Add option to use NVIDIA Nsight Compute CLI profiler (#21)

* Use NVIDIA Nsight Compute CLI profiler

* Add profile and profiler-args options to argument parser.

* Add missing comma to profiler-args option.

* Use profile args in version 1 of the plugin

* Change profiler-args option to take all remaining arguments

* Change profiler_args type from string to list of strings

* Add profile option to version 2 of the plugin

* Add profiler usage instructions
This commit is contained in:
Ștefan-Cosmin Ciocan
2023-12-27 10:00:14 +01:00
committed by GitHub
parent 98c9faf45c
commit 887c809d07
4 changed files with 47 additions and 11 deletions
+9
View File
@@ -23,3 +23,12 @@ V2 brings support of multiple source and header files.
%%cuda_run
# This line just to bypass an exeption and can contain any text
```
- To profile your CUDA kernels using NVIDIA Nsight Compute CLI profiler you need to run
```
%%cu --profile
```
- You can add options to the profiler. Keep in mind that any argument after "--profiler-args" will be considered as a profiler argument. For example, to select which sections to collect metrics for you need to run
```
%%cu --profile --profiler-args --section SpeedOfLight --section MemoryWorkloadAnalysis --section Occupancy
```
+21 -2
View File
@@ -3,8 +3,27 @@ import argparse
def get_argparser():
parser = argparse.ArgumentParser(description='NVCCPlugin params')
parser.add_argument("-t", "--timeit", action='store_true',
help='flag to return timeit result instead of stdout')
parser.add_argument(
'-t',
'--timeit',
action='store_true',
help='If set, returns the output of the "timeit" built-in ipython magic instead of stdout.',
)
parser.add_argument(
'-p',
'--profile',
action='store_true',
help='If set, runs the nvidia nsight compute profiler. Has no effect if used with --timeit.',
)
parser.add_argument(
'-a',
'--profiler-args',
type=str,
nargs=argparse.REMAINDER,
default=[],
help='Extra options that can be passed to the nvidia nsight compute profiler. '
'Must be the last option given to the argument parser so you can pass arguments with dashes.',
)
return parser
+8 -4
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@@ -7,6 +7,7 @@ from IPython.core.magic import Magics, cell_magic, magics_class
from common import helper
compiler = '/usr/local/cuda/bin/nvcc'
profiler = '/usr/local/cuda/bin/ncu'
ext = '.cu'
@@ -23,15 +24,18 @@ class NVCCPlugin(Magics):
subprocess.check_output(
[compiler, file_path + ext, "-o", file_path + ".out", '-Wno-deprecated-gpu-targets'], stderr=subprocess.STDOUT)
def run(self, file_path, timeit=False):
def run(self, file_path, timeit=False, profile=False, profiler_args=[]):
if timeit:
stmt = f"subprocess.check_output(['{file_path}.out'], stderr=subprocess.STDOUT)"
output = self.shell.run_cell_magic(
magic_name="timeit", line="-q -o import subprocess", cell=stmt)
output = str(output) # convert TimeitResult object to human readable string
else:
output = subprocess.check_output(
[file_path + ".out"], stderr=subprocess.STDOUT)
run_args = []
if profile:
run_args.extend([profiler] + profiler_args)
run_args.append(file_path + ".out")
output = subprocess.check_output(run_args, stderr=subprocess.STDOUT)
output = output.decode('utf8')
helper.print_out(output)
@@ -51,7 +55,7 @@ class NVCCPlugin(Magics):
f.write(cell)
try:
self.compile(file_path)
output = self.run(file_path, timeit=args.timeit)
output = self.run(file_path, timeit=args.timeit, profile=args.profile, profiler_args=args.profiler_args)
except subprocess.CalledProcessError as e:
helper.print_out(e.output.decode("utf8"))
output = None
+9 -5
View File
@@ -6,6 +6,7 @@ from IPython.core.magic_arguments import argument, magic_arguments, parse_argstr
from common import helper
compiler = '/usr/local/cuda/bin/nvcc'
profiler = '/usr/local/cuda/bin/ncu'
@magics_class
@@ -32,15 +33,18 @@ class NVCCPluginV2(Magics):
res = res.decode()
helper.print_out(res)
def run(self, timeit=False):
def run(self, timeit=False, profile=False, profiler_args=[]):
if timeit:
stmt = f"subprocess.check_output(['{self.out}'], stderr=subprocess.STDOUT)"
output = self.shell.run_cell_magic(
magic_name="timeit", line="-q -o import subprocess", cell=stmt)
output = str(output) # convert TimeitResult object to human readable string
else:
output = subprocess.check_output(
[self.out], stderr=subprocess.STDOUT)
run_args = []
if profile:
run_args.extend([profiler] + profiler_args)
run_args.append(self.out)
output = subprocess.check_output(run_args, stderr=subprocess.STDOUT)
output = output.decode('utf8')
helper.print_out(output)
@@ -72,7 +76,7 @@ class NVCCPluginV2(Magics):
if args.compile:
try:
self.compile(self.output_dir, file_path, self.out)
output = self.run(timeit=args.timeit)
output = self.run(timeit=args.timeit, profile=args.profile, profiler_args=args.profiler_args)
except subprocess.CalledProcessError as e:
helper.print_out(e.output.decode("utf8"))
output = None
@@ -95,7 +99,7 @@ class NVCCPluginV2(Magics):
for x in cuda_src if x[-3:] == '.cu']
print(f'found sources: {cuda_src}')
self.compile(self.output_dir, ' '.join(cuda_src), self.out)
output = self.run(timeit=args.timeit)
output = self.run(timeit=args.timeit, profile=args.profile, profiler_args=args.profiler_args)
except subprocess.CalledProcessError as e:
helper.print_out(e.output.decode("utf8"))
output = None