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TheRock/rocm-libraries/projects/rocsparse/scripts/rocsparse-bench-multiplot.py
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

310 lines
12 KiB
Python
Executable File

#!/usr/bin/env python3
# ########################################################################
# Copyright (C) 2023 Advanced Micro Devices, Inc. All rights Reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#
# ########################################################################
import argparse
import os
import json
import xml.etree.ElementTree as ET
import rocsparse_bench_gnuplot_helper
def multiplot(out,ofilename,title,curve_indeces,plot_indeces,curves_per_plot,ifilename,y_range,y_label,col_index,curve_titles,plot_titles,xtic_label,linear=False):
ncurves = len(curve_indeces)
nplots = len(plot_indeces)
if (ncurves == 0) or (nplots == 0):
return
xtic_label = xtic_label if len(xtic_label) != 0 else '1'
out.write("reset\n")
out.write("set term pdfcairo enhanced color font 'Helvetica,5'\n")
out.write("set output \"" + ofilename + "\"\n")
out.write("set termoption noenhanced\n")
out.write("set ylabel \"" + y_label + "\"\n")
cols = min(nplots, 3)
rows = min(int((nplots - 1) / cols + 1), 2)
plots_per_page = cols*rows
pages = int((nplots - 1) / (plots_per_page) + 1)
for p in range(pages):
out.write("set multiplot title \"" + title + "\" font 'Helvetica,9' layout " + str(rows) + "," + str(cols) + " scale 1,1\n")
if not linear:
out.write("set logscale y\n")
for i in range(plots_per_page):
plot_index = p * plots_per_page + i
if plot_index >= nplots:
break
if(plot_index % cols == 0):
out.write("set ylabel \"" + y_label + "\"\n")
else:
out.write("set ylabel \" \"\n")
out.write("set yrange [" + str(y_range[0]) + ":" + str(y_range[1]) + "]\n")
out.write("set xtics rotate by -45\n")
out.write("set title \"" + plot_titles[plot_index] + "\"\n")
index = plot_index * curves_per_plot + curve_indeces[0]
out.write("plot '"+ifilename+"' index "+str(index)+" using 1:"+str(col_index)+":xtic("+xtic_label+") with lines title '"+ curve_titles[0] +"'")
for j in range(1,ncurves):
index = plot_index * curves_per_plot + curve_indeces[j]
out.write(",\\\n '' index "+str(index)+" using 1:"+str(col_index) + ":xtic("+xtic_label+") with lines title '"+curve_titles[j]+"'")
out.write("\n")
out.write("unset multiplot\n")
def export_gnuplot(obasename,xargs, yargs, case_results,case_titles,xtic_label = '',verbose = False,debug = False,linear=False):
num_cases = len(case_results)
datafile = open(obasename + ".dat", "w+")
len_xargs = len(xargs)
min_allowed_yvalue = 0.0
max_time = float(case_results[0][0]["timing"]["time"][2])
max_flops = float(case_results[0][0]["timing"]["flops"][2])
max_bandwidth = float(case_results[0][0]["timing"]["bandwidth"][2])
min_time = float(case_results[0][0]["timing"]["time"][0])
min_flops = float(case_results[0][0]["timing"]["flops"][0])
min_bandwidth = float(case_results[0][0]["timing"]["bandwidth"][0])
for iplot in range(len(yargs)):
for case_index in range(num_cases):
samples = case_results[case_index]
for ixarg in range(len_xargs):
isample = iplot * len_xargs + ixarg
tg = samples[isample]["timing"]
min_allowed_yvalue = 0.0
if not linear:
min_allowed_yvalue = 1.0
time0 = max(float(tg["time"][0]), min_allowed_yvalue)
time1 = max(float(tg["time"][1]), min_allowed_yvalue)
time2 = max(float(tg["time"][2]), min_allowed_yvalue)
flops0 = max(float(tg["flops"][0]), min_allowed_yvalue)
flops1 = max(float(tg["flops"][1]), min_allowed_yvalue)
flops2 = max(float(tg["flops"][2]), min_allowed_yvalue)
bandwidth0 = max(float(tg["bandwidth"][0]), min_allowed_yvalue)
bandwidth1 = max(float(tg["bandwidth"][1]), min_allowed_yvalue)
bandwidth2 = max(float(tg["bandwidth"][2]), min_allowed_yvalue)
max_time = max(max_time, time2)
max_flops = max(max_flops, flops2)
max_bandwidth = max(max_bandwidth, bandwidth2)
min_time = min(min_time, time0)
min_flops = min(min_flops, flops0)
min_bandwidth = min(min_bandwidth, bandwidth0)
datafile.write(os.path.basename(os.path.splitext(xargs[ixarg])[0]) + " " +
str(time0) + " " +
str(time1) + " " +
str(time2) + " " +
str(flops0) + " " +
str(flops1) + " " +
str(flops2) + " " +
str(bandwidth0) + " " +
str(bandwidth1) + " "+
str(bandwidth2) + " " +
"\n")
datafile.write("\n")
datafile.write("\n")
datafile.close();
# pad y-axis
pad_ratio = 0.05
min_time = (1 + pad_ratio) * min_time - pad_ratio * max_time
min_flops = (1 + pad_ratio) * min_flops - pad_ratio * max_flops
min_bandwidth = (1 + pad_ratio) * min_bandwidth - pad_ratio * max_bandwidth
max_time = (1 + pad_ratio) * max_time - pad_ratio * min_time
max_flops = (1 + pad_ratio) * max_flops - pad_ratio * min_flops
