OneScience-Group/PBL-Emulator
017
1{2 "model_name": "PBL-Emulator",3 "model_type": "pbl_emulator",4 "architectures": ["PBLEmulator"],5 "framework": "PyTorch",6 "domain": "earth-science",7 "task": "same-time-pbl-profile-diagnosis",8 "implementation": {9 "entry_point": "model/pbl_emulator.py",10 "scope": "independent paper-method engineering reproduction",11 "train_script": "scripts/train.py",12 "inference_script": "scripts/inference.py",13 "evaluation_script": "scripts/result.py",14 "synthetic_data_script": "scripts/fake_data.py"15 },16 "architecture": {17 "input_shape": ["B", 16],18 "output_shape": ["B", 17, 5],19 "default": "HAC",20 "width": 16,21 "parameter_counts": {"FFN": 10693, "HPC": 16597, "HAC": 26197}22 },23 "data": {24 "format": "NPZ",25 "protocol": "pbl_emulator_synthetic_v1",26 "split": "chronological 70/15/15 percent",27 "interval_hours": 3,28 "input_shape": ["N", 16],29 "target_shape": ["N", 17, 5],30 "input_variables": ["Q2", "T2", "U10", "V10", "GRDFLX", "SWDOWN", "GLW", "LH", "HFX", "PBLH", "UST", "TSK", "TSLB", "SMOIS", "Ug", "Vg"],31 "output_variables": ["U", "V", "W", "tk", "QVAPOR"],32 "metadata": ["timestamps_hours", "virtual_heights_m", "synthetic_pblh_m"],33 "synthetic": true34 },35 "configuration_sources": [36 "conf/config.yaml",37 "model/pbl_emulator.py",38 "scripts/fake_data.py",39 "scripts/train.py",40 "scripts/inference.py",41 "scripts/result.py"42 ]43}44 