weights/training_args.json

{
  "dataset_name": "MultimodalUniverse/desi",
  "max_samples": 97332,
  "cache_dir": "/workspace/native_specz_mae/cache",
  "hf_cache_dir": "/workspace/hf_cache/datasets",
  "run_dir": "/workspace/runs/conv300m_97k_wavegrid_gentle",
  "resume_checkpoint": "/workspace/runs/hybrid_specz_300m_oodprobe_joint/20260518_035753/best.pt",
  "allow_mismatched_checkpoint": false,
  "refresh_data": false,
  "epochs": 3,
  "batch_size": 8,
  "num_workers": 4,
  "target_length": 8192,
  "architecture": "conv",
  "d_model": 1024,
  "conv_width": 512,
  "layers": 20,
  "heads": 16,
  "dropout": 0.1,
  "z_bins": 64,
  "stem_stride": 8,
  "token_stride": 8,
  "rec_hidden_mult": 0,
  "rec_refine_width": 16,
  "rec_refine_kernel": 5,
  "layerscale_init": 0.0,
  "prediction_mode": "bin_residual",
  "bin_temperature": 1.0,
  "residual_scale": 0.06,
  "candidate_topk": 5,
  "lr": 2e-06,
  "min_lr": 5e-07,
  "warmup_steps": 50,
  "weight_decay": 0.03,
  "grad_clip": 1.0,
  "grad_accum_steps": 1,
  "eval_every": 250,
  "eval_max_val": 1200,
  "eval_max_ood": 700,
  "max_steps": 1500,
  "checkpoint_score": "combined",
  "score_z_alpha": 0.7,
  "objective": "joint",
  "balance_redshift": false,
  "train_clean_only": false,
  "clean_sample_boost": 3.0,
  "augment_ood": true,
  "eval_ood": true,
  "random_mask_ratio": 0.3,
  "eval_mask_ratio": 0.3,
  "mask_mode": "mixed_span",
  "mask_span_min": 16,
  "mask_span_max": 96,
  "line_region_percentile": 90.0,
  "crop_prob": 0.25,
  "bad_window_prob": 0.18,
  "throughput_prob": 0.35,
  "noise_prob": 0.2,
  "resolution_prob": 0.25,
  "downsample_prob": 0.25,
  "line_dropout_prob": 0.12,
  "span_dropout_prob": 0.18,
  "grid_jitter_prob": 0.35,
  "grid_shift_frac": 0.015,
  "grid_scale_frac": 0.04,
  "redshift_shift": 0.0,
  "rec_weight": 0.4,
  "z_weight": 1.0,
  "z_bin_weight": 0.35,
  "z_candidate_weight": 0.1,
  "z_nll_weight": 0.02,
  "zwarn_weight": 0.3,
  "high_z_boost": 2.0,
  "high_z_threshold": 1.0,
  "clean_z_only": false,
  "seed": 17
}