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8f41ec3 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | {
"model_name": "Deep Learning Weather Prediction Cubed-Sphere Compact",
"model_type": "dlwp-cs-compact",
"architectures": [
"DLWPCubeSphereUNet"
],
"framework": "PyTorch",
"domain": "atmosphere",
"task": "autoregressive-global-weather-field-prediction",
"implementation": {
"entry_point": "model/model.py",
"scope": "compact structural smoke implementation; synthetic channels have no physical-variable semantics"
},
"architecture": {
"family": "cubed-sphere U-Net",
"input_channels": 2,
"output_channels": 2,
"base_channels": 4,
"cube_faces": 6,
"default_face_shape": [
8,
8
],
"unet_levels": 1,
"activation": "capped_leaky_relu",
"negative_slope": 0.1,
"activation_cap": 10.0,
"cross_face_padding": true
},
"workflow": {
"default_rollout_steps": 2,
"training_objective": "mean_squared_error",
"physical_variable_semantics": null
},
"configuration_sources": [
"model/model.py",
"model/dataset.py",
"scripts/train.py",
"README.md"
]
}
|