default_dtype: float64 | |
dataset_file_name: ../trainset.xyz | |
n_train: 1500 | |
n_val: 500 | |
batch_size: 32 | |
max_epochs: 500 | |
train_val_split: sequential | |
root: ./results/ | |
run_name: adsorption | |
seed: 123 | |
dataset_seed: 456 | |
append: true | |
model_builders: | |
- allegro.model.Allegro | |
- PerSpeciesRescale | |
- StressForceOutput | |
- RescaleEnergyEtc | |
r_max: 5.0 | |
l_max: 2 | |
parity: o3_full # allowed: o3_full, o3_restricted, so3 | |
num_layers: 2 | |
env_embed_multiplicity: 16 | |
two_body_latent_mlp_latent_dimensions: [128, 256, 512] | |
two_body_latent_mlp_nonlinearity: silu | |
latent_mlp_latent_dimensions: [512, 512] | |
latent_mlp_nonlinearity: silu | |
latent_resnet: true | |
env_embed_mlp_latent_dimensions: [] | |
env_embed_mlp_nonlinearity: null | |
edge_eng_mlp_latent_dimensions: [128] | |
edge_eng_mlp_nonlinearity: null | |
dataset: ase | |
dataset_key_mapping: | |
force: forces | |
ase_args: | |
format: extxyz | |
chemical_symbols: | |
- H | |
- C | |
- N | |
- Zn | |
- O | |
wandb: false | |
learning_rate: 0.005 | |
loss_coeffs: | |
forces: | |
- 20 | |
total_energy: | |
- 1 | |
metrics_components: | |
- - forces | |
- mae | |
- PerSpecies: False | |
report_per_component: False | |
- - total_energy | |
- mae | |
- PerAtom: False | |
- - forces | |
- rmse | |
- PerSpecies: False | |
report_per_component: False | |
- - total_energy | |
- rmse | |
- PerAtom: False | |
- - total_energy | |
- mae | |
- PerAtom: True | |
- - total_energy | |
- rmse | |
- PerAtom: True | |
optimizer_name: Adam |