| seed: 42 |
| data: |
| root: data |
| format_version: aef_synthetic_paper_spec_v3 |
| train_samples: 2 |
| test_samples: 1 |
| image_size: 128 |
| input_sources: |
| sentinel2: {timesteps: 65, channels: 5, geometry_dim: 0} |
| sentinel1: {timesteps: 17, channels: 5, geometry_dim: 2} |
| landsat: {timesteps: 21, channels: 7, geometry_dim: 0} |
| target_sources: |
| sentinel2: {channels: 5, type: continuous, weight: 1.0, loss_grid_m: 10, shift_pixels: 2, geometry_dim: 0} |
| sentinel1: {channels: 5, type: continuous, weight: 1.0, loss_grid_m: 10, shift_pixels: 2, geometry_dim: 2} |
| landsat: {channels: 7, type: continuous, weight: 1.0, loss_grid_m: 30, geometry_dim: 0} |
| palsar2: {channels: 3, type: continuous, weight: 1.0, loss_grid_m: 30, geometry_dim: 2} |
| era5_land: {channels: 12, type: continuous, weight: 1.0, loss_grid_m: 10, geometry_dim: 0} |
| gedi: {channels: 101, type: continuous, weight: 1.0, loss_grid_m: 20, geometry_dim: 0} |
| grace: {channels: 1, type: continuous, weight: 0.5, loss_grid_m: 1280, geometry_dim: 0} |
| glo30: {channels: 1, type: continuous, weight: 1.0, loss_grid_m: 30, geometry_dim: 0, derived_channels: undisclosed} |
| nlcd: {channels: 16, type: categorical, weight: 0.5, loss_grid_m: 30, geometry_dim: 0} |
| model: |
| precision_dim: 8 |
| time_dim: 16 |
| space_dim: 32 |
| embedding_dim: 64 |
| num_blocks: 1 |
| num_heads: 4 |
| decoder_hidden_dim: 32 |
| vmf_kappa: 8000.0 |
| max_geometry_dim: 2 |
| paper_model: |
| precision_dim: 128 |
| time_dim: 512 |
| space_dim: 1024 |
| embedding_dim: 64 |
| num_blocks: 15 |
| parameter_count: approximately_480M |
| train: |
| epochs: 1 |
| batch_size: 2 |
| learning_rate: 0.0005 |
| weight_decay: 0.000001 |
| reconstruction_weight: 1.0 |
| uniformity_weight: 0.05 |
| consistency_weight: 0.02 |
| text_weight: 0.001 |
| source_dropout: {sentinel2: 0.0, sentinel1: 0.3, landsat: 0.3} |
| frame_dropout: {sentinel2: 0.5, sentinel1: 0.3, landsat: 0.3} |
| num_workers: 0 |
| runtime: |
| device: auto |
| paths: |
| checkpoint: result/checkpoints/alphaearthfoundations.pt |
| training_metrics: result/training/metrics.json |
| inference_dir: result/output |
| evaluation_dir: result/evaluation |
|
|
