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obilaniu committed Aug 30, 2024
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162 changes: 162 additions & 0 deletions .gitignore
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# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST

# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
.pybuilder/
target/

# Jupyter Notebook
.ipynb_checkpoints

# IPython
profile_default/
ipython_config.py

# pyenv
# For a library or package, you might want to ignore these files since the code is
# intended to run in multiple environments; otherwise, check them in:
# .python-version

# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock

# poetry
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock

# pdm
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
# in version control.
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
.pdm.toml
.pdm-python
.pdm-build/

# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/

# Celery stuff
celerybeat-schedule
celerybeat.pid

# SageMath parsed files
*.sage.py

# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/
.dmypy.json
dmypy.json

# Pyre type checker
.pyre/

# pytype static type analyzer
.pytype/

# Cython debug symbols
cython_debug/

# PyCharm
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
21 changes: 21 additions & 0 deletions LICENSE
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MIT License

Copyright (c) 2024 Olexa Bilaniuk

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.
70 changes: 70 additions & 0 deletions README.md
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# IGUANE: A tool to explore Figures-of-Merit for some GPUs

Supported FoMs:
- DRAC's [UGR/RGU](https://docs.alliancecan.ca/wiki/Allocations_and_compute_scheduling#Reference_GPU_Units)
- My own proposal, IGUANE/IGUANA.

*Examples*:

$ ./iguane.py -sr
2.59 H100-SXM5-80GB
2.43 H100-NVL-94GB
1.96 H100-PCIe-80GB
1.64 L40S
1.00 A100-SXM4-80GB
1.00 A100-PCIe-80GB
0.90 A100-SXM4-40GB
0.90 A100-PCIe-40GB
0.81 A6000
0.50 V100S-PCIe-32GB
0.48 RTX8000
0.46 V100-SXM2-32GB
0.43 V100-PCIe-32GB
0.42 V100-SXM2-16GB
0.39 V100-PCIe-16GB
0.27 P100-SXM2-16GB
0.25 P100-PCIe-16GB
0.22 P100-PCIe-12GB
0.21 T4
$ ./iguane.py -pd": "
P100-PCIe-12GB: 0.22040341999886826
P100-PCIe-16GB: 0.2539403974908297
P100-SXM2-16GB: 0.2702130531251874
V100-PCIe-16GB: 0.389666843190366
V100-PCIe-32GB: 0.429666843190366
V100-SXM2-16GB: 0.4169849414304501
V100-SXM2-32GB: 0.4569849414304501
V100S-PCIe-32GB: 0.49852085809099334
T4: 0.2143220096336331
RTX8000: 0.4784166837700395
A100-PCIe-40GB: 0.9000000000000001
A100-PCIe-80GB: 1.0
A100-SXM4-40GB: 0.9000000000000001
A100-SXM4-80GB: 1.0
A6000: 0.8145228158992954
L40S: 1.641054479943445
H100-PCIe-80GB: 1.9579954847095848
H100-SXM5-80GB: 2.586680957484816
H100-NVL-94GB: 2.4280983913222136
$ ./iguane.py -jsru rgu
{
"H100-SXM5-80GB": 12.168321513002363,
"H100-NVL-94GB": 11.091546985815604,
"L40S": 10.35952718676123,
"H100-PCIe-80GB": 9.685106382978724,
"A6000": 4.931631205673759,
"A100-SXM4-80GB": 4.800000000000001,
"A100-PCIe-80GB": 4.800000000000001,
"A100-SXM4-40GB": 4.0,
"A100-PCIe-40GB": 4.0,
"RTX8000": 2.9685106382978725,
"V100S-PCIe-32GB": 2.6535539795114267,
"V100-SXM2-32GB": 2.5690780141843974,
"V100-PCIe-32GB": 2.367344365642238,
"V100-SXM2-16GB": 2.2490780141843976,
"V100-PCIe-16GB": 2.047344365642238,
"T4": 1.3223640661938536,
"P100-SXM2-16GB": 1.2996690307328604,
"P100-PCIe-16GB": 1.182505910165485,
"P100-PCIe-12GB": 1.1025059101654848
}
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