.000.000.00352/992Pathname#+42 +
  0.000.000.000.00352/352Listen::Change::Config#silenced?37 +
  0.000.000.000.00352/487<Class::Listen::Logger>#debug44 +
  0.000.000.000.00352/4950Pathname#initialize32 +
  0.210.000.000.21135/135Listen::Change#invalidate55
1.70%0.02%0.130.000.000.13135 + + *<Class::Listen::Directory>#scan + + 6
  0.120.000.000.12281/288<Class::Listen::Directory>#_change27 +
  0.030.000.000.03281/281Pathname#relative_path_from26 +
  0.020.000.020.00281/527<Class::File>#lstat25 +
  0.020.000.000.02135/135<Class::Listen::Directory>#_children15 +
  0.000.000.000.00416/992Pathname#+14 +
  0.000.000.000.00135/135<Class::Listen::Directory>#_async_changes38 +
  0.000.000.000.00281/281File::Stat#directory?25 +
  0.000.000.000.00135/144Set#initialize15 +
  0.000.000.000.00135/135Listen::Record#dir_entries9 +
  0.000.000.000.00135/487<Class::Listen::Logger>#debug17 +
  0.000.000.000.00562/2909Pathname#to_s25 +
  0.000.000.000.00270/4950Pathname#initialize8 +
  0.000.000.000.00135/153Listen::Record#add_dir11 +
  0.000.000.000.00281/626Pathname#hash244 +
  0.000.000.000.00274/274Pathname#eql?244 +
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  0.000.000.000.00217/434Hash#initialize_copy71 +
  0.000.000.000.00217/217Hash#delete72 +
  0.090.000.000.099/9<Module::Listen::Internals::ThreadPool>#add76
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  0.000.000.000.009/9<Class::Listen::Logger>#info105 +
  0.000.000.000.009/9Kernel#format105 +
  0.000.000.000.0018/90<Class::Time>#now102 +
  0.000.000.000.0018/336Time#to_f102 +
  0.090.000.000.099/9Listen::Adapter::Base#_timed76
1.13%0.00%0.090.000.000.099 + + Listen::Record#build + + 60
  0.090.000.000.0947/47Listen::Record#_fast_build_dir68 +
  0.000.000.000.009/9Listen::Record::SymlinkDetector#initialize65 +
  0.000.000.000.0056/56Thread::Queue#empty?68 +
  0.000.000.000.009/9Listen::Record#_auto_hash61 +
  0.000.000.000.009/47Listen::Record::Entry#initialize67 +
  0.000.000.000.009/47Thread::Queue#<<67 +
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  0.090.000.000.0947/47Listen::Record#build68
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  0.040.000.000.0418/18Listen::Record::SymlinkDetector#verify_unwatched!103 +
  0.030.000.000.0329/29Listen::Record#_fast_try_file107 +
  0.020.000.000.0247/47Listen::Record::Entry#children102 +
  0.000.000.000.0018/18Listen::Record::Entry#record_dir_key105 +
  0.000.000.000.0018/153Listen::Record#add_dir105 +
  0.000.000.000.0038/47Thread::Queue#<<104 +
  0.000.000.000.0047/47Thread::Queue#pop101 +
  0.000.000.000.0029/29<Class::SystemCallError>#===102 +
* indicates recursively called methods
+ +

Thread 11140, Fiber: 11120

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%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%7.720.000.007.721 + + <Module::Listen::Internals::ThreadPool>#add + + 6
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  7.720.000.007.721/1<Module::Listen::Internals::ThreadPool>#add42
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  0.000.000.000.001/1Listen::Event::Loop#_wait_until_resumed83 +
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100.00%0.00%7.720.000.007.721 + + Kernel#loop + +
  7.720.000.007.721/1Listen::Event::Processor#_wait_until_events16 +
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100.00%0.00%7.720.000.007.721 + + Listen::Event::Processor#_wait_until_events + + 82
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  0.000.000.000.001/1Listen::Event::Queue#empty?84 +
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  0.000.000.000.001/1Listen::Event::Processor#_check_stopped58 +
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  7.720.007.720.001/1Listen::Event::Config#sleep19
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* indicates recursively called methods
+ +

Thread 11360, Fiber: 11340

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%Total%SelfTotalSelfWaitChildCallsNameLine
100.00%0.00%7.640.000.007.641 + + ActiveRecord::ConnectionAdapters::ConnectionPool::Reaper#run + + 300
  7.640.000.007.641/1Kernel#loop300 +
  7.640.000.007.641/1ActiveRecord::ConnectionAdapters::ConnectionPool::Reaper#run300
