Add model configuration
Browse files- config.json +75 -0
config.json
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{
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"architectures": [
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"FactFormer2D"
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],
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"framework": "pytorch",
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"model_name": "FactFormer",
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"model_type": "factformer",
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"source_config": "conf/config.yaml",
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"root": {
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"common": {
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"device": "auto",
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"seed": 1234
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},
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"datapipe": {
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"source": {
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"data_dir": "/public/share/sugonhpcapp01/onestore/onedatasets/Kolmogorov_flow_2d",
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"file_name": "kf_2d_re1000_256_120seed.npy"
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},
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"data": {
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"train_num": 100,
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"test_num": 20,
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"resolution": 128,
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"interval": 2,
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"t_in": 10,
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"t_out": 16,
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"out_dim": 1,
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"normalize": true,
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"val_mode": false,
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"split_seed": 1234,
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"stats_file": "data/km2d_stat.npz",
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"stats_max_trajectories": 8
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},
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"dataloader": {
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"batch_size": 4,
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"num_workers": 2,
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"pin_memory": true
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}
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},
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"model": {
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"in_dim": 10,
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"out_dim": 1,
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"hidden_dim": 128,
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"depth": 4,
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"heads": 8,
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"mlp_ratio": 2,
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"dropout": 0.0,
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"activation": "gelu",
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"include_pos": true,
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"space_dim": 2,
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"latent_multiplier": 2.0,
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"max_latent_steps": 4
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},
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"training": {
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"epochs": 50,
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"lr": 0.0005,
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"weight_decay": 0.0001,
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"step_size": 20,
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"gamma": 0.5,
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"eval_interval": 1,
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"patience": 20,
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"train_latent_steps": 4,
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"max_grad_norm": 1.0,
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"max_train_batches": null,
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"max_eval_batches": null,
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"weight_dir": "weight",
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"checkpoint_name": "factformer_kolmogorov.pt"
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},
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"inference": {
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"result_dir": "result",
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"num_samples": 4,
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"figure_name": "prediction_sample.png",
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"tensor_name": "prediction_sample.pt"
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}
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}
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}
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