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73ddb67 5b8cba0 73ddb67 | 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 | {
"model_name": "ML-MODIS",
"model_type": "ml_modis",
"architectures": ["BootstrapRandomForestRegressor"],
"framework": "PyTorch",
"domain": "earth-science",
"task": "counterfactual-cloud-property-regression",
"implementation": {
"entry_point": "model/ml_modis.py",
"scope": "independent paper-method engineering reproduction",
"train_script": "scripts/train.py",
"inference_script": "scripts/inference.py",
"evaluation_script": "scripts/result.py",
"synthetic_data_script": "scripts/fake_data.py"
},
"architecture": {
"family": "bootstrap random regression forest",
"input_features": 114,
"output_targets": 4,
"independent_models": 8,
"months": [9, 10],
"targets": ["Nd", "reff", "LWP", "CF"]
},
"data": {
"format": "NPZ",
"protocol": "ml_modis_npz_v1",
"input_shape": ["N", 114],
"target_shape": ["N", 4],
"alignment_key": ["year", "month", "platform", "latitude", "longitude"]
},
"configuration_sources": [
"conf/config.yaml",
"model/ml_modis.py",
"scripts/fake_data.py",
"scripts/train.py",
"scripts/inference.py",
"scripts/result.py"
]
}
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