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"""Copyright (C) 2016-2022 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 cop-
ies 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 IM-
PLIED, 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 CONNE-
CTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
"""
import sys
import argparse
import subprocess
import itertools
import re#gex
import os
from threading import Timer, Thread
import thread, time
from platform import system
from datetime import datetime
import errorHandler
from blasPerformanceTesting import *
from performanceUtility import timeout, log
IAM = 'BLAS'
TIMOUT_VAL = 900 #In seconds
"""
define and parse parameters
"""
devicevalues = ['gpu', 'cpu']
libraryvalues = ['rocblas','acmlblas']
transvalues = ['none','transpose','conj']
sidevalues = ['left','right']
uplovalues = ['upper','lower']
diagvalues = ['unit','nonunit']
functionvalues = ['gemm', 'trmm', 'trsm', 'trsv', 'syrk', 'syr2k', 'gemv', 'symv', 'symm', 'hemm', 'herk', 'her2k' ]
precisionvalues = ['s', 'd', 'c', 'z']
roundtripvalues = ['roundtrip','noroundtrip','both']
memallocvalues = ['default','alloc_host_ptr','use_host_ptr','copy_host_ptr','use_persistent_mem_amd']
parser = argparse.ArgumentParser(description='Measure performance of the rocblas library')
parser.add_argument('--device',
dest='device', default='gpu',
help='device(s) to run on; may be a comma-delimited list. choices are ' + str(devicevalues) + '. (default gpu)')
parser.add_argument('-m', '--sizem',
dest='sizem', default=None,
help='size(s) of m to test; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 1024 or 100-800:100 or 15,2048-3000')
parser.add_argument('-n', '--sizen',
dest='sizen', default=None,
help='size(s) of n to test; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 1024 or 100-800:100 or 15,2048-3000')
parser.add_argument('-k', '--sizek',
dest='sizek', default=None,
help='size(s) of k to test; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 1024 or 100-800:100 or 15,2048-3000')
parser.add_argument('-s', '--square',
dest='square', default=None,
help='size(s) of m=n=k to test; may include ranges and comma-delimited lists. stepping may be indicated with a colon. this option sets lda = ldb = ldc to the values indicated with --lda for all problems set with --square. e.g., 1024 or 100-800:100 or 15,2048-3000')
parser.add_argument('--problemsize',
dest='problemsize', default=None,
help='additional problems of a set size. may be used in addition to sizem/n/k and lda/b/c. each indicated problem size will be added to the list of problems to complete. should be entered in MxNxK:AxBxC format (where :AxBxC specifies lda/b/c. :AxBxC is optional. if included, lda/b/c are subject to the same range restrictions as indicated in the lda/b/c section of this help. if omitted, :0x0x0 is assumed). may enter multiple in a comma-delimited list. e.g., 2x2x2:4x6x9,3x3x3 or 1024x800x333')
parser.add_argument('--lda',
dest='lda', default=0,
help='value of lda; may include ranges and comma-delimited lists. stepping may be indicated with a colon. if transA = \'n\', lda must be >= \'m\'. otherwise, lda must be >= \'k\'. if this is violated, the problem will be skipped. if lda is 0, it will be automatically set to match either \'m\' (if transA = \'n\') or \'k\' (otherwise). may indicate relative size with +X, where X is the offset relative to M or K (depending on transA). e.g., 1024 or 100-800:100 or 15,2048-3000 or +10 (if transA = \'n\' and M = 100, lda = 110) (default 0)')
parser.add_argument('--ldb',
dest='ldb', default=0,
help='value of ldb; may include ranges and comma-delimited lists. stepping may be indicated with a colon. if transB = \'n\', ldb must be >= \'k\'. otherwise, ldb must be >= \'n\'. if this is violated, the problem will be skipped. if ldb is 0, it will be automatically set to match either \'k\' (if transB = \'n\') or \'n\' (otherwise). may indicate relative size with +X, where X is the offset relative to K or N (depending on transB). e.g., 1024 or 100-800:100 or 15,2048-3000 or +100 (if transB = \'n\' and K = 2000, ldb = 2100) (default 0)')
parser.add_argument('--ldc',
dest='ldc', default=0,
