Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add profiling to TensileCreateLibrary #1329

Open
wants to merge 1 commit into
base: develop
Choose a base branch
from
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions tensilelite/Tensile/TensileCreateLibrary.py
Original file line number Diff line number Diff line change
Expand Up @@ -41,6 +41,7 @@
from .SolutionLibrary import MasterSolutionLibrary
from .SolutionStructs import Solution
from .CustomYamlLoader import load_logic_gfx_arch
from .Utilities.Profile import profile

import argparse
import collections
Expand Down Expand Up @@ -1233,7 +1234,7 @@ def validateLibrary(masterLibraries: MasterSolutionLibrary,
################################################################################
# Tensile Create Library
################################################################################
@timing
@profile
def TensileCreateLibrary():
print1("")
print1(HR)
Expand Down Expand Up @@ -1558,7 +1559,6 @@ def param(key, value):

print1("# Check if generated files exists.")

@timing
def checkFileExistence(files):
for filePath in files:
if not os.path.exists(filePath):
Expand Down
77 changes: 77 additions & 0 deletions tensilelite/Tensile/Utilities/Profile.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,77 @@
################################################################################
#
# Copyright (C) 2016-2024 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 cProfile
import pstats
import os

from pathlib import Path
from datetime import datetime, timezone
from typing import Callable, Tuple

PROFILE_ENV_VAR = "TENSILE_PROFILE"

def profile(func: Callable) -> Callable:
"""Profiling decorator.

Add ``@profile`` to mark a function for profiling; set the environment variable
TENSILE_PROFILE=ON to enable profiling decorated functions.
"""
if not envVariableIsSet(PROFILE_ENV_VAR):
return func
def wrapper(*args, **kwargs):
path, filename = initProfileArtifacts(func.__name__)

prof = cProfile.Profile()
output = prof.runcall(func, *args, **kwargs)
result = pstats.Stats(prof)
result.sort_stats(pstats.SortKey.TIME)
result.dump_stats(path/filename)

return output
return wrapper

def envVariableIsSet(varName: str) -> bool:
"""Checks if the provided environment variable is set to "ON", "TRUE", or "1"
Args:
varName: Environment variable name.
Returns:
True if the environment variable is set, otherwise False.
"""
value = os.environ.get(varName, "").upper()
return True if value in ["ON", "TRUE", "1"] else False

def initProfileArtifacts(funcName: str) -> Tuple[Path, str]:
"""Initializes filenames and paths for profiling artifacts based on the current datetime
Args:
funcName: The name of the function being profiled, nominally passed via func.__name__
Returns:
A tuple (path, filename) where the path is the artifact directory and filename is
a .prof file with the profiling results.
"""
dt = datetime.now(timezone.utc)
filename = f"{funcName}-{dt.strftime('%Y-%m-%dT%H-%M-%SZ')}.prof"
path = Path().cwd()/f"profiling-results-{dt.strftime('%Y-%m-%d')}"
path.mkdir(exist_ok=True)
return path, filename
Loading