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| 1 | +#!/usr/bin/env ruby |
| 2 | +# |
| 3 | +# Copyright © 2015 Siarhei Siamashka <siarhei.siamashka@gmail.com> |
| 4 | +# |
| 5 | +# Permission is hereby granted, free of charge, to any person obtaining a |
| 6 | +# copy of this software and associated documentation files (the "Software"), |
| 7 | +# to deal in the Software without restriction, including without limitation |
| 8 | +# the rights to use, copy, modify, merge, publish, distribute, sublicense, |
| 9 | +# and/or sell copies of the Software, and to permit persons to whom the |
| 10 | +# Software is furnished to do so, subject to the following conditions: |
| 11 | +# |
| 12 | +# The above copyright notice and this permission notice (including the next |
| 13 | +# paragraph) shall be included in all copies or substantial portions of the |
| 14 | +# Software. |
| 15 | +# |
| 16 | +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL |
| 19 | +# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING |
| 21 | +# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER |
| 22 | +# DEALINGS IN THE SOFTWARE. |
| 23 | + |
| 24 | +############################################################################### |
| 25 | +# Assuming Gaussian distribution of the DRAM clock speeds where the # |
| 26 | +# lima-memtester test starts to detect reliability problems due to variances # |
| 27 | +# between different board samples (but the same board model!), predict how # |
| 28 | +# many boards of the same type are expected to pass/fail the test at each # |
| 29 | +# DRAM clock speed. # |
| 30 | +# # |
| 31 | +# If a "good" DRAM clock frequency (passes the test) is 672 MHz and a "bad" # |
| 32 | +# clock frequency is 696 MHz, then we are assuming that the cross over point # |
| 33 | +# is somewhere in the middle. So we want to pass the "(672 + 696) / 2" value # |
| 34 | +# into this script. In order to make this easier, there is the <freq_delta> # |
| 35 | +# command line argument, which can be used to add a 12 MHz shift to the # |
| 36 | +# "good" value or subtract 12 MHz from the "bad" value. It is a convenience # |
| 37 | +# feature to avoid maual adjustment of the DRAM clock frequency lists # |
| 38 | +# used as input for this script. # |
| 39 | +############################################################################### |
| 40 | + |
| 41 | +require 'tempfile' |
| 42 | + |
| 43 | +if ARGV.size < 1 |
| 44 | + printf("Usage: #{$PROGRAM_NAME} <freq_delta> <png_file>\n") |
| 45 | + printf("Where:\n") |
| 46 | + printf(" freq_delta - adjustment for the frequency.\n") |
| 47 | + printf(" png_file - resulting PNG file with the plot.\n") |
| 48 | + printf("\n") |
| 49 | + printf("This script reads the list of space separated DRAM clock\n") |
| 50 | + printf("frequency values from STDIN, adds <freq_delta> to them and\n") |
| 51 | + printf("generates a gnuplot chart\n") |
| 52 | + exit(1) |
| 53 | +end |
| 54 | + |
| 55 | +############################################################################### |
| 56 | +# Analyze data, calculate probabilities # |
| 57 | +############################################################################### |
| 58 | + |
| 59 | +freq_delta = ARGV[0].to_f |
| 60 | + |
| 61 | +printf("Frequency shift : %d MHz\n", freq_delta.to_i) |
| 62 | +samples = STDIN.read.split.map {|x| x.to_f + freq_delta } |
| 63 | +printf("Processing data : %s\n", samples.map {|x| x.to_i }) |
| 64 | +abort "As least two DRAM clock speed samples are needed" if samples.size < 2 |
| 65 | + |
| 66 | +sample_mean = samples.reduce(:+) / samples.size.to_f |
| 67 | +sample_stddev = Math.sqrt(samples.reduce(0) {|sum, x| sum + (x - sample_mean) ** 2} / |
| 68 | + (samples.size - 1)) |
| 69 | + |
| 70 | +printf("Sample mean : %f\n", sample_mean) |
| 71 | +printf("Sample stddev : %f\n", sample_stddev) |
| 72 | + |
| 73 | +# https://en.wikipedia.org/wiki/Normal_distribution#Cumulative_distribution_function |
| 74 | +def cumulative_distribution_function(x, sample_mean, sample_stddev) |
| 75 | + return 0.5 * (1 + Math.erf((x - sample_mean) / (sample_stddev * Math.sqrt(2)))) |
| 76 | +end |
| 77 | + |
| 78 | +printf("{| class=\"wikitable\"\n") |
| 79 | +printf("! DRAM clock speed ") |
| 80 | +printf("|| Share of boards expected to fail the lima-memtester test\n") |
| 81 | + |
| 82 | +freq = 816 |
| 83 | +while true |
| 84 | + p = cumulative_distribution_function(freq, sample_mean, sample_stddev) |
| 85 | + break if p < 0.0001 || freq == 360 |
| 86 | + freq -= 24 |
| 87 | +end |
| 88 | + |
| 89 | +while freq <= 816 |
| 90 | + p = cumulative_distribution_function(freq, sample_mean, sample_stddev) |
| 91 | + printf("|-\n| %.0f MHz|| %.2f %%\n", freq, p * 100) |
| 92 | + break if p >= 0.99 |
| 93 | + freq += 24 |
| 94 | +end |
| 95 | +printf("|}\n") |
| 96 | + |
| 97 | +############################################################################### |
| 98 | +# Gnuplot # |
| 99 | +############################################################################### |
| 100 | + |
| 101 | +if ARGV.size >= 2 |
| 102 | + # Test the availability of the required tools |
| 103 | + def tool_exists(tool_name) |
| 104 | + `which #{tool_name} > /dev/null 2>&1` |
| 105 | + if $?.to_i != 0 then |
| 106 | + printf("Error: the required '%s' executable is not found in PATH\n", tool_name) |
| 107 | + return false |
| 108 | + else |
| 109 | + return true |
| 110 | + end |
| 111 | + end |
| 112 | + exit(1) unless tool_exists("gnuplot") |
| 113 | + pngfile = ARGV[1] |
| 114 | + |
| 115 | + tmp = Tempfile.new("lima-memetster-genchart") |
| 116 | + (360..816).step(4) do |freq| |
| 117 | + p = cumulative_distribution_function(freq, sample_mean, sample_stddev) |
| 118 | + tmp.printf("%f %f\n", freq, p * 100) |
| 119 | + end |
| 120 | + tmp.flush |
| 121 | + |
| 122 | + IO.popen("gnuplot", "w") do |fh| |
| 123 | + fh.write " |
| 124 | + set terminal png size 800, 600 |
| 125 | + set output '#{pngfile}' |
| 126 | + set format y '%.0f' |
| 127 | + set xtics 24 |
| 128 | + set ytics (1, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100) |
| 129 | + set grid xtics ytics |
| 130 | + set xrange [360:816] |
| 131 | + set yrange [0:103] |
| 132 | + set xlabel 'DRAM clock frequency, MHz' |
| 133 | + set ylabel 'Share of boards expected to fail the lima-memtester test, %' |
| 134 | + set style line 1 lc rgb '#0060ff' lt 1 lw 2 pt 7 pi 6 ps 0 |
| 135 | + plot '#{tmp.path}' using 1:2 with linespoints ls 1 notitle |
| 136 | + " |
| 137 | + end |
| 138 | +end |
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