100.00%0.00%7.640.000.007.641 + + Kernel#loop + +
  7.640.007.640.001/1Kernel#sleep301 +
  7.640.007.640.001/1Kernel#loop
100.00%0.00%7.640.007.640.001 + + Kernel#sleep + +
* indicates recursively called methods
+ +
+ + + + diff --git a/Rakefile b/Rakefile index e85f9139..3dc26ea1 100644 --- a/Rakefile +++ b/Rakefile @@ -3,4 +3,18 @@ require_relative 'config/application' +module Rake + class Task + def execute_with_timestamps(*args) + start = Time.now + execute_without_timestamps(*args) + execution_time_in_seconds = Time.now - start + printf("** %s took %.1f seconds\n", name, execution_time_in_seconds) + end + + alias :execute_without_timestamps :execute + alias :execute :execute_with_timestamps + end +end + Rails.application.load_tasks diff --git a/app/models/buses_service.rb b/app/models/buses_service.rb new file mode 100644 index 00000000..6219d44e --- /dev/null +++ b/app/models/buses_service.rb @@ -0,0 +1,4 @@ +class BusesService < ApplicationRecord + belongs_to :bus + belongs_to :service +end diff --git a/case-study-a.md b/case-study-a.md new file mode 100644 index 00000000..81a3e946 --- /dev/null +++ b/case-study-a.md @@ -0,0 +1,42 @@ +# Case-study оптимизации A + +## Актуальная проблема +Нужно оптимизировать механизм перезагрузки расписания из файла так, чтобы он импортировал файл `large.json` **в пределах минуты**. + +`rake reload_json[fixtures/large.json]` + +Я решил исправить эту проблему, оптимизировав этот скрипт. + +## Формирование метрики +Для того, чтобы понимать, дают ли мои изменения положительный эффект на быстродействие программы я придумал использовать такую метрику: время выполнения скрипта с момента запуска и до момента окончания. + +## Гарантия корректности работы оптимизированной программы +Результат работы страницы `автобусы/Самара/Москва` для данных из файла `fixtures/example.json` не должен меняться от применения оптимизаций. + +## 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 меньшее полутора минут время. + +Вот как я построил `feedback_loop`: мы уже имеем разбиение входных данных на разные объемы, поэтому остается построить тесты для фиксирования текущей производительности в процессе работы как отправной точки. Самая первая итерация представляла из себя написание тестов производительности (время выполнения программы). В данном случае это можно отнести к шагу Profile & Test & Benchmark. Полученные при первом запуске значения бенчмарка мы можем записать в цели теста для исключения регрессий на последующих итерациях. +С этого момента наш feedback loop создан, и мы можем переходить к профилированию и изменению кода, после чего запускать уже написанные тесты для сравнения результатов с отправным шагом (или шагом предыдущей итерации). + +## Вникаем в детали системы, чтобы найти главные точки роста +Для того, чтобы найти "точки роста" для оптимизации я воспользовался инструментами memory-profiler и ruby-prof. + +Вот какие проблемы удалось найти и решить + +### Ваша находка №1 +- какой отчёт показал главную точку роста + * ruby-prof с профилем на small.json указал на большее время, проведенное внутри ActiveRecord::Persistence#update (`bus.update`: 4.5 сек и 1000 вызовов), ActiveRecord::Querying#find_or_create_by (3.67 сек и 7229 вызовов) и ActiveRecord::Persistence::ClassMethods#create! (1.11 сек и 1000 вызовов). Это и есть наша первая точка роста. +- как вы решили её оптимизировать + * на этом этапе оптимизации импорта данных были удалены избыточные шаги поиска, создания и обновления записей в БД. Попутно была создана недостающая модель BusesService в БД, на которую уже была ссылка в качестве общей таблицы внутри Bus и Service моделей. Для массовой вставки записей в БД был использован gem 'activerecord-import'. Для более новых версий Rails можно было бы обойтись insert_all. Исходя из знаний об ожидаемых данных было возможно применить запись данных в базу "кусками". Для этого мы считываем определенное число строк, обрабатываем их и сразу же сохраняем записи о поездках. Затем переходим к следующему блоку данных и т.