Gpu monitoring #237
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Gpu monitoring #237
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matbun
reviewed
Oct 28, 2024
matbun
reviewed
Oct 29, 2024
matbun
reviewed
Oct 29, 2024
matbun
reviewed
Oct 31, 2024
annaelisalappe
previously approved these changes
Nov 4, 2024
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LGTM |
matbun
approved these changes
Nov 7, 2024
jarlsondre
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Nov 8, 2024
* add gpu utilization decorator and begin work on plots * add decorator for gpu energy utilization * Added config option to hpo script, styling (#235) * Update README.md * Update README.md * Update createEnvVega.sh * remove unused dist file * run black and isort to fix linting errors * remove redundant variable * remove trailing whitespace * fix issues from PR * fix import in eurac trainer * fix linting errors * update logging directory and pattern * update default pattern for gpu energy plots * fix isort linting * add support for none pattern and general cleanup * fix linting errors with black and isort * add configurable and dynamic wait and warmup times for the profiler * remove old plot * move horovod import * fix linting errors --------- Co-authored-by: Anna Lappe <[email protected]> Co-authored-by: Matteo Bunino <[email protected]>
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Summary
Add decorator and CLI command for measuring GPU utilization. You can now add the decorator to any
execute()function of aTorchTrainerclass and it will log the files in a folder namedutilization_logs. Then, when the training is finished, you can create a plot using theitwinai generate-gpu-energy-plot.An example of a resulting plot (real data from training on EURAC) can be seen here:
Related issue :
#221