max_bandwidth = (1 + pad_ratio) * max_bandwidth - pad_ratio * min_bandwidth
# fix y-axis for log scale
if not linear:
min_time = max(min_time, 1)
min_flops = max(min_flops, 1)
min_bandwidth = max(min_bandwidth, 1)
if verbose:
print('//rocsparse-bench-multiplot - write gnuplot file : \'' + obasename + '.gnuplot\'')
cmdfile = open(obasename + ".gnuplot", "w+")
# for each plot
num_plots=len(yargs)
filetype="pdf"
filename_extension= "." + filetype
multiplot(cmdfile,
obasename + "_msec"+ filename_extension,
'Time',
range(num_cases),
range(num_plots),
num_cases,
obasename + ".dat",
[min_time, max_time],
"milliseconds",
2,
case_titles,
yargs, xtic_label, linear)
multiplot(cmdfile,
obasename + "_gflops"+ filename_extension,
'Performance',
range(num_cases),
range(num_plots),
num_cases,
obasename + ".dat",
[min_flops, max_flops],
"GFlops",
5,
case_titles,
yargs, xtic_label, linear)
multiplot(cmdfile,
obasename + "_bandwidth"+ filename_extension,
'Bandwidth',
range(num_cases),
range(num_plots),
num_cases,
obasename + ".dat",
[min_bandwidth, max_bandwidth],
"GBytes/s",
8,
case_titles,
yargs, xtic_label, linear)
cmdfile.close();
rocsparse_bench_gnuplot_helper.call(obasename + ".gnuplot")
if verbose:
print('//rocsparse-bench-multiplot CLEANING')
if not debug:
os.remove(obasename + '.dat')
os.remove(obasename + '.gnuplot')
#
#
# MAIN
#
#
def main():
parser = argparse.ArgumentParser()
parser.add_argument('-o', '--obasename', required=False, default = 'a')
parser.add_argument('-c', '--casenames', required=False, default = "", help='name of curves separated by \';\'. e.g., case1;case2')
parser.add_argument('-y', '--yargnames', required=False, default = "", help='plot titles separated by \';\'. e.g., plot1;plot2')
parser.add_argument('-t', '--xticlabel', required=False, default = "", help='formula for xtic()')
parser.add_argument('-v', '--verbose', required=False, default = False, action = "store_true")
parser.add_argument('-d', '--debug', required=False, default = False, action = "store_true")
parser.add_argument('-l', '--linear', required=False, default = False, action = "store_true")
user_args, case_names = parser.parse_known_args()
verbose=user_args.verbose
debug=user_args.debug
obasename = user_args.obasename
linear = user_args.linear
cases = []
num_cases = len(case_names)
case_titles = []
for case_index in range(num_cases):
case_titles.append(os.path.basename(os.path.splitext(case_names[case_index])[0]))
for case_index in range(num_cases):
with open(case_names[case_index],"r") as f:
cases.append(json.load(f))
cmd = [case['cmdline'] for case in cases]
xargs = [case['xargs'] for case in cases]
yargs = [case['yargs'] for case in cases]
case_results = [case['results'] for case in cases]
num_samples = len(case_results[0])
case_names = user_args.casenames.split(";") if len(user_args.casenames) != 0 else case_titles
yarg_names = user_args.yargnames.split(";") if len(user_args.yargnames) != 0 else yargs[0]
if verbose:
print('//rocsparse-bench-multiplot INPUT CASES')
for case_index in range(num_cases):
print('//rocsparse-bench-multiplot - case'+str(case_index) +' : \'' + case_names[case_index] + '\'')
print('//rocsparse-bench-multiplot CHECKING')
####
for case_index in range(1,num_cases):
if xargs[0] != xargs[case_index]:
print('xargs\'s must be equal, xargs from case \''+case_names[case_index]+'\' is not equal to xargs from case \''+case_names[0]+'\'')
exit(1)
if verbose:
print('//rocsparse-bench-multiplot - xargs checked.')
####
for case_index in range(1,num_cases):
if yargs[0] != yargs[case_index]:
print('yargs\'s must be equal, yargs from case \''+case_names[case_index]+'\' is not equal to yargs from case \''+case_names[0]+'\'')
exit(1)
if verbose:
print('//rocsparse-bench-multiplot - yargs checked.')
if len(yargs[0]) != len(yarg_names):
print('yargnames length does not equal yargs length')
exit(1)
if verbose:
print('//rocsparse-bench-multiplot - yargsnames checked.')
####
for case_index in range(1,num_cases):
if num_samples != len(case_results[case_index]):
print('num_samples\'s must be equal, num_samples from case \''+case_names[case_index]+'\' is not equal to num_samples from case \''+case_names[0]+'\'')
exit(1)
if verbose:
print('//rocsparse-bench-multiplot - num samples checked.')
if num_cases != len(case_names):
print('num_cases does not equal case_names length')
exit(1)
if verbose:
print('//rocsparse-bench-multiplot - casenames checked.')
####
if verbose:
print('//rocsparse-bench-multiplot - write data file : \'' + obasename + '.dat\'')
export_gnuplot(obasename,
xargs[0],
yarg_names,
case_results,
case_names,
user_args.xticlabel,
verbose,
debug,
linear)
if __name__ == "__main__":
main()