д. Весь блок обработки данных был вынесен в отдельный класс. Ключевым в снижении числа обращений к базе внутри транзакции стало использование хэшей для хранения созданных новых записей. В первую очередь происходит поиск и использование значений из хэшей и только потом происходит поиск или создание новой записи в базе. +- как изменилась метрика + * время выполнения импорта малого объема данных снизилось до 2.2 секунд с 3.5 секунд, а для среднего объема данных с 65 секунд до 5.1 секунд. Большой объем данных импортируется за 17.6 секунд. +- как изменился отчёт профилировщика + * согласно профилировщику основное время после оптимизации теперь стало уходить на ActiveRecord::Querying#find_or_create_by (6.88 секунды и 3255 вызова). + +## Результаты +В результате проделанной оптимизации наконец удалось обработать большой файл с данными за целевое время. +Метрика системы снизилась ... + +## Защита от регрессии производительности +Для защиты от потери достигнутого прогресса при дальнейших изменениях скрипта тесты на производительность алгоритма были зафиксированы на новых значениях, достигнутых за счет оптимизации. diff --git a/lib/tasks/support/database_reloader.rb b/lib/tasks/support/database_reloader.rb new file mode 100644 index 00000000..d199ecd6 --- /dev/null +++ b/lib/tasks/support/database_reloader.rb @@ -0,0 +1,60 @@ +# frozen_string_literal: true + +class DatabaseReloader + attr_accessor :cities, :buses, :services, :buses_services, :trips, :json, :batch_size + + def initialize(file_name, batch_size = 1_000) + @cities = {} + @buses = {} + @services = {} + @buses_services = {} + @trips = [] + @json = JSON.parse(File.read(file_name)) + @batch_size = batch_size + end + + def call + City.delete_all + Bus.delete_all + Service.delete_all + BusesService.delete_all + Trip.delete_all + + # services are known in advance and won't change during JSON parse + services = Service::SERVICES.map.with_index { |service, index| { id: index + 1, name: service } } + Service.import(%i[id name], services, validate: false) + services = services.to_h { |service| [service[:name], service[:id]] } + + ActiveRecord::Base.transaction do + json.each do |trip| + cities[trip['from']] ||= City.find_or_create_by(name: trip['from']) + cities[trip['to']] ||= City.find_or_create_by(name: trip['to']) + bus_number = trip['bus']['number'] + buses[bus_number] ||= Bus.find_or_create_by(number: bus_number, model: trip['bus']['model']) + + trip['bus']['services'].each do |service| + service_id = services[service] + buses_services["#{buses[bus_number]}-#{service_id}"] ||= + BusesService.find_or_create_by(bus: buses[bus_number], service_id: service_id) + end + + trips << Trip.new( + from: cities[trip['from']], + to: cities[trip['to']], + bus: buses[bus_number], + start_time: trip['start_time'], + duration_minutes: trip['duration_minutes'], + price_cents: trip['price_cents'] + ) + + # bulk import each 1000 or batch_size trip records + if trips.size == batch_size + Trip.import!(trips) + self.trips = [] + end + end + # import last accumulated batch after JSON is read + Trip.import!(trips) if trips.present? + end + end +end diff --git a/lib/tasks/utils.rake b/lib/tasks/utils.rake index 540fe871..c1af7dd6 100644 --- a/lib/tasks/utils.rake +++ b/lib/tasks/utils.rake @@ -1,34 +1,11 @@ # Наивная загрузка данных из json-файла в БД # rake reload_json[fixtures/small.json] -task :reload_json, [:file_name] => :environment do |_task, args| - json = JSON.parse(File.read(args.file_name)) - - ActiveRecord::Base.transaction do - City.delete_all - Bus.delete_all - Service.delete_all - Trip.delete_all - ActiveRecord::Base.connection.execute('delete from buses_services;') - - json.each do |trip| - from = City.find_or_create_by(name: trip['from']) - to = City.find_or_create_by(name: trip['to']) - services = [] - trip['bus']['services'].each do |service| - s = Service.find_or_create_by(name: service) - services << s - end - bus = Bus.find_or_create_by(number: trip['bus']['number']) - bus.update(model: trip['bus']['model'], services: services) +require_relative 'support/database_reloader' - Trip.create!