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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 itertools
import re#gex
import subprocess
import os
import sys
from datetime import datetime
# Common data and functions for the performance suite
class TestCombination:
def __init__(self,
lengthx, lengthy, lengthz, batchsize,
device, inlayout, outlayout, placeness,
ldscomplex, ldsfraction, cachesize, xfactor,
label):
self.x = lengthx
self.y = lengthy
self.z = lengthz
self.batchsize = batchsize
self.device = device
self.inlayout = inlayout
self.outlayout = outlayout
self.placeness = placeness
self.ldscomplex = ldscomplex
self.ldsfraction = ldsfraction
self.cachesize = cachesize
self.xfactor = xfactor
self.label = label
def __str__(self):
return self.x + 'x' + self.y + 'x' + self.z + ':' + self.batchsize + ', ' + self.device + ', ' + self.inlayout + '/' + self.outlayout + ', ' + self.placeness + ', LDS comp(' + self.ldscomplex + '), LDS frac(' + self.ldsfraction + '), cachesz(' + self.cachesize + '), X-factor(' + self.xfactor + ') -- ' + self.label
class GraphPoint:
def __init__(self,
lengthx, lengthy, lengthz, batchsize,
ldsfraction, device, label,
gflops):
self.x = lengthx
self.y = lengthy
self.z = lengthz
self.batchsize = batchsize
self.device = device
self.label = label
self.ldsfraction = ldsfraction
self.gflops = gflops
self.problemsize = str(int(self.x) * int(self.y) * int(self.z) * int(self.batchsize))
def __str__(self):
# ALL members must be represented here (x, y, z, batch, device, label, ldsfraction, etc)
return self.x + 'x' + self.y + 'x' + self.z + ':' + self.batchsize + ', ' + self.device + ', LDS fraction = ' + self.ldsfraction + ' -- ' + self.label + '; ' + self.gflops
class TableRow:
# parameters = class TestCombination instantiation
def __init__(self, parameters, gflops):
self.parameters = parameters
self.gflops = gflops
def __str__(self):
return self.parameters.__str__() + '; ' + self.gflops
def transformDimension(x,y,z):
if int(z) != 1:
return 3
elif int(y) != 1:
return 2
elif int(x) != 1:
return 1
def executable(library):
if type(library) != str:
print 'ERROR: expected library name to be a string'
quit()
if sys.platform != 'win32' and sys.platform != 'linux2':
print 'ERROR: unknown operating system'
quit()
if library == 'rocblas':
if sys.platform == 'win32':
exe = 'client.exe'
elif sys.platform == 'linux2':
exe = './rocblas-bench'
if library == 'acmlblas':
if sys.platform == 'win32':
exe = 'ACMLBlas_client.exe'
elif sys.platform == 'linux2':
exe = './ACMLBlas_client'
if library!='null' and library!='rocblas' and library!='acmlblas':
print 'ERROR: unknown library -- cannot determine executable name ' + library
quit()
if not os.path.isfile(exe):
error_message = 'ERROR: could not find client named ' + exe
print error_message
quit()
return exe
def max_mem_available_in_bytes(exe, device):
arguments = [exe, '-i', device]
deviceInfo = subprocess.check_output(arguments, stderr=subprocess.STDOUT).split(os.linesep)
deviceInfo = itertools.ifilter( lambda x: x.count('MAX_MEM_ALLOC_SIZE'), deviceInfo)
deviceInfo = list(itertools.islice(deviceInfo, None))
maxMemoryAvailable = re.search('\d+$', deviceInfo[0])
return int(maxMemoryAvailable.group(0))
def max_problem_size(exe, device):
numbers_in_one_datapoint = 2 # (i.e.: real or complex?)
bytes_in_one_number = 4 # (i.e.: single or double precision?)
