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Reformatting MACE #307

Merged
merged 4 commits into from
Nov 8, 2024
Merged

Reformatting MACE #307

merged 4 commits into from
Nov 8, 2024

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RylieWeaver
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Reworking of MACE for cleanliness, robustness to hyperparameter configurations, and numerical stability in decoders.

Main Changes:

(1) Many changes to cleanliness and comments, moving some blocks to the utils.
(2) Handle configurations with only one convolutional layer where both first_layer and last_layer are true
(3) Do not append multiple layers in the decoder block when doing a purely linear decoding. This is because multiple linear layers stacked on top of each other without activations can be cause more erratic training / numerical instability.

@allaffa allaffa added the enhancement New feature or request label Nov 8, 2024
@allaffa allaffa merged commit c43a294 into ORNL:main Nov 8, 2024
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RylieWeaver added a commit to RylieWeaver/HydraGNN that referenced this pull request Nov 8, 2024
* reformatting MACE

* move irreps_string tool

* Comment

* adjusting position accounting for batch
RylieWeaver added a commit to RylieWeaver/HydraGNN that referenced this pull request Nov 12, 2024
* reformatting MACE

* move irreps_string tool

* Comment

* adjusting position accounting for batch
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2 participants