NativeSpecZ-FM-76M / weights /training_args.json
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{
"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/hybrid_specz_75m_97k_safe_native",
"resume_checkpoint": "/workspace/runs/hybrid_specz_75m_oodprobe_long_lowlr/20260518_030350/last.pt",
"allow_mismatched_checkpoint": false,
"refresh_data": false,
"epochs": 5,
"batch_size": 16,
"num_workers": 8,
"target_length": 8192,
"d_model": 640,
"conv_width": 320,
"layers": 12,
"heads": 10,
"dropout": 0.1,
"z_bins": 64,
"stem_