| { | |
| "config": { | |
| "run": { | |
| "name": "us_wildfire_size", | |
| "seed": 0, | |
| "dtype": "float32" | |
| }, | |
| "dataset": { | |
| "kind": "tabular", | |
| "name": "us_wildfire_size", | |
| "file": "us_wildfire_size.pt", | |
| "split": { | |
| "standardize": true | |
| } | |
| }, | |
| "network": { | |
| "name": "mlp", | |
| "params": { | |
| "width": 128, | |
| "depth": 3, | |
| "time_dim": 64, | |
| "dropout": 0.0, | |
| "use_norm": true | |
| } | |
| }, | |
| "models": { | |
| "ddpm_v": { | |
| "params": { | |
| "n_steps": 128, | |
| "sigma_max": 2.0, | |
| "sampler": "ddpm" | |
| } | |
| }, | |
| "dlpm_eps": { | |
| "params": { | |
| "n_steps": 128, | |
| "alpha": 1.8, | |
| "sampler": "native" | |
| } | |
| }, | |
| "tedm_origin": { | |
| "params": { | |
| "n_steps": 64, | |
| "nu": 2.2, | |
| "sigma_min": 0.005, | |
| "sigma_max": 5.0, | |
| "sigma_data": 1.0, | |
| "solver": "edm_stochastic_heun" | |
| } | |
| } | |
| }, | |
| "pilot": { | |
| "n_trials": 2, | |
| "train": { | |
| "n_epochs": 96, | |
| "early_stopping_patience": 32, | |
| "freq_logging": 16, | |
| "stats_freq_epochs": 1 | |
| }, | |
| "sweep": { | |
| "ddpm_v": { | |
| "model": { | |
| "sigma_max": [ | |
| 2.0, | |
| 5.0 | |
| ] | |
| }, | |
| "train": { | |
| "lr": [ | |
| 0.0002, | |
| 0.0005 | |
| ] | |
| } | |
| }, | |
| "dlpm_eps": { | |
| "train": { | |
| "lr": [ | |
| 0.0002, | |
| 0.0005 | |
| ] | |
| } | |
| }, | |
| "tedm_origin": { | |
| "train": { | |
| "lr": [ | |
| 0.0002, | |
| 0.0005 | |
| ] | |
| } | |
| } | |
| } | |
| }, | |
| "train": { | |
| "device": "cuda", | |
| "data_device": "cpu", | |
| "batch_size": 512, | |
| "n_epochs": 640, | |
| "early_stopping_patience": 100, | |
| "lr": 0.0005, | |
| "num_workers": 0, | |
| "use_adamw": true, | |
| "weight_decay": 1e-06, | |
| "grad_clip_norm": 10.0, | |
| "lr_schedule": "cosine", | |
| "warmup_steps": 100, | |
| "cosine_eta_min_ratio": 0.05, | |
| "freq_logging": 16, | |
| "stats_freq_epochs": 1, | |
| "log_grad_norm": true, | |
| "ckpt_freq_epochs": 64, | |
| "ckpt_keep_last": 4 | |
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| "test": { | |
| "batch_size": 512, | |
| "loss_repeats": 2, | |
| "loss_samples": 2000, | |
| "n_samples": 32 | |
| }, | |
| "huggingface": { | |
| "namespace": "Diffusion-Research-Lab", | |
| "repository": "us-wildfire-size-1d-diffusion" | |
| } | |
| }, | |
| "model_name": "ddpm_v", | |
| "model_params": { | |
| "n_steps": 128, | |
| "sigma_max": 2.0, | |
| "sampler": "ddpm" | |
| }, | |
| "sample_shape": [ | |
| 1 | |
| ], | |
| "data_scale": 0.03256954997777939 | |
| } | |