( - from: from, - to: to, - bus: bus, - start_time: trip['start_time'], - duration_minutes: trip['duration_minutes'], - price_cents: trip['price_cents'], - ) - end - end +task :reload_json, [:file_name] => :environment do |_task, args| + DatabaseReloader.new(args.file_name).call end + +# Iteration 0: measurement for medium.json without any changes ~ 65 seconds +# Iteration 1: measurement for medium.json with batches and bulk import = 5.1 seconds +# Iteration 1: measurement for large.json with batches and bulk import = 17.6 seconds diff --git a/profiler-1.rb b/profiler-1.rb new file mode 100644 index 00000000..735783a8 --- /dev/null +++ b/profiler-1.rb @@ -0,0 +1,2 @@ +#!/usr/bin/env ruby +system("ruby-memory-profiler --pretty --out=PROFILE.txt ./bin/rake reload_json['fixtures/small.json']") diff --git a/profiler-2.rb b/profiler-2.rb new file mode 100644 index 00000000..4685b1d0 --- /dev/null +++ b/profiler-2.rb @@ -0,0 +1,2 @@ +#!/usr/bin/env ruby +system("ruby-prof --mode=wall -p graph_html --exclude-common -f PROFILE2.html --min_percent=1 ./bin/rake reload_json['fixtures/small.json']") diff --git a/test/tasks/utils_rake_spec.rb b/test/tasks/utils_rake_spec.rb index 74fca191..c10e9c8f 100644 --- a/test/tasks/utils_rake_spec.rb +++ b/test/tasks/utils_rake_spec.rb @@ -1,20 +1,19 @@ require_relative '../test_helper' -require 'json' describe 'rake reload_json', type: :task do - # 1k trips under 3.5 seconds - it 'should work under 3.5 seconds' do - expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/small.json'])) }.to perform_under(3.5).sec + # 1k trips under 2.5 seconds + it 'should work under 2.5 seconds' do + expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/small.json'])) }.to perform_under(2.5).sec end - # 10k trips under 65 seconds - it 'should work under 65 seconds' do - expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/medium.json'])) }.to perform_under(65).sec + # 10k trips under 5.5 seconds + it 'should work under 5.5 seconds' do + expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/medium.json'])) }.to perform_under(5.5).sec end - # 100k trips under 60 seconds - # it 'should work under 60 seconds' do - # expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/large.json'])) }.to perform_under(60).sec - # end + # 100k trips under 18 seconds + it 'should work under 18 seconds' do + expect { task.execute(Rake::TaskArguments.new([:file_name], ['fixtures/large.json'])) }.to perform_under(18).sec + end end From 02bf216352d42127e5e8f7b3d99453ac95ed7e95 Mon Sep 17 00:00:00 2001 From: Igor Arkhipov Date: Mon, 13 Nov 2023 13:33:20 +0100 Subject: [PATCH 4/5] Optimise performance step B --- Gemfile | 6 +++ Gemfile.lock | 24 +++++++++ app/controllers/trips_controller.rb | 2 +- app/views/trips/_service.html.erb | 4 +- app/views/trips/_services.html.erb | 6 --- app/views/trips/_trip.html.erb | 18 +++++-- app/views/trips/index.html.erb | 12 +---- bin/setup | 4 +- case-study-a.md | 1 - case-study-b.md | 54 +++++++++++++++++++ config/environments/development.rb | 9 ++++ config/environments/test.rb | 6 +++ config/routes.rb | 1 + ...0231112233007_create_pghero_query_stats.rb | 15 ++++++ .../20231113122511_add_index_to_trips.rb | 7 +++ db/schema.rb | 15 +++++- 16 files changed, 157 insertions(+), 27 deletions(-) delete mode 100644 app/views/trips/_services.html.erb create mode 100644 case-study-b.md create mode 100644 db/migrate/20231112233007_create_pghero_query_stats.rb create mode 100644 db/migrate/20231113122511_add_index_to_trips.rb diff --git a/Gemfile b/Gemfile index d1cb78f3..58ce2f9d 100644 --- a/Gemfile +++ b/Gemfile @@ -8,6 +8,7 @@ gem 'bootsnap', '>= 1.1.0', require: false gem 'pg', '>= 0.18', '< 2.0' gem 'puma', '~> 3.11' gem 'rails', '~> 5.2.3' +gem 'strong_migrations' group :development, :test do # Call 'byebug' anywhere in the code to stop execution and get a debugger console @@ -15,7 +16,12 @@ group :development, :test do end group :development do + gem 'bullet' gem 'listen', '>= 3.0.5', '< 3.2' + gem 'meta_request' + gem 'pghero' + gem 'pg_query' + gem 'rack-mini-profiler' # Access an interactive console on exception pages or by calling 'console' anywhere in the code. gem 'web-console', '>= 3.3.0' end diff --git a/Gemfile.lock b/Gemfile.lock index 8171cdaa..a0bb2451 100644 --- a/Gemfile.lock +++ b/Gemfile.lock @@ -52,6 +52,9 @@ GEM bootsnap (1.17.0) msgpack (~> 1.2) builder (3.2.4) + bullet (7.1.3) + activesupport (>= 3.0.0) + uniform_notifier (~> 1.11) byebug (11.1.3) concurrent-ruby (1.2.2) crass (1.0.6) @@ -61,6 +64,7 @@ GEM ffi (1.16.3) globalid (1.1.0) activesupport (>= 5.0) + google-protobuf (3.25.0) i18n (1.14.1) concurrent-ruby (~> 1.0) listen (3.1.5) @@ -76,6 +80,9 @@ GEM net-pop net-smtp marcel (1.0.2) + meta_request (0.7.4) + rack-contrib (>= 1.1, < 3) + railties (>= 3.0.0, < 7.1) method_source (1.0.0) mini_mime (1.1.5) mini_portile2 (2.8.5) @@ -95,9 +102,17 @@ GEM mini_portile2 (~> 2.8.2) racc (~> 1.4) pg (1.5.4) + pg_query (4.2.3) + google-protobuf (>= 3.22.3) + pghero (2.8.3) + activerecord (>= 5) puma (3.12.6) racc (1.7.3) rack (2.2.8) + rack-contrib (2.4.0) + rack (< 4) + rack-mini-profiler (3.1.1) + rack (>= 1.2.0) rack-test (2.1.0) rack (>= 1.3) rails (5.2.8.1) @@ -156,11 +171,14 @@ GEM actionpack (>= 5.2) activesupport (>= 5.2) sprockets (>= 3.0.0) + strong_migrations (1.6.4) + activerecord (>= 5.2) thor (1.3.0) thread_safe (0.3.6) timeout (0.4.1) tzinfo (1.2.11) thread_safe (~> 0.1) + uniform_notifier (1.16.0) web-console (3.7.0) actionview (>= 5.0) activemodel (>= 5.0) @@ -176,12 +194,18 @@ PLATFORMS DEPENDENCIES activerecord-import bootsnap (>= 1.1.0) + bullet byebug listen (>= 3.0.5, < 3.2) + meta_request pg (>= 0.18, < 2.0) + pg_query + pghero puma (~> 3.11) + rack-mini-profiler rails (~> 5.2.3) rspec-benchmark + strong_migrations tzinfo-data web-console (>= 3.3.0) diff --git a/app/controllers/trips_controller.rb b/app/controllers/trips_controller.rb index acb38be2..eb2dee12 100644 --- a/app/controllers/trips_controller.rb +++ b/app/controllers/trips_controller.rb @@ -2,6 +2,6 @@ class TripsController < ApplicationController def index @from = City.find_by_name!(params[:from]) @to = City.find_by_name!(params[:to]) - @trips = Trip.where(from: @from, to: @to).order(:start_time) + @trips = Trip.where(from: @from, to: @to).preload(bus: :services).order(:start_time) end end diff --git a/app/views/trips/_service.html.erb b/app/views/trips/_service.html.erb index 178ea8c0..285e7a56 100644 --- a/app/views/trips/_service.html.erb +++ b/app/views/trips/_service.html.erb @@ -1 +1,3 @@ -
  • <%= "#{service.name}" %>
    • +
  • + <%= "#{service.name}" %> +
    • diff --git a/app/views/trips/_services.html.erb b/app/views/trips/_services.html.erb deleted file mode 100644 index 2de639fc..00000000 --- a/app/views/trips/_services.html.erb +++ /dev/null @@ -1,6 +0,0 @@ -
  • Сервисы в автобусе:
    • -
      - <% services.each do |service| %> - <%= render "service", service: service %> - <% end %> -
    diff --git a/app/views/trips/_trip.html.erb b/app/views/trips/_trip.html.erb index fa1de9aa..e8874fa1 100644 --- a/app/views/trips/_trip.html.erb +++ b/app/views/trips/_trip.html.erb @@ -1,5 +1,13 @@ -
  • <%= "Отправление: #{trip.start_time}" %>
    • -
  • <%= "Прибытие: #{(Time.parse(trip.start_time) + trip.duration_minutes.minutes).strftime('%H:%M')}" %>
    • -
  • <%= "В пути: #{trip.duration_minutes / 60}ч. #{trip.duration_minutes % 60}мин." %>
    • -
  • <%= "Цена: #{trip.price_cents / 100}р. #{trip.price_cents % 100}коп." %>
    • -
  • <%= "Автобус: #{trip.bus.model} №#{trip.bus.number}" %>
    • +
      +
    • <%= "Отправление: #{trip.start_time}" %>
      • +
    • <%= "Прибытие: #{(Time.parse(trip.start_time) + trip.duration_minutes.minutes).strftime('%H:%M')}" %>
      • +
    • <%= "В пути: #{trip.duration_minutes / 60}ч. #{trip.duration_minutes % 60}мин." %>
      • +
    • <%= "Цена: #{trip.price_cents / 100}р. #{trip.price_cents % 100}коп." %>
      • +
    • <%= "Автобус: #{trip.bus.model} №#{trip.bus.number}" %>
      • + <% if trip.bus.services.present? %> +
    • Сервисы в автобусе:
      • +
        + <%= render partial: "service", collection: trip.bus.services %> +
      + <% end %> +
    diff --git a/app/views/trips/index.html.erb b/app/views/trips/index.html.erb index a60bce41..18a81a9c 100644 --- a/app/views/trips/index.html.erb +++ b/app/views/trips/index.html.erb @@ -2,15 +2,7 @@ <%= "Автобусы #{@from.name} – #{@to.name}" %>

    - <%= "В расписании #{@trips.count} рейсов" %> + <%= "В расписании #{@trips.size} рейсов" %>