help='value of ldc; may include ranges and comma-delimited lists. stepping may be indicated with a colon. ldc must be >= \'m\'. if this is violated, the problem will be skipped. if ldc is 0, it will be automatically set to match \'m\'. may indicate relative size with +X, where X is the offset relative to M. e.g., 1024 or 100-800:100 or 15,2048-3000 or +5 (if M = 15, ldc = 20) (default 0)')
parser.add_argument('--offa',
dest='offa', default=0,
help='offset of the matrix A in memory; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 0-31 or 100-128:2 or 42 (default 0)')
parser.add_argument('--offb',
dest='offb', default=0,
help='offset of the matrix B or vector X in memory; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 0-31 or 100-128:2 or 42 (default 0)')
parser.add_argument('--offc',
dest='offc', default=0,
help='offset of the matrix C or vector Y in memory; may include ranges and comma-delimited lists. stepping may be indicated with a colon. e.g., 0-31 or 100-128:2 or 42 (default 0)')
parser.add_argument('-a', '--alpha',
dest='alpha', default=1.0, type=float,
help='specifies the scalar alpha')
parser.add_argument('-b', '--beta',
dest='beta', default=1.0, type=float,
help='specifies the scalar beta')
parser.add_argument('-f', '--function',
dest='function', default='gemm',
help='indicates the function(s) to use. may be a comma delimited list. choices are ' + str(functionvalues) + ' (default gemm)')
parser.add_argument('-r', '--precision',
dest='precision', default='s',
help='specifies the precision for the function. may be a comma delimited list. choices are ' + str(precisionvalues) + ' (default s)')
parser.add_argument('--transa',
dest='transa', default='none',
help='select none, transpose, or conjugate transpose for matrix A. may be a comma delimited list. choices are ' + str(transvalues) + ' (default none)')
parser.add_argument('--transb',
dest='transb', default='none',
help='select none, transpose, or conjugate transpose for matrix B. may be a comma delimited list. choices are ' + str(transvalues) + ' (default none)')
parser.add_argument('--side',
dest='side', default='left',
help='select side, left or right for TRMM and TRSM. may be a comma delimited list. choices are ' + str(sidevalues) + ' (default left)')
parser.add_argument('--uplo',
dest='uplo', default='upper',
help='select uplo, upper or lower triangle. may be a comma delimited list. choices are ' + str(uplovalues) + ' (default upper)')
parser.add_argument('--diag',
dest='diag', default='unit',
help='select diag, whether set diagonal elements to one. may be a comma delimited list. choices are ' + str(diagvalues) + ' (default unit)')
parser.add_argument('--library',
dest='library', default='rocblas',
help='indicates the library to use. choices are ' + str(libraryvalues) + ' (default rocblas)')
parser.add_argument('--label',
dest='label', default=None,
help='a label to be associated with all transforms performed in this run. if LABEL includes any spaces, it must be in \"double quotes\". note that the label is not saved to an .ini file. e.g., --label cayman may indicate that a test was performed on a cayman card or --label \"Windows 32\" may indicate that the test was performed on Windows 32')
parser.add_argument('--tablefile',
dest='tableOutputFilename', default=None,
help='save the results to a plaintext table with the file name indicated. this can be used with rocblas.plotPerformance.py to generate graphs of the data (default: table prints to screen)')
parser.add_argument('--roundtrip',
dest='roundtrip', default='noroundtrip',
help='whether measure the roundtrips or not. choices are ' + str(roundtripvalues) + '. (default noroundtrip); should not be specified when calling ACML')
parser.add_argument('--memalloc',
dest='memalloc', default='default',
help='set the flags for OpenCL memory allocation. Choices are ' + str(memallocvalues) + '. (default is default); do not need to set when calling ACML or if roundtrip is not set')
ini_group = parser.add_mutually_exclusive_group()
ini_group.add_argument('--createini',
dest='createIniFilename', default=None, type=argparse.FileType('w'),
help='create an .ini file with the given name that saves the other parameters given at the command line, then quit. e.g., \'rocblas.measurePerformance.py -m 10 -n 100 -k 1000-1010 -f sgemm --createini my_favorite_setup.ini\' will create an .ini file that will save the configuration for an sgemm of the indicated sizes.')
