flaregun

A simple helper package for PyTorch to get better visibility on real-time GPU usage, model params, etc.

from flaregun import GPUStats, ModelStats

GPUStats(device=0).print()
> "GPU memory usage: 3061 / 32510 MB"

from transformers import AutoModel
ModelStats(AutoModel.from_pretrained('gpt2')).print()
> "124439808 params (124439808 trainable | 0 non-trainable)"

Installation

$ pip install flaregun

Usage

Get real-time Nvidia GPU memory usage in Python:

from flaregun import GPUStats

# Pretty print statistics for Nvidia GPU #0
GPUStats(device=0).print()
> "GPU memory usage: 3061 / 32510 MB"

Get parameter count in any PyTorch compatible model (e.g. HuggingFace, etc.):

from flaregun import ModelStats

# Get HuggingFace model
from transformers import AutoModel
model = AutoModel.from_pretrained("gpt2")

# Pretty print Model parameter count
ModelStats(model).print()
> "124439808 params (124439808 trainable | 0 non-trainable)"

API

All features of the library are listed below.

GPU memory utilization

from flaregun import GPUStats

device = ...integer of GPU device...

# Free GPU memory (in MB)
free_mem = GPUStats(device).free()

# Total GPU memory (in MB)
total_mem = GPUStats(device).total()

# Used GPU memory (in MB)
used_mem = GPUStats(device).used()

Model parameter count

from flaregun import ModelStats

model = ...PyTorch-compatible model...

# Total params
total = ModelStats(model).total()

# Trainable params
trainable = ModelStats(model).trainable()

# Frozen (non-trainable) params
frozen = ModelStats(model).frozen()

Contributing

Interested in contributing? Check out the contributing guidelines. Please note that this project is released with a Code of Conduct. By contributing to this project, you agree to abide by its terms.

Running Tests

poetry run pytest tests/

Test PyPI

Create release:

git tag vXX.XX.XXX
git push --tags
# Then go to Github and link this tag to a Release

Publish:

poetry build
poetry publish -r test-pypi --username XXX --password XXXX

Install:

pip3 install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple flaregun

PyPI

Publish:

poetry publish --username XXX --password XXXX

Building Docs

cd docs
poetry run make clean html && poetry run make html

License

flaregun was created by Michael Wornow. It is licensed under the terms of the MIT license.

Credits

flaregun was created with cookiecutter and the py-pkgs-cookiecutter template.

Miking98/flaregun