Add model
Browse files- checkpoints/archesweathersr.ckpt +3 -0
- config.yaml +118 -0
checkpoints/archesweathersr.ckpt
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version https://git-lfs.github.com/spec/v1
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oid sha256:656bcae7c2a41b325d3a707146336457ce9061a55ffc1c8505baf3b0c518d0e6
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size 713602481
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config.yaml
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cluster:
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wandb_mode: offline
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use_custom_requeue: false
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precision: bf16-mixed
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batch_size: 1
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gpus: 4
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num_workers: 8
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blosc_nthreads: 3
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num_nodes: 1
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dataloader:
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dataset:
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_target_: archesweathersr.dataloaders.era5_hdf5.ERA5Downscaling
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lowres_path: era5/240x121/weatherbench2/yearly
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highres_path: era5/1440x721/weatherbench2/yearly
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lead_time_hours: 24
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norm_scheme: era5
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domain: train
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load_prev: false
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multistep: 0
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validation_args:
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domain: val_z0012
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test_args:
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domain: test_z0012
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module:
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metrics:
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era5_ensemble_metrics:
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_target_: geoarches.metrics.ensemble_metrics.Era5EnsembleMetrics
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lead_time_hours: 24
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project: super-resolution
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module:
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_target_: archesweathersr.lightning_modules.sr_flow_matching.DownscalingDiffusionModule
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name: archesweathersr-1
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cond_dim: 256
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scheduler: euler
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prediction_type: sample
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conditional: ''
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interp_args:
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mode: bicubic
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align_corners: false
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state_normalization: residual
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pow: 2.0
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lr: 0.0003
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betas:
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- 0.9
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- 0.98
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weight_decay: 0.01
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num_warmup_steps: 5000
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num_training_steps: 75000
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val:
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sample_every_n_epochs: 5
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num_members: 2
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metrics:
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- _target_: geoarches.metrics.ensemble_metrics.Era5EnsembleMetrics
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lead_time_hours: 24
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metrics_kwargs:
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save_memory: true
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inference:
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num_steps: 25
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num_members: 2
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cf_guidance: 1
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s_churn: 0.0
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save_test_outputs: false
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metrics:
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era5_ensemble_metrics:
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_target_: geoarches.metrics.ensemble_metrics.Era5EnsembleMetrics
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lead_time_hours: 24
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metrics_kwargs:
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save_memory: true
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backbone:
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_target_: archesweathersr.backbones.archesweather.ArchesWeatherCondBackbone
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tensor_size:
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- 8
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- 180
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- 360
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emb_dim: 192
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cond_dim: 256
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window_size:
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- 1
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- 6
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- 12
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droppath_coeff: 0.2
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dropout: 0
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depth_multiplier: 1
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use_skip: true
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first_interaction_layer: linear
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axis_attn: true
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mlp_layer: swiglu
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mlp_ratio: 4.0
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gradient_checkpointing: true
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embedder:
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_target_: archesweathersr.backbones.archesweather.WeatherEncodeDecodeLayer
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img_size:
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- 13
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- 721
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- 1440
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emb_dim: 192
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out_emb_dim: 384
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patch_size:
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- 2
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- 4
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- 4
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surface_ch: 4
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level_ch: 6
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n_concatenated_states: 1
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log: true
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entity: null
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project: super-resolution
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name: archesweathersr-1
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exp_dir: runs/archesweathersr-1
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resume: true
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seed: None
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max_steps: 75000
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batch_size: 1
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save_step_frequency: 2500
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log_freq: 100
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limit_val_batches: 1.0
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accumulate_grad_batches: 1
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mode: train
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