ini_group.add_argument('--ini',
dest='useIniFilename', default=None, type=argparse.FileType('r'),
help='use the parameters in the named .ini file instead of the command line parameters.')
args = parser.parse_args()
label = str(args.label)
roundtrip = str(args.roundtrip)
library = str(args.library)
memalloc = str(args.memalloc)
subprocess.call('mkdir perfLog', shell = True)
logfile = os.path.join('perfLog', (label+'-'+'blasMeasurePerfLog.txt'))
def printLog(txt):
print txt
log(logfile, txt)
printLog("=========================MEASURE PERFORMANCE START===========================")
printLog("Process id of Measure Performance:"+str(os.getpid()))
#This function is defunct now
@timeout(5, "fileName") # timeout is 15 minutes, 15*60 = 300 secs
def checkTimeOutPut2(args):
global currCommandProcess
#ret = subprocess.check_output(args, stderr=subprocess.STDOUT)
#return ret
currCommandProcess = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
printLog("Curr Command Process id = "+str(currCommandProcess.pid))
ret = currCommandProcess.communicate()
if(ret[0] == None or ret[0] == ''):
errCode = currCommandProcess.poll()
raise subprocess.CalledProcessError(errCode, args, output=ret[1])
return ret[0]
#Spawns a separate thread to execute the library command and wait for that thread to complete
#This wait is of 900 seconds (15 minutes). If still the thread is alive then we kill the thread
def checkTimeOutPut(args):
t = None
global currCommandProcess
global stde
global stdo
stde = None
stdo = None
def executeCommand():
global currCommandProcess
global stdo
global stde
try:
stdo, stde = currCommandProcess.communicate()
printLog('stdout:\n'+str(stdo))
printLog('stderr:\n'+str(stde))
except:
printLog("ERROR: UNKNOWN Exception - +checkWinTimeOutPut()::executeCommand()")
currCommandProcess = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
thread = Thread(target=executeCommand)
thread.start()
thread.join(TIMOUT_VAL) #wait for the thread to complete
if thread.is_alive():
printLog('ERROR: Killing the process - terminating thread because it is taking too much of time to execute')
currCommandProcess.kill()
printLog('ERROR: Timed out exception')
raise errorHandler.ApplicationException(__file__, errorHandler.TIME_OUT)
if stdo == "" or stdo==None:
errCode = currCommandProcess.poll()
printLog('ERROR: @@@@@Raising Called processor exception')
raise subprocess.CalledProcessError(errCode, args, output=stde)
return stdo
printLog('Executing measure performance for label: '+str(label))
create_ini_file_if_requested(args)
args = load_ini_file_if_requested(args, parser)
args = split_up_comma_delimited_lists(args)
"""
check parameters for sanity
"""
if args.sizem.count(None) == 0 and (args.sizen.count(None) or args.sizek.count(None)):
printLog( 'ERROR: if any of m, n, or k are specified, all of m, n, and k must be specified')
quit()
if args.sizen.count(None) == 0 and (args.sizem.count(None) or args.sizek.count(None)):
printLog( 'ERROR: if any of m, n, or k are specified, all of m, n, and k must be specified')
quit()
if args.sizek.count(None) == 0 and (args.sizem.count(None) or args.sizen.count(None)):
printLog( 'ERROR: if any of m, n, or k are specified, all of m, n, and k must be specified')
quit()
if args.square.count(None) and args.problemsize.count(None) and args.sizem.count(None) and args.sizen.count(None) and args.sizek.count(None):
printLog( 'ERROR: at least one of [--square] or [--problemsize] or [-m, -n, and -k] must be specified')
quit()
args.sizem = expand_range(args.sizem)
args.sizen = expand_range(args.sizen)
args.sizek = expand_range(args.sizek)
args.square = expand_range(args.square)
args.lda = expand_range(args.lda)
args.ldb = expand_range(args.ldb)
args.ldc = expand_range(args.ldc)
args.offa = expand_range(args.offa)
args.offb = expand_range(args.offb)
args.offc = expand_range(args.offc)
args.problemsize = decode_parameter_problemsize(args.problemsize)
