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https://huggingface.co/OneScience-Group/Surya/resolve/main/conf/config.yaml
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curl -L -o config.yaml https://huggingface.co/OneScience-Group/Surya/resolve/main/conf/config.yaml
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| seed: 42 | |
| data: | |
| root: data | |
| protocol: synthetic_SDO_AIA_HMI | |
| image_size: 32 | |
| channels: 13 | |
| input_steps: 2 | |
| forecast_steps: 4 | |
| train_samples: 32 | |
| test_samples: 8 | |
| channel_names: [AIA_94, AIA_131, AIA_171, AIA_193, AIA_211, AIA_304, AIA_335, AIA_1600, HMI_magnetogram, HMI_continuum, HMI_doppler, HMI_vector_x, HMI_vector_y] | |
| channel_mean: [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] | |
| channel_std: [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0] | |
| model: | |
| image_size: 32 | |
| patch_size: 4 | |
| channels: 13 | |
| input_steps: 2 | |
| embed_dim: 64 | |
| depth: 4 | |
| spectral_blocks: 1 | |
| num_heads: 4 | |
| window_size: 3 | |
| global_tokens: 4 | |
| training: | |
| epochs: 2 | |
| one_step_epochs: 1 | |
| rollout_epochs: 1 | |
| batch_size: 4 | |
| learning_rate: 0.0005 | |
| weight_decay: 0.01 | |
| num_workers: 0 | |
| accum_iter: 1 | |
| warmup_epochs: 1 | |
| min_learning_rate: 0.00001 | |
| amp: true | |
| grad_clip: 1.0 | |
| runtime: | |
| device: auto | |
| amp: true | |
| paths: | |
| checkpoint: result/checkpoints/surya.pt | |
| training_metrics: result/training/metrics.json | |
| inference_dir: result/output | |
| evaluation_dir: result/evaluation | |