UMA / configs /data /uma_conserving_data_task_energy.yaml
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dataset_name: ??
elem_refs: ??
normalizer_rmsd: ??
train_dataset:
splits:
train:
src: ??
format: ase_db
transforms:
common_transform:
dataset_name: ${data.dataset_name}
stress_reshape_transform:
dataset_name: ${data.dataset_name}
val_dataset:
splits:
val:
src: ??
format: ase_db
transforms:
common_transform:
dataset_name: ${data.dataset_name}
stress_reshape_transform:
dataset_name: ${data.dataset_name}
regress_stress: False
pass_through_head_outputs: False
heads:
energy:
module: onescience.modules.head.uma_head.MLP_Energy_Head
tasks_list:
- _target_: onescience.utils.uma.units.mlip_unit.mlip_unit.Task
name: energy
level: system
property: energy
loss_fn:
_target_: onescience.modules.loss.uma_loss.DDPMTLoss
loss_fn:
_target_: onescience.modules.loss.uma_loss.PerAtomMAELoss
coefficient: 20
out_spec:
dim: [1]
dtype: float32
normalizer:
_target_: onescience.utils.uma.normalization.normalizer.Normalizer
mean: 0.0
rmsd: ${data.normalizer_rmsd}
element_references:
_target_: onescience.utils.uma.normalization.element_references.ElementReferences
element_references:
_target_: torch.DoubleTensor
_args_:
- ${data.elem_refs}
datasets:
- ${data.dataset_name}
metrics:
- mae
- per_atom_mae