"""
create the problem size combinations for each run of the client
"""
if not args.sizem.count(None):
# we only need to do make combinations of problem sizes if m,n,k have been specified explicitly
problem_size_combinations = itertools.product(args.sizem, args.sizen, args.sizek,
args.lda, args.ldb, args.ldc)
problem_size_combinations = list(itertools.islice(problem_size_combinations, None))
else:
problem_size_combinations = []
"""
add manually entered problem sizes to the list of problems to crank out
"""
manual_test_combinations = []
if not args.problemsize.count(None):
for n in args.problemsize:
sizem = []
sizen = []
sizek = []
lda = []
ldb = []
ldc = []
sizem.append(int(n[0][0]))
sizen.append(int(n[0][1]))
sizek.append(int(n[0][2]))
if len(n) > 1:
lda.append(int(n[1][0]))
ldb.append(int(n[1][1]))
ldc.append(int(n[1][2]))
else:
lda.append(0)
ldb.append(0)
ldc.append(0)
combos = itertools.product(sizem,sizen,sizek,lda,ldb,ldc)
combos = list(itertools.islice(combos, None))
for n in combos:
manual_test_combinations.append(n)
"""
add square problem sizes to the list of problems to crank out
"""
square_test_combinations = []
if not args.square.count(None):
for n in args.square:
combos = itertools.product([n],[n],[n],args.lda) # only lda is considered with --square, and lda/b/c are all set to the values specified by lda
combos = list(itertools.islice(combos, None))
for n in combos:
square_test_combinations.append((n[0],n[1],n[2],n[3],n[3],n[3])) # set lda/b/c = lda
problem_size_combinations = problem_size_combinations + manual_test_combinations + square_test_combinations
"""
create final list of all transformations (with problem sizes and transform properties)
"""
test_combinations = itertools.product(problem_size_combinations, args.offa, args.offb, args.offc, args.alpha, args.beta, args.transa, args.transb, args.side, args.uplo, args.diag, args.function, args.precision, args.device, args.library)
test_combinations = list(itertools.islice(test_combinations, None))
test_combinations = [BlasTestCombination(params[0][0], params[0][1], params[0][2], params[0][3], params[0][4], params[0][5], params[1], params[2], params[3], params[4], params[5], params[6], params[7], params[8], params[9], params[10], params[11], params[12], params[13], params[14], label) for params in test_combinations]
"""
open output file and write the header
"""
table = open_file(args.tableOutputFilename)
table.write(blas_table_header() + '\n')
table.flush()
"""
turn each test combination into a command, run the command, and then stash the gflops
"""
result = [] # this is where we'll store the results for the table
printLog( 'Total combinations = '+str(len(test_combinations)))
vi = 0
#test_combinations = test_combinations[:5]
for params in test_combinations:
vi = vi+1
printLog('preparing command: '+ str(vi))
device = params.device
sizem = params.sizem
sizen = params.sizen
sizek = params.sizek
lda = params.lda
ldb = params.ldb
ldc = params.ldc
offa = params.offa
offb = params.offb
offc = params.offc
alpha = params.alpha
beta = params.beta
function = params.function
precision = params.precision
library = params.library
label = params.label
if params.side == 'left':
side = 'L'
elif params.side == 'right':
side = 'R'
else:
printLog( 'ERROR: unknown value for side')
quit()
if params.uplo == 'upper':
uplo = 'U'
elif params.uplo == 'lower':
uplo = 'L'
else:
printLog( 'ERROR: unknown value for uplo')
quit()
if params.diag == 'unit':
diag = 'U'
elif params.diag == 'nonunit':
diag = 'N'
else:
printLog( 'ERROR: unknown value for diag')
quit()
if re.search('^\+\d+$', lda):
if params.transa == 'none':
lda = str(int(lda.lstrip('+')) + int(sizem))
else:
lda = str(int(lda.lstrip('+')) + int(sizek))
if re.search('^\+\d+$', ldb):
if params.transb == 'none':
ldb = str(int(ldb.lstrip('+')) + int(sizek))
else:
ldb = str(int(ldb.lstrip('+')) + int(sizen))
if re.search('^\+\d+$', ldc):
