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MXMNetBesselBasis Layer #3497

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merged 3 commits into from
Aug 14, 2023
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riya-singh28
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@riya-singh28 riya-singh28 commented Jul 29, 2023

Description

This layer implements a basis layer for the MXMNet model using Bessel functions.
The basis layer is used to model radial symmetry in molecular systems.

The output of the layer is given by:

output = envelope(dist / cutoff) * (freq * dist / cutoff).sin()

Type of change

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  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
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  • Documentations (modification for documents)

Checklist

  • My code follows the style guidelines of this project
    • Run yapf -i <modified file> and check no errors (yapf version must be 0.32.0)
    • Run mypy -p deepchem and check no errors
    • Run flake8 <modified file> --count and check no errors
    • Run python -m doctest <modified file> and check no errors
  • I have performed a self-review of my own code
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  • I have made corresponding changes to the documentation
  • I have added tests that prove my fix is effective or that my feature works
  • New unit tests pass locally with my changes
  • I have checked my code and corrected any misspellings

@riya-singh28
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image

@riya-singh28
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@rbharath @vsomnath @ARY2260 PR is ready for review.

@vsomnath
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Don't want to have two PRs both of which add something about the _MXMnetEnvelope - I will wait till the previous one is merged in before reviewing this one.

@riya-singh28 riya-singh28 force-pushed the mxmnet_bessel_basis branch 2 times, most recently from c3673cd to 626113f Compare August 11, 2023 14:27
@riya-singh28
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@rbharath @vsomnath @ARY2260 PR is ready to review.


super(MXMNetBesselBasisLayer, self).__init__()
self.cutoff = cutoff
self.envelope: _MXMNetEnvelope = _MXMNetEnvelope(envelope_exponent)
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It should be fine here now, but try to use general type hints in cases like these like nn.Module

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LGTM

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LGTM

@rbharath rbharath merged commit 78f42af into deepchem:master Aug 14, 2023
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4 participants