Samudra / config.json
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{
"model_name": "Samudra",
"model_type": "samudra",
"architectures": [
"Samudra"
],
"framework": "PyTorch",
"domain": "ocean",
"task": "global-ocean-emulation",
"implementation": {
"entry_point": "model/samudra.py",
"scope": "thermo-dynamic Samudra v1 ConvNeXt U-Net with periodic longitude handling"
},
"architecture": {
"family": "dilated ConvNeXt U-Net",
"variant": "thermo_dynamic",
"input_channels": 158,
"output_channels": 154,
"state_channels": 77,
"widths": [
200,
250,
300,
400
],
"dilations": [
1,
2,
4,
8
],
"bottleneck_width": 400,
"activation": "capped GELU"
},
"data": {
"dataset": "NOAA/GFDL OM4",
"spatial_resolution_degrees": 1.0,
"time_step_days": 5,
"input_state_steps": 2,
"output_state_steps": 2,
"recurrent_passes": 4,
"depth_levels_m": [
2.5,
10.0,
22.5,
40.0,
65.0,
105.0,
165.0,
250.0,
375.0,
550.0,
775.0,
1050.0,
1400.0,
1850.0,
2400.0,
3100.0,
4000.0,
5000.0,
6000.0
],
"protocol": "samudra_v1_om4"
},
"configuration_sources": [
"conf/config.yaml",
"model/samudra.py",
"scripts/train.py"
]
}