    -<% @trips.each do |trip| %> -
      - <%= render "trip", trip: trip %> - <% if trip.bus.services.present? %> - <%= render "services", services: trip.bus.services %> - <% end %> -
    - <%= render "delimiter" %> -<% end %> +<%= render partial: @trips, spacer_template: "delimiter" %> diff --git a/bin/setup b/bin/setup index f294207b..5534a287 100755 --- a/bin/setup +++ b/bin/setup @@ -28,8 +28,8 @@ chdir APP_ROOT do puts "\n== Preparing database ==" system! 'bin/rails db:setup' - puts "\n== Loading data from fixtures/small.json ==" - system! 'bin/rake reload_json[fixtures/small.json]' + puts "\n== Loading data from fixtures/large.json ==" + system! 'bin/rake reload_json[fixtures/large.json]' puts "\n== Removing old logs and tempfiles ==" system! 'bin/rails log:clear tmp:clear' diff --git a/case-study-a.md b/case-study-a.md index 81a3e946..501fc5c4 100644 --- a/case-study-a.md +++ b/case-study-a.md @@ -36,7 +36,6 @@ ## Результаты В результате проделанной оптимизации наконец удалось обработать большой файл с данными за целевое время. -Метрика системы снизилась ... ## Защита от регрессии производительности Для защиты от потери достигнутого прогресса при дальнейших изменениях скрипта тесты на производительность алгоритма были зафиксированы на новых значениях, достигнутых за счет оптимизации. diff --git a/case-study-b.md b/case-study-b.md new file mode 100644 index 00000000..c29043c0 --- /dev/null +++ b/case-study-b.md @@ -0,0 +1,54 @@ +# Case-study оптимизации B + +## Актуальная проблема +Нужно найти и устранить проблемы, замедляющие формирование страницы расписаний. + +`open http://localhost:3000/автобусы/Самара/Москва` + +Я решил исправить эту проблему, оптимизировав модели, связи между ними и обращения к БД. + +## Формирование метрики +Для того, чтобы понимать, дают ли мои изменения положительный эффект на быстродействие программы я придумал использовать такую метрику: время загрузки веб-страницы после предварительного импорта файла с данными large.json. + +## Гарантия корректности работы оптимизированной программы +Результат работы страницы `автобусы/Самара/Москва` для данных из файла `fixtures/example.json` не должен меняться от применения оптимизаций. + +## 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 меньшее 10 секунд время. + +Вот как я построил `feedback_loop`: благодаря подключению профилирующих плагинов, стало возможным видеть многие очевидные проблемы во всплывающих окнах поверх самой загруженной страницы с расписанием автобусов. +С этого момента наш feedback loop создан, и мы можем переходить к профилированию и изменению кода, после чего загружать страницу повторно для сравнения результатов с отправным шагом (или шагом предыдущей итерации). + +## Вникаем в детали системы, чтобы найти главные точки роста +Для того, чтобы найти "точки роста" для оптимизации я воспользовался инструментами `rack-mini-profiler`, `rails panel`, `bullet`, `pghero`. + +Вот какие проблемы удалось найти и решить + +### Ваша находка №1 +- какой отчёт показал главную точку роста + * `rack-mini-profiler` указал время загрузки страницы до начала оптимизаций около 9 секунд. `rails panel` привел разбивку этого времени по обращениям к БД и собственно рендерингу. В данном случае рендеринг занимал большую часть времени - порядка 6,7 секунды. На вкладке Rendering видно, что ответственный за это время - файл `views/trips/index.html.erb`: `Rendering: trips/index.html.erb 3812.2 +13.5 768 sql 573.9`. Это и будет основная точка роста. +- как вы решили её оптимизировать + * Важно изменить код в темплейте так, чтобы уменьшить число запросов к базе данных. По подсказке `bullet` я добавил в `trips_controller` предзагрузку связанных с trips записей: `.preload(bus: :services)` +- как изменилась метрика + * время загрузки страницы сократилось до ~ 8 секунд. `Rendering: trips/index.html.erb 2673.6 +106.5 12 sql 45.9` +- как изменился отчёт профилировщика + * предупреждения об отсутствующих предзагрузках пропали. + +### Ваша находка №2 +- какой отчёт показал главную точку роста + * `rails panel` по-прежнему подчеркивает, что основное время загрузки страницы уходит на рендеринг. Особенно наглядно это видно в длинном списке вызовов отдельных темплейтов в логе Rails сервера. +- как вы решили её оптимизировать + * Я решил сократить число вызовов различных partials и свести к минимуму количество темплейтов, которые нужно отрендерить. Для этого я использовал рендеринг коллекций и параметр шаблона разделителя. Одновременно было возможным оптимизировать "верхний" запрос к БД по метрикам `pghero`, который был отображен как самый долгий из текущих при рендеринге страницы: + `SELECT COUNT(*) FROM "trips" WHERE "trips"."from_id" = $1 AND "trips"."to_id" = $2` 13ms average + + `SELECT "trips".* FROM "trips" WHERE "trips"."from_id" = $1 AND "trips"."to_id" = $2 ORDER BY "trips"."start_time" ASC` 10ms average. Причиной был Seqential Scan on trips, получилось нивелировать это добавлением индекса. +- как изменилась метрика + * время загрузки страницы сократилось до ~ 2.7 секунды +- как изменился отчёт профилировщика + * ``` + GET http://localhost:3000/%D0%B0%D0%B2%D1%82%... 598.3 +0.0 1 sql 0.4 + Executing: trips#index 16.4 +4.0 2 sql 0.5 + Rendering: trips/index.html.erb 2071.4 +16.6 5 sql 9.6 + ``` + +## Результаты +В результате проделанной оптимизации удалось существенно снизить время загрузки страницы с информацией обо всех поездках. Метрика системы снизилась с 9 до 2.7 секунды. diff --git a/config/environments/development.rb b/config/environments/development.rb index 1311e3e4..903a8661 100644 --- a/config/environments/development.rb +++ b/config/environments/development.rb @@ -1,4 +1,13 @@ Rails.application.configure do + config.after_initialize do + Bullet.enable = true + Bullet.alert = true + Bullet.bullet_logger = true + Bullet.console = true + Bullet.rails_logger = true + Bullet.add_footer = true + end + # Settings specified here will take precedence over those in config/application.rb. # In the development environment your application's code is reloaded on diff --git a/config/environments/test.rb b/config/environments/test.rb index 0a38fd3c..bc5971ab 100644 --- a/config/environments/test.rb +++ b/config/environments/test.rb @@ -1,4 +1,10 @@ Rails.application.configure do + config.after_initialize do + Bullet.enable = true + Bullet.bullet_logger = true + Bullet.raise = true # raise an error if n+1 query occurs + end + # Settings specified here will take precedence over those in config/application.rb. # The test environment is used exclusively to run your application's diff --git a/config/routes.rb b/config/routes.rb index a2da6a7b..089f3c4e 100644 --- a/config/routes.rb +++ b/config/routes.rb @@ -1,4 +1,5 @@ Rails.application.routes.draw do + mount PgHero::Engine, at: "pghero" # For details on the DSL available within this file, see http://guides.rubyonrails.org/routing.html get "/" => "statistics#index" get "автобусы/:from/:to" => "trips#index" diff --git a/db/migrate/20231112233007_create_pghero_query_stats.rb b/db/migrate/20231112233007_create_pghero_query_stats.rb new file mode 100644 index 00000000..fbf41263 --- /dev/null +++ b/db/migrate/20231112233007_create_pghero_query_stats.rb @@ -0,0 +1,15 @@ +class CreatePgheroQueryStats < ActiveRecord::Migration[5.2] + def change + create_table :pghero_query_stats do |t| + t.text :database + t.text :user + t.text :query + t.integer :query_hash, limit: 8 + t.float :total_time + t.integer :calls, limit: 8 + t.timestamp :captured_at + end + + add_index :pghero_query_stats, [:database, :captured_at] + end +end diff --git a/db/migrate/20231113122511_add_index_to_trips.rb b/db/migrate/20231113122511_add_index_to_trips.rb new file mode 100644 index 00000000..564da788 --- /dev/null +++ b/db/migrate/20231113122511_add_index_to_trips.rb @@ -0,0 +1,7 @@ +class AddIndexToTrips < ActiveRecord::Migration[5.2] + disable_ddl_transaction! + + def change + add_index :trips, [:from_id, :to_id, :start_time], algorithm: :concurrently + end +end diff --git a/db/schema.rb b/db/schema.rb index f6921e45..f2008163 100644 --- a/db/schema.rb +++ b/db/schema.rb @@ -10,9 +10,10 @@ # # It's strongly recommended that you check this file into your version control system. -ActiveRecord::Schema.define(version: 2019_03_30_193044) do +ActiveRecord::Schema.define(version: 2023_11_13_122511) do # These are extensions that must be enabled in order to support this database + enable_extension "pg_stat_statements" enable_extension "plpgsql" create_table "buses", force: :cascade do |t| @@ -29,6 +30,17 @@ t.string "name" end + create_table "pghero_query_stats", force: :cascade do |t| + t.text "database" + t.text "user" + t.text "query" + t.bigint "query_hash" + t.float "total_time" + t.bigint "calls" + t.datetime "captured_at" + t.index ["database", "captured_at"], name: "index_pghero_query_stats_on_database_and_captured_at" + end + create_table "services", force: :cascade do |t| t.string "name" end @@ -40,6 +52,7 @@ t.integer "duration_minutes" t.integer "price_cents" t.integer "bus_id" + t.index ["from_id", "to_id", "start_time"], name: "index_trips_on_from_id_and_to_id_and_start_time" end end From 06d379c39a3ede75abf54cad29792b078a20d8dd Mon Sep 17 00:00:00 2001 From: Igor Arkhipov Date: Mon, 13 Nov 2023 14:11:32 +0100 Subject: [PATCH 5/5] Add test --- Gemfile | 8 ++++-- Gemfile.lock | 9 +++++++ case-study-b.md | 3 +++ test/controllers/trips_controller_spec.rb | 33 +++++++++++++++++++++++ 4 files changed, 51 insertions(+), 2 deletions(-) create mode 100644 test/controllers/trips_controller_spec.rb diff --git a/Gemfile b/Gemfile index 58ce2f9d..f195e18d 100644 --- a/Gemfile +++ b/Gemfile @@ -16,10 +16,8 @@ group :development, :test do end group :development do - gem 'bullet' gem 'listen', '>= 3.0.5', '< 3.2' gem 'meta_request' - gem 'pghero' gem 'pg_query' gem 'rack-mini-profiler' # Access an interactive console on exception pages or by calling 'console' anywhere in the code. @@ -27,8 +25,14 @@ group :development do end group :test do + gem 'rspec-rails' gem 'rspec-benchmark' end +group :development, :test do + gem 'bullet' + gem 'pghero' +end + # Windows does not include zoneinfo files, so bundle the tzinfo-data gem gem 'tzinfo-data', platforms: [:mingw, :mswin, :x64_mingw, :jruby] diff --git a/Gemfile.lock b/Gemfile.lock index a0bb2451..7ae8a000 100644 --- a/Gemfile.lock +++ b/Gemfile.lock @@ -162,6 +162,14 @@ GEM rspec-mocks (3.12.6) diff-lcs (>= 1.2.0, < 2.0) rspec-support (~> 3.12.0) + rspec-rails (5.1.2) + actionpack (>= 5.2) + activesupport (>= 5.2) + railties (>= 5.2) + rspec-core (~> 3.10) + rspec-expectations (~> 3.10) + rspec-mocks (~> 3.10) + rspec-support (~> 3.10) rspec-support (3.12.1) ruby_dep (1.5.0) sprockets (4.2.1) @@ -205,6 +213,7 @@ DEPENDENCIES rack-mini-profiler rails (~> 5.2.3) rspec-benchmark + rspec-rails strong_migrations tzinfo-data web-console (>= 3.3.0) diff --git a/case-study-b.md b/case-study-b.md index c29043c0..145869e7 100644 --- a/case-study-b.md +++ b/case-study-b.md @@ -52,3 +52,6 @@ ## Результаты В результате проделанной оптимизации удалось существенно снизить время загрузки страницы с информацией обо всех поездках. Метрика системы снизилась с 9 до 2.7 секунды. + +## Защита от регрессии производительности +Для защиты от потери достигнутого прогресса при дальнейших изменениях скрипта тесты на производительность алгоритма были зафиксированы на новых значениях, достигнутых за счет оптимизации. diff --git a/test/controllers/trips_controller_spec.rb b/test/controllers/trips_controller_spec.rb new file mode 100644 index 00000000..bb04431f --- /dev/null +++ b/test/controllers/trips_controller_spec.rb @@ -0,0 +1,33 @@ +require_relative '../test_helper' +require 'rspec/rails' + +RSpec.describe TripsController, type: :controller do + describe 'GET trips#index' do + # RAILS_ENV=test rake reload_json[fixtures/large.json] + before(:all) do + Rake::Task.define_task(:environment) + Rake::Task['reload_json'].invoke('fixtures/large.json') + end + + def subject + get :index, params: { from: 'Самара', to: 'Москва' } + end + + it 'should not raise errors' do + subject + + expect(response).to have_http_status(:success) + end + + # 100k trips under 1.6 ms from DB / without view rendering + it 'should work under 1.6 ms' do + expect { subject }.to perform_under(1.6).ms + end + + it 'has correct number of trips from large json' do + subject + + expect(@controller.view_assigns['trips'].size).to eq(1004) + end + end +end