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<?php |
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// This file is part of BOINC. |
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// http://boinc.berkeley.edu |
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// Copyright (C) 2008 University of California |
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// |
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// BOINC is free software; you can redistribute it and/or modify it |
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// under the terms of the GNU Lesser General Public License |
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// as published by the Free Software Foundation, |
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// either version 3 of the License, or (at your option) any later version. |
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// |
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// BOINC is distributed in the hope that it will be useful, |
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// but WITHOUT ANY WARRANTY; without even the implied warranty of |
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. |
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// See the GNU Lesser General Public License for more details. |
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// |
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// You should have received a copy of the GNU Lesser General Public License |
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// along with BOINC. If not, see <http://www.gnu.org/licenses/>. |
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// Use this script to find an optimal value for fp_benchmark_weight, |
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// i.e. the weight which minimizes the variation between |
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// claimed credit and granted credit |
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// over the validated WUs currently in the database. |
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// |
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// Evaluates the variation for weights 0, .1, ... 1. |
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// |
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$cli_only = true; |
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require_once("../inc/util_ops.inc"); |
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db_init(); |
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function mean($x) { |
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$sum = 0; |
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$n = count($x); |
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for ($i=0; $i<$n; $i++) { |
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$sum += $x[$i]; |
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} |
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return $sum/$n; |
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} |
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function normalized_variance($x) { |
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$sum = 0; |
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$n = count($x); |
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$m = mean($x); |
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for ($i=0; $i<$n; $i++) { |
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$d = $x[$i] - $m; |
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$sum += $d*$d; |
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//echo "$x[$i] "; |
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} |
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//echo "\n"; |
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$nv = sqrt($sum)/($n*$m); |
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//echo "nresults $n mean $m sum $sum nv $nv\n"; |
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return $nv; |
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} |
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// returns the claimed credit for a given result/host and FP weight |
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// |
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function cc($x, $fpw) { |
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$cps = $x->p_fpops*$fpw + $x->p_iops*(1-$fpw); |
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$cps /= 1e9; |
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$cps /= 864; |
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$cc = $x->cpu_time * $cps; |
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return $cc; |
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} |
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// $x is an array of result/host objects; |
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// return the variance among claimed credits given an FP weight |
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// |
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function fpw_var($results, $fpw) { |
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$cc = array(); |
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foreach ($results as $r) { |
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$cc[] = cc($r, $fpw); |
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} |
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return normalized_variance($cc); |
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} |
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// scan WUs for which credit has been granted, |
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// and for which there at least 2 valid results. |
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// For each of these, compute the variance among claimed credits |
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// given various FP weights (0, .1, ... 1). |
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// Maintain the sum of these in an array |
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// |
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function get_data() { |
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$nwus = 4000; |
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$sum = array(); |
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for ($i=0; $i<=10; $i++) { |
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$sum[] = 0; |
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} |
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$r1 = _mysql_query( |
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"select id from workunit where canonical_resultid>0 limit $nwus" |
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); |
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$n = 0; |
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while ($wu = _mysql_fetch_object($r1)) { |
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$results = array(); |
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$r2 = _mysql_query("select * from result where workunitid=$wu->id"); |
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$found_zero = false; |
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while ($result = _mysql_fetch_object($r2)) { |
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if ($result->granted_credit==0) continue; // skip invalid |
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$host = BoincHost::lookup_id($result->hostid); |
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$r = new StdClass; |
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$r->cpu_time = $result->cpu_time; |
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$r->p_fpops = $host->p_fpops; |
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$r->p_iops = $host->p_iops; |
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$results[] = $r; |
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} |
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//echo "Wu $wu->id -------------\n"; |
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if (count($results)<2) continue; |
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for ($i=0; $i<=10; $i++) { |
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$fpw = $i/10.; |
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$sum[$i] += fpw_var($results, $fpw); |
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} |
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$n++; |
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} |
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echo "This script recommends value for <fp_benchmark_weight> in config.xml. |
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It does this by finding the value that minimizes the variance |
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among claimed credit for workunits currently in your database. |
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It examines at most $nwus WUs (edit the script to change this). |
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Number of workunits analyzed: $n |
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"; |
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for ($i=0; $i<=10; $i++) { |
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$fpw = $i/10.; |
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$r = $sum[$i]/$n; |
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echo "FP weight $fpw: variance is $r\n"; |
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if ($i == 0) { |
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$best = $r; |
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$fbest = $fpw; |
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} else { |
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if ($r < $best) { |
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$best = $r; |
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$fbest = $fpw; |
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} |
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} |
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} |
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echo " |
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Recommended value: $fbest |
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"; |
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} |
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get_data(); |
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?> |
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