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Bistride Multiscale MeshGraphNet

Open Alexey-Kamenev opened this issue 1 year ago • 3 comments

Modulus Pull Request

Description

This PR contains an example of Bistride Multiscale MeshGraphNet model, described in the corresponding paper. This is a Modulus compatible version of the earlier experimental PR #590.

The multi-scale feature is implemented as a wrapper over existing dataloader and model (MGN) and does not require any modifications to the original dataloader or MGN.

When trained using provided recipe (experiment), the following results can be obtained:

image

See the example README.md for details.

Checklist

  • [x] I am familiar with the Contributing Guidelines.
  • [x] New or existing tests cover these changes.
  • [x] The documentation is up to date with these changes.
  • [x] The CHANGELOG.md is up to date with these changes.
  • [x] An issue is linked to this pull request.

Dependencies

Alexey-Kamenev avatar Aug 16 '24 20:08 Alexey-Kamenev

/blossom-ci

Alexey-Kamenev avatar Aug 16 '24 21:08 Alexey-Kamenev

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Alexey-Kamenev avatar Aug 16 '24 21:08 Alexey-Kamenev

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Alexey-Kamenev avatar Aug 16 '24 22:08 Alexey-Kamenev

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Alexey-Kamenev avatar Aug 23 '24 20:08 Alexey-Kamenev

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Alexey-Kamenev avatar Aug 26 '24 22:08 Alexey-Kamenev

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ktangsali avatar Aug 26 '24 22:08 ktangsali

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Alexey-Kamenev avatar Aug 27 '24 15:08 Alexey-Kamenev

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Alexey-Kamenev avatar Aug 30 '24 16:08 Alexey-Kamenev