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#!/usr/bin/env python
# coding=utf8
# This file is part of pyclKernelAnalyzer.
#
# pyclKernelAnalyzer 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 of the License, or
# (at your option) any later version.
#
# pyclKernelAnalyzer 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 pyclKernelAnalyzer. If not, see <http://www.gnu.org/licenses/>.
#
# (c) 2012 Matthias Bach <bach@compeng.uni-frankfurt.de>
import pyopencl as cl
import optparse
import os
import re
def file2string(filename):
f = open(filename, 'r')
fstr = ''.join(f.readlines())
return fstr
if __name__ == '__main__':
parser = optparse.OptionParser(description='Figure out resource usage for all kernels in the given source files.', usage='analyze.py FILES...')
parser.add_option('-d', '--device', type=int, metavar='I', help='The device for which to compile the kernels')
parser.add_option('--csv', action='store_true', default=False, help='Output results as CSV')
parser.add_option('--no-header', action='store_true', default=False, help='Dont add column headers to csv output')
parser.add_option('-p', '--param', dest='build_options', action='append', default=[], help='Build options to be passed to the OpenCL compiler')
(args, files) = parser.parse_args()
if len(files) == 0:
print 'You must specify at least one source file!'
exit(-1)
# before initializing opencl make sure the AMD compiler will dump the source
os.environ['GPU_DUMP_DEVICE_KERNEL'] = '3'
if args.device != None: # compare with None to make device = 0 truthy
platforms = cl.get_platforms()
if len(platforms) > 1:
raise Exception('Found more then one platform, giving up.')
platform = platforms[0]
properties = [(cl.context_properties.PLATFORM, platform)]
devices = [platform.get_devices()[args.device]]
ctx = cl.Context(devices, properties)
else:
ctx = cl.create_some_context()
device = ctx.devices[0]
source = ''.join(map(file2string, files))
prg = cl.Program(ctx, source)
prg.build(args.build_options + ['-save-temps'])
try:
kernels = prg.all_kernels()
except AttributeError:
# crude logic to find kernels, won't work in all cases
kernels = map(lambda name: getattr(prg, name), re.findall(r"^\s*__kernel\s+void\s+(\w+)\(", source, re.MULTILINE));
results = []
for kernel in kernels:
isaFileName = kernel.function_name + '_' + device.name + '.isa'
try:
isaFile = file2string(isaFileName)
except IOError: # probably catalyst 12.4 or up, try new naming scheme
from glob import glob
isaFileNames = glob('_temp_*_{0}_{1}.isa'.format(device.name.lower(), kernel.function_name))
if len(isaFileNames) < 1:
isaFileNames = glob('_temp_*_{0}_main.isa'.format(device.name))
if len(isaFileNames) < 1:
isaFileNames = glob('_temp_*_{0}_{1}.isa'.format(device.name, kernel.function_name))
isaFile = file2string(isaFileNames[0])
scratchRegsMatch = re.search(r"^MaxScratchRegsNeeded\s*=\s*(\d*)\s*$", isaFile, re.MULTILINE)
if scratchRegsMatch: # pre-tahiti gpu
scratchRegs = int(scratchRegsMatch.group(1))
GPRs = int(re.search(r"^SQ_PGM_RESOURCES:NUM_GPRS\s*=\s*(\d*)\s*$", isaFile, re.MULTILINE).group(1))
static = int(re.search(r"^SQ_LDS_ALLOC:SIZE\s*=\s*(0x\d*)\s*$", isaFile, re.MULTILINE).group(1), 0) * 4 # value in file is in units of floats
results.append((device, kernel, 0, GPRs, scratchRegs, static))
else:
scratchRegs = int(re.search(r"^ScratchSize\s*=\s*(\d*)\s*", isaFile, re.MULTILINE).group(1))
sGPRs = int(re.search(r"^NumSgprs\s*=\s*(\d*)\s*;\s*$", isaFile, re.MULTILINE).group(1))
vGPRs = int(re.search(r"^NumVgprs\s*=\s*(\d*)\s*;\s*$", isaFile, re.MULTILINE).group(1))
staticMatch = re.search(r"^COMPUTE_PGM_RSRC2:LDS_SIZE\s*=\s*(\d*)\s*$", isaFile, re.MULTILINE)
static = int(staticMatch.group(1) if staticMatch else 0) * 4 * 64 # value in file is in units of 64 floats
results.append((device, kernel, sGPRs, vGPRs, scratchRegs, static))
if args.csv:
if not args.no_header:
print 'Kernel Name,sGPRs, vGPRs,Scratch Registers,Local Memory (Bytes),Device Version,Driver Version,Platform Version,Build Options'
format = '{0[1].function_name},{0[2]},{0[3]},{0[4]},{0[5]},{0[0].version},{0[0].driver_version},{1}'
else:
maxNameLength = max(len('Kernel Name'), max(map(lambda x: len(x[1].function_name), results)))
maxVersionLength = max(len('Version'), max(map(lambda x: len(x[0].version), results)))
maxDriverLength = max(len('Driver Version'), max(map(lambda x: len(x[0].driver_version), results)))
# we don't print build options in usual output format as they just clutter up the screen
header = '{0:<' + str(maxNameLength) + '} sGPRs vGPRs Scratch Registers Local Memory (Bytes) {1:<' + str(maxVersionLength) + '} {2:<' + str(maxDriverLength) + '}'
header = header.format('Kernel Name', 'Version', 'Driver Version')
print header
print '{0:{fill}<{headerlen}}'.format('', fill='-', headerlen=len(header))
format = '{0[1].function_name:<' + str(maxNameLength) + '} {0[2]:>5} {0[3]:>5} {0[4]:>17} {0[5]:>20} {0[0].version:<' + str(maxVersionLength) + '} {0[0].driver_version:<' + str(maxDriverLength) + '}'
for line in results:
print format.format(line,' '.join(args.build_options))