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Repo of optimized training recipes for accelerating PyTorch workflows of AI driven surrogates for physical systems

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Modulus Launch (Beta)

Project Status: Active – The project has reached a stable, usable state and is being actively developed. GitHub Code style: black

Modulus Launch is a PyTorch based deep-learning collection of training recipes and tools for creating physical surrogates. The goal of this repository is to provide a collection of deep learning training examples for different phenomena as starting points for academic and industrial applications. Additional information can be found in the Modulus documentation.

Modulus Packages

Installation

PyPi

The recommended method for installing the latest version of Modulus Launch is using PyPi:

pip install nvidia-modulus.launch

NVCR Container

The recommended Modulus docker image can be pulled from the NVIDIA Container Registry:

docker pull nvcr.io/nvidia/modulus/modulus:23.05

From Source

Package

For a local build of the Modulus Launch Python package from source use:

git clone [email protected]:NVIDIA/modulus-launch.git && cd modulus-launch

pip install --upgrade pip
pip install .

Source Container

To build Modulus Launch docker image:

docker build -t modulus-launch:deploy --target deploy -f Dockerfile .

To build CI image:

docker build -t modulus-launch:ci --target ci -f Dockerfile .

To build any of these images on top of the Modulus base image, you can --build-arg BASE_CONTAINER=modulus:deploy to the above commands as shown below:

docker build --build-arg BASE_CONTAINER=modulus:deploy \
    -t modulus-launch:deploy --target deploy -f Dockerfile .

Contributing

For guidance on making a contribution to Modulus, see the contributing guidelines

Communication

  • Github Discussions: Discuss architectures, implementations, Physics-ML research, etc.
  • GitHub Issues: Bug reports, feature requests, install issues, etc.
  • Modulus Forum: The Modulus Forum hosts an audience of new to moderate level users and developers for general chat, online discussions, collaboration, etc.

License

Modulus Launch is provided under the Apache License 2.0, please see LICENSE.txt for full license text.

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Repo of optimized training recipes for accelerating PyTorch workflows of AI driven surrogates for physical systems

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  • Python 95.7%
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