ldc = str(int(ldc.lstrip('+')) + int(sizem))
if params.transa == 'none':
transa = 'N'
elif params.transa == 'transpose':
transa = 'T'
elif params.transa == 'conj':
transa = 'C'
else:
printLog( 'ERROR: unknown value for transa')
if params.transb == 'none':
transb = 'N'
elif params.transb == 'transpose':
transb = 'T'
elif params.transb == 'conj':
transb = 'C'
else:
printLog( 'ERROR: unknown value for transb')
if library == 'acmlblas':
arguments = [executable(library),
'-m', sizem,
'-n', sizen,
'-k', sizek,
'--lda', lda,
'--ldb', ldb,
'--ldc', ldc,
'--alpha', alpha,
'--beta', beta,
'--transposeA', transa,
'--transposeB', transb,
'--side', side,
'--uplo', uplo,
'--diag', diag,
'--function', function,
'--precision', precision,
'-p', '10',
'--roundtrip', roundtrip]
elif library == 'rocblas':
arguments = [executable(library),
'-m', sizem,
'-n', sizen,
'-k', sizek,
'--lda', lda,
'--ldb', ldb,
'--ldc', ldc,
'--alpha', alpha,
'--beta', beta,
'--transposeA', transa,
'--transposeB', transb,
'--side', side,
'--uplo', uplo,
'--diag', diag,
'--function', function,
'--precision', precision]
else:
printLog( 'ERROR: unknown library:"' +library+ '" can\'t assemble command')
quit()
writeline = True
try:
printLog('Executing Command: '+str(arguments))
output = checkTimeOutPut(arguments);
output = output.split(os.linesep);
printLog('Execution Successfull---------------\n')
except errorHandler.ApplicationException as ae:
writeline = False
#Killing the process
#if system() != 'Windows':
# currCommandProcess.kill()
# printLog('ERROR: Killed process')
printLog('ERROR: Command is taking too much of time-- '+ae.message+'\n'+'Command: \n'+str(arguments))
except subprocess.CalledProcessError as clientCrash:
if clientCrash.output.count('bad_alloc'):
writeline = False
printLog( 'Omitting line from table - problem is too large')
elif clientCrash.output.count('CL_INVALID_BUFFER_SIZE'):
writeline = False
printLog( 'Omitting line from table - problem is too large')
elif clientCrash.output.count('CL_INVALID_WORK_GROUP_SIZE'):
writeline = False
printLog( 'Omitting line from table - workgroup size is invalid')
elif clientCrash.output.count('lda must be set to 0 or a value >='):
writeline = False
printLog( 'Omitting line from table - lda is too small')
elif clientCrash.output.count('ldb must be set to 0 or a value >='):
writeline = False
printLog( 'Omitting line from table - ldb is too small')
elif clientCrash.output.count('ldc must be set to 0 or a value >='):
writeline = False
printLog( 'Omitting line from table - ldc is too small')
else:
writeline = False
printLog('ERROR: client crash.\n')
printLog(str(clientCrash.output))
printLog( str(clientCrash))
printLog('In original code we quit here - 1')
continue
#quit()
if writeline:
gflopsoutput = itertools.ifilter( lambda x: x.count('Gflops'), output)
gflopsoutput = list(itertools.islice(gflopsoutput, None))
thisResult = re.search('\d+\.*\d*e*-*\d*$', gflopsoutput[0])
if thisResult != None:
thisResult = float(thisResult.group(0))
thisResult = (params.sizem,
params.sizen,
params.sizek,
params.lda,
params.ldb,
params.ldc,
params.offa,
params.offb,
params.offc,
params.alpha,
params.beta,
params.transa,
params.transb,
params.side,
params.uplo,
params.diag,
params.precision + params.function,
params.device,
params.library,
params.label,
thisResult)
outputRow = ''
for x in thisResult:
outputRow = outputRow + str(x) + ','
outputRow = outputRow.rstrip(',')
table.write(outputRow + '\n')
table.flush()
else:
if gflopsoutput[0].find('nan') or gflopsoutput[0].find('inf'):
printLog( 'WARNING: output from client was funky for this run. skipping table row')
else:
prinLog( 'ERROR: output from client makes no sense')
prinLog(str( gflopsoutput[0]))
printLog('In original code we quit here - 2')
continue
#quit()
printLog("=========================MEASURE PERFORMANCE ENDS===========================\n")
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