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#!/usr/bin/awk -f# Script to analyze experimental results of our branch prediction heuristics# Contributed by Jan Hubicka, SuSE Inc.# Copyright (C) 2001, 2003 Free Software Foundation, Inc.## This file is part of GCC.## GCC is free software; you can redistribute it and/or modify# it under the terms of the GNU General Public License as published by# the Free Software Foundation; either version 3, or (at your option)# any later version.## GCC is distributed in the hope that it will be useful,# but WITHOUT ANY WARRANTY; without even the implied warranty of# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the# GNU General Public License for more details.## You should have received a copy of the GNU General Public License# along with GCC; see the file COPYING. If not, write to# the Free Software Foundation, 51 Franklin Street, Fifth Floor,# Boston, MA 02110-1301, USA.### This script is used to calculate two basic properties of the branch prediction# heuristics - coverage and hitrate. Coverage is number of executions of a given# branch matched by the heuristics and hitrate is probability that once branch is# predicted as taken it is really taken.## These values are useful to determine the quality of given heuristics. Hitrate# may be directly used in predict.c.## Usage:# Step 1: Compile and profile your program. You need to use -fprofile-arcs# flag to get the profiles# Step 2: Generate log files. The information about given heuristics are# saved into *.bp dumps. You need to pass the -db switch to the compiler as well# as -fbranch-probabilities to get the results of profiling noted in the dumps.# Ensure that there are no "Arc profiling: some edge counts were bad." warnings.# Step 3: Run this script to concatenate all *.life files:# analyze_brprob `find . -name *.life`# the information is collected and print once all files are parsed. This# may take a while.# Note that the script does use bc to perform long arithmetic.# Step 4: Read the results. Basically the following table is printed:# (this is just an example from a very early stage of branch prediction pass# development, so please don't take these numbers seriously)##HEURISTICS BRANCHES (REL) HITRATE COVERAGE (REL)#opcode 2889 83.7% 94.96%/ 97.62% 7516383 75.3%#pointer 246 7.1% 99.69%/ 99.86% 118791 1.2%#loop header 449 13.0% 98.32%/ 99.07% 43553 0.4%#first match 3450 100.0% 89.92%/ 97.27% 9979782 100.0%#loop exit 924 26.8% 88.95%/ 95.58% 9026266 90.4%#error return 150 4.3% 64.48%/ 86.81% 453542 4.5%#call 803 23.3% 51.66%/ 98.61% 3614037 36.2%#loop branch 51 1.5% 99.26%/ 99.27% 26854 0.3%#noreturn call 951 27.6% 100.00%/100.00% 1759809 17.6%## The heuristic called "first match" is a heuristic used by GCC branch# prediction pass and it predicts 89.92% branches correctly.## The quality of heuristics can be rated using both, coverage and hitrate# parameters. For example "loop branch" heuristics (predicting loopback edge# as taken) have both very high hitrate and coverage, so it is very useful.# On the other hand, "exit block" heuristics (predicting exit edges as not# taken) have good hitrate, but poor coverage, so only 3 branches have been# predicted. The "loop header" heuristic has problems, since it tends to# misspredict.## The implementation of this script is somewhat brute force. My awk skills# are limited.function longeval(e){e = "echo \"scale = 2 ;"e"\" | bc"e | getline resclose (e)return res}BEGIN {nnames = 0}/^ .* heuristics: .*.$/ {name=$0sub (/^ /,"",name)sub (/ heuristics: .*.$/,"",name)if (!(name in branches)){names[nnames] = namebranches[name]=0counts[name]=0hits[name]=0phits[name]=0nnames++}branches[name]+=1}/^ .* heuristics: .*. exec [0-9]* hit [0-9]* (.*.)$/ {name=$0sub (/^ /,"",name)sub (/ heuristics: .*. exec [0-9]* hit [0-9]* (.*.)$/,"",name)pred=$0sub (/^ .* heuristics: /,"",pred)sub (/. exec [0-9]* hit [0-9]* (.*.)$/,"",pred)count=$0sub (/^ .* heuristics: .*. exec /,"",count)sub (/ hit [0-9]* (.*.)$/,"",count)hit=$0sub (/^ .* heuristics: .*. exec [0-9]* hit /,"",hit)sub (/ (.*.)$/,"",hit)if (int(pred) < 50.0){hit = count"-"hit;}counts[name]=counts[name] "+" counthits[name]=hits[name] "+" hitphits[name]=phits[name] "+(("hit")<"count"/2)*("count"-("hit"))+(("hit")>="count"/2)*("hit")"#BC crashes on long strings. Irritating.if (length(counts[name]) > 2000)counts[name] = longeval(counts[name])if (length(hits[name]) > 2000)hits[name] = longeval(hits[name])if (length(phits[name]) > 2000)phits[name] = longeval(phits[name])}END {# Heuristics called combined predicts just everything.maxcounts = longeval(counts["combined"])maxbranches = branches["combined"]max = names["combined"]printf("HEURISTICS BRANCHES (REL) HITRATE COVERAGE (REL)\n")for (i = 0; i < nnames ; i++){name = names[i]counts[name] = longeval(counts[name])printf ("%-26s %8i %5.1f%% %6s%% / %6s%% %12s %5.1f%%\n",name,branches[name], branches[name] * 100 / maxbranches,longeval("("hits[name]") * 100 /(" counts[name]"-0.00001)"),longeval("("phits[name]") * 100 /(" counts[name]"-0.00001)"),counts[name], longeval(counts[name]" * 100 / ("maxcounts"-0.00001)"))}}