return max_mem_available_in_bytes(exe, device) / (numbers_in_one_datapoint * bytes_in_one_number)
def maxBatchSize(lengthx, lengthy, lengthz, exe, device):
problemSize = int(lengthx) * int(lengthy) * int(lengthz)
maxBatchSize = max_problem_size(exe, device) / problemSize
if int(lengthx) == pow(2,16) or int(lengthx) == pow(2,17):
# special cases in the kernel. extra padding is added in, so we need to shrink the batch size to accommodate
return str(maxBatchSize/2)
else:
return str(maxBatchSize)
def create_ini_file_if_requested(args):
if args.createIniFilename:
#print vars(args)
for x in vars(args):
#print x
if (type(getattr(args,x)) != file) and getattr(args,x) != None\
and x.count('File') == 0:
args.createIniFilename.write('--' + x + ' ')
args.createIniFilename.write(str(getattr(args,x)) + '; ')
quit()
def load_ini_file_if_requested(args, parser):
if args.useIniFilename:
argument_list = args.useIniFilename.readlines()
arg_string = str()
for a in argument_list:
arg_string += a
arg_string = arg_string.replace(';', '')
arg_string = arg_string.split()
args = parser.parse_args(arg_string)
return args
def is_numeric_type(x):
return type(x) == int or type(x) == long or type(x) == float
def split_up_comma_delimited_lists(args):
for x in vars(args):
attr = getattr(args, x)
if attr == None:
setattr(args, x, [None])
elif is_numeric_type(attr):
setattr(args, x, [attr])
elif type(attr) == str:
setattr(args, x, attr.split(','))
return args
class Range:
def __init__(self, ranges, defaultStep='+1'):
# we might be passed in a single value or a list of strings
# if we receive a single value, we want to feed it right back
if type(ranges) != list:
self.expanded = ranges
elif ranges[0] == None:
self.expanded = [None]
else:
self.expanded = []
for thisRange in ranges:
thisRange = str(thisRange)
if re.search('^\+\d+$', thisRange):
self.expanded = self.expanded + [thisRange]
elif thisRange == 'max':
self.expanded = self.expanded + ['max']
else:
#elif thisRange != 'max':
if thisRange.count(':'):
self._stepAmount = thisRange.split(':')[1]
else:
self._stepAmount = defaultStep
thisRange = thisRange.split(':')[0]
if self._stepAmount.count('x'):
self._stepper = '_mult'
else:
self._stepper = '_add'
self._stepAmount = self._stepAmount.lstrip('+x')
self._stepAmount = int(self._stepAmount)
if thisRange.count('-'):
self.begin = int(thisRange.split('-')[0])
self.end = int(thisRange.split('-')[1])
else:
self.begin = int(thisRange.split('-')[0])
self.end = int(thisRange.split('-')[0])
self.current = self.begin
if self.begin == 0 and self._stepper == '_mult':
self.expanded = self.expanded + [0]
else:
while self.current <= self.end:
self.expanded = self.expanded + [self.current]
self._step()
# now we want to uniquify and sort the expanded range
self.expanded = list(set(self.expanded))
self.expanded.sort()
# advance current value to next
def _step(self):
getattr(self, self._stepper)()
def _mult(self):
self.current = self.current * self._stepAmount
def _add(self):
self.current = self.current + self._stepAmount
def expand_range(a_range):
return Range(a_range).expanded
def decode_parameter_problemsize(problemsize):
if not problemsize.count(None):
i = 0
while i < len(problemsize):
problemsize[i] = problemsize[i].split(':')
j = 0
while j < len(problemsize[i]):
problemsize[i][j] = problemsize[i][j].split('x')
j = j+1
i = i+1
return problemsize
def blas_table_header():
return 'm,n,k,lda,ldb,ldc,offa,offb,offc,alpha,alphai,beta,betai,transa,transb,side,uplo,diag,function,device,library,numQueues,label,GFLOPS'
class BlasTestCombination:
def __init__(self,
sizem, sizen, sizek,
lda, ldb, ldc,
offa, offb, offc,
alpha, alphai, beta, betai,
transa, transb,
side, uplo, diag,
function, precision,
device, library, label):
self.sizem = str(sizem)
self.sizen = str(sizen)
self.sizek = str(sizek)
self.lda = str(lda)
self.ldb = str(ldb)
self.ldc = str(ldc)
self.offa = str(offa)
self.offb = str(offb)
self.offc = str(offc)
self.alpha = str(alpha)
self.alphai = str(alphai)
self.beta = str(beta)
self.betai = str(betai)
self.transa = transa
self.transb = transb
self.side = side
self.uplo = uplo
self.diag = diag
self.function = function
self.precision = precision
self.device = device
self.library = library
self.label = label
def __str__(self):
return self.sizem + 'x' + self.sizen + 'x' + self.sizek + ':' + self.lda + 'x' + self.ldb + 'x' + self.ldc + self.offa + 'x' + self.offb + 'x' + self.offc + ', ' + self.device + ', ' + self.precision + self.function + ', ' + self.library + ', alpha(' + self.alpha + '), alphai(' + self.alphai + '), beta(' + self.beta + '), betai(' + self.betai + ') transa(' + self.transa + '), transb(' + self.transb + '), side(' + self.side + '), uplo(' + self.uplo + '), diag(' + self.diag + ') -- ' + self.label
class BlasGraphPoint:
def __init__(self,
sizem, sizen, sizek,
lda, ldb, ldc,
offa, offb, offc,
device, transa, transb,
function, library, label,
gflops):
self.sizem = sizem
self.sizen = sizen
self.sizek = sizek
self.lda = lda
self.ldb = ldb
self.ldc = ldc
self.offa = offa
self.offb = offb
self.offc = offc
self.device = device
self.transa = transa
self.transb = transb
self.function = function
self.library = library
self.label = label
self.gflops = gflops
def __str__(self):
# ALL members must be represented here (x, y, z, batch, device, label, ldsfraction, etc)
return self.sizem + 'x' + self.sizen + 'x' + self.sizek + ':' + self.device + ', ' + self.function + ', ' + self.library + ', transa(' + self.transa + '), transb(' + self.transb + ') -- ' + self.label + '; ' + self.gflops + ' gflops'
def open_file( filename ):
if type(filename) == list:
filename = filename[0]
if filename == None:
filename = 'results' + datetime.now().isoformat().replace(':','.') + '.txt'
else:
if os.path.isfile(filename):
oldname = filename
filename = filename + datetime.now().isoformat().replace(':','.')
message = 'A file with the name ' + oldname + ' already exists. Changing filename to ' + filename
print message
return open(filename, 'w')
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