Add model configuration
Browse files- config.json +66 -0
config.json
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{
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"architectures": [
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"KNO2DNavierStokes"
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],
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"framework": "pytorch",
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"model_name": "KNO",
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"model_type": "kno",
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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": 0
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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/CFD_Benchmark/ns",
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"file_name": "NavierStokes_V1e-5_N1200_T20.mat"
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},
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"data": {
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"ntrain": 1000,
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"ntest": 200,
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"t_in": 10,
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"t_out": 10,
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"out_dim": 1,
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"downsamplex": 1,
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"downsampley": 1,
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"normalize": false
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},
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"dataloader": {
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"batch_size": 8,
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"num_workers": 4,
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"pin_memory": true
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}
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},
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"model": {
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"name": "KNO2DNavierStokes",
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"input_channels": 10,
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"output_channels": 1,
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"op_size": 32,
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"modes_x": 12,
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"modes_y": 12,
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"decompose": 6,
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"linear_type": true,
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"normalization": false
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},
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"training": {
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"epochs": 500,
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"lr": 0.001,
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"weight_decay": 1e-05,
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"step_size": 100,
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"gamma": 0.5,
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"eval_interval": 10,
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"patience": 100,
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"teacher_forcing": true,
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"max_grad_norm": null,
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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": "kno_navier_stokes.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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}
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}
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}
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