| { |
| "model_name": "Pangu-Weather", |
| "model_type": "pangu-weather", |
| "architectures": [ |
| "Pangu" |
| ], |
| "framework": "PyTorch", |
| "domain": "atmosphere", |
| "task": "global-medium-range-weather-forecasting", |
| "implementation": { |
| "entry_point": "model/pangu.py", |
| "scope": "repository 3D Earth-specific transformer implementation" |
| }, |
| "architecture": { |
| "family": "3D Earth-specific transformer", |
| "input_grid_shape": [ |
| 721, |
| 1440 |
| ], |
| "patch_size": [ |
| 2, |
| 4, |
| 4 |
| ], |
| "embedding_size": 192, |
| "stage_depths": [ |
| 2, |
| 6, |
| 6, |
| 2 |
| ], |
| "stage_attention_heads": [ |
| 6, |
| 12, |
| 12, |
| 6 |
| ], |
| "window_size": [ |
| 2, |
| 6, |
| 12 |
| ], |
| "surface_input_channels": 7, |
| "predicted_surface_channels": 4, |
| "upper_air_variables": 5 |
| }, |
| "data": { |
| "dataset": "ERA5", |
| "spatial_resolution_degrees": 0.25, |
| "time_step_hours": 6, |
| "pressure_levels_hpa": [ |
| 50, |
| 100, |
| 150, |
| 200, |
| 250, |
| 300, |
| 400, |
| 500, |
| 600, |
| 700, |
| 850, |
| 925, |
| 1000 |
| ], |
| "pressure_level_variables": [ |
| "geopotential", |
| "specific_humidity", |
| "temperature", |
| "u_component_of_wind", |
| "v_component_of_wind" |
| ] |
| }, |
| "configuration_sources": [ |
| "conf/config.yaml", |
| "model/pangu.py" |
| ] |
| } |
|
|