2019-10-03 14:02:42 +05:30
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# frozen_string_literal: true
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require 'bigdecimal'
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require 'statistics'
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module DerailedBenchmarks
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# A class used to read several benchmark files
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# it will parse each file, then sort by average
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# time of benchmarks. It can be used to find
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# the fastest and slowest examples and give information
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# about them such as what the percent difference is
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# and if the results are statistically significant
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#
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# Example:
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#
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# branch_info = {}
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# branch_info["loser"] = { desc: "Old commit", time: Time.now, file: dir.join("loser.bench.txt"), name: "loser" }
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# branch_info["winner"] = { desc: "I am the new commit", time: Time.now + 1, file: dir.join("winner.bench.txt"), name: "winner" }
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# stats = DerailedBenchmarks::StatsFromDir.new(branch_info)
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#
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# stats.newest.average # => 10.5
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# stats.oldest.average # => 11.0
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# stats.significant? # => true
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# stats.x_faster # => "1.0476"
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class StatsFromDir
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FORMAT = "%0.4f"
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attr_reader :stats, :oldest, :newest
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def initialize(hash)
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@files = []
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hash.each do |branch, info_hash|
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file = info_hash.fetch(:file)
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desc = info_hash.fetch(:desc)
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time = info_hash.fetch(:time)
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@files << StatsForFile.new(file: file, desc: desc, time: time, name: branch)
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end
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@files.sort_by! { |f| f.time }
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@oldest = @files.first
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@newest = @files.last
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end
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def call
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@files.each(&:call)
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2019-10-07 21:24:36 +05:30
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@stats = statistical_test
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2019-10-03 14:02:42 +05:30
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self
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end
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2019-10-07 21:24:36 +05:30
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def statistical_test(series_1=oldest.values, series_2=newest.values)
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StatisticalTest::KSTest.two_samples(
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group_one: series_1,
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group_two: series_2
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2019-10-03 14:02:42 +05:30
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)
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end
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def significant?
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@stats[:alternative]
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end
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2019-10-07 21:24:36 +05:30
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def d_max
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@stats[:d_max].to_f
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end
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def d_critical
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@stats[:d_critical].to_f
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2019-10-03 14:02:42 +05:30
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end
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def x_faster
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FORMAT % (oldest.average/newest.average).to_f
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end
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def percent_faster
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FORMAT % (((oldest.average - newest.average) / oldest.average).to_f * 100)
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end
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def change_direction
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newest.average < oldest.average ? "FASTER" : "SLOWER"
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end
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def banner(io = Kernel)
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io.puts
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if significant?
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io.puts "❤️ ❤️ ❤️ (Statistically Significant) ❤️ ❤️ ❤️"
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else
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io.puts "👎👎👎(NOT Statistically Significant) 👎👎👎"
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end
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io.puts
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io.puts "[#{newest.name}] #{newest.desc.inspect} - (#{newest.average} seconds)"
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io.puts " #{change_direction} by:"
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io.puts " #{x_faster}x [older/newer]"
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io.puts " #{percent_faster}\% [(older - newer) / older * 100]"
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io.puts "[#{oldest.name}] #{oldest.desc.inspect} - (#{oldest.average} seconds)"
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io.puts
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io.puts "Iterations per sample: #{ENV["TEST_COUNT"]}"
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io.puts "Samples: #{newest.values.length}"
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2019-10-07 21:24:36 +05:30
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io.puts
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io.puts "Test type: Kolmogorov Smirnov"
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io.puts "Is significant? (max > critical): #{significant?}"
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io.puts "D critical: #{d_critical}"
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io.puts "D max: #{d_max}"
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2019-10-03 14:02:42 +05:30
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io.puts
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end
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end
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end
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