Upload water models
Browse files- water/config_cueq.yaml +97 -0
- water/config_e3nn.yaml +35 -0
- water/state_dict_cueq.pt +3 -0
- water/state_dict_e3nn.pt +3 -0
water/config_cueq.yaml
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model:
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precision: 64
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num_chem_elements: 2
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edge_cutoff: 6
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num_edge_rbf: 8
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num_edge_poly_cutoff: 6
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num_vel_rbf: 8
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vel_max: 0.135
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max_rotation_order: 2
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num_hidden_channels: 64
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num_mp_layers: 4
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edge_mlp_kwargs:
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n_neurons:
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- 64
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- 64
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- 64
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activation: silu
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vel_mlp_kwargs:
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n_neurons:
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- 64
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- 64
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- 64
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activation: silu
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nl_gate_kwargs:
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activation_scalars:
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o: tanh
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e: silu
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activation_gates:
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e: silu
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conserve_ang_mom: false
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o3_backend: cueq
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net_lin_mom:
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- 0.0
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- 0.0
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- 0.0
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data:
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root: /dccstor/chemistry_ai/trajcast/paper/water/data
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name: water_300K_N5000_dt5.0_rc6_train
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cutoff_radius: 6
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files:
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- water_300K_rep1_timestep50_train1667.extxyz
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- water_300K_rep2_timestep50_train1667.extxyz
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- water_300K_rep3_timestep50_train1666.extxyz
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rename: true
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atom_type_mapper:
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1: 0
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8: 1
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training:
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seed: 2303
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model_type: EfficientTrajCastModel
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device: cuda
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restart_latest: true
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target_field: target
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reference_fields:
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- displacements
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- update_velocities
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batch_size: 2
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max_grad_norm: 0.5
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num_epochs: 1500
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criterion:
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loss_type:
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main_loss: mse
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learnable_weights: false
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optimizer: adam
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optimizer_settings:
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lr: 0.01
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amsgrad: true
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scheduler:
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- ReduceLROnPlateau
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scheduler_settings:
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ReduceLROnPlateau:
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factor: 0.8
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patience: 25
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min_lr: 0.0001
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chained_scheduler_hp:
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milestones:
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- 100000000
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per_epoch: true
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monitor_lr_scheduler: false
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tensorboard_settings:
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loss: true
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lr: true
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weights:
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every: 5
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gradients:
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every: 5
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loss_validation:
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data:
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root: /dccstor/chemistry_ai/trajcast/paper/water/data
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name: water_300K_N5000_dt5.0_rc6_val
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files:
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- water_300K_rep4_timestep50_val1250.extxyz
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cutoff_radius: 6
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rename: true
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atom_type_mapper:
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1: 0
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8: 1
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water/config_e3nn.yaml
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model:
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precision: 64
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num_chem_elements: 2
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edge_cutoff: 6
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num_edge_rbf: 8
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num_edge_poly_cutoff: 6
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num_vel_rbf: 8
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vel_max: 0.135
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max_rotation_order: 2
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num_hidden_channels: 64
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num_mp_layers: 4
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edge_mlp_kwargs:
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n_neurons:
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- 64
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- 64
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- 64
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activation: silu
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vel_mlp_kwargs:
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n_neurons:
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- 64
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- 64
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- 64
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activation: silu
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nl_gate_kwargs:
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activation_scalars:
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o: tanh
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e: silu
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activation_gates:
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e: silu
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conserve_ang_mom: false
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o3_backend: e3nn
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net_lin_mom:
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- 0.0
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- 0.0
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- 0.0
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water/state_dict_cueq.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:a83d0eb52654225321f37cff199ece49546dad894205124ed9b81c3329d36e2a
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size 18592910
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water/state_dict_e3nn.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:769d00ab4b8836e19cffe00accb84e13ad7400c8c1065e0d57f42631bd7f59bd
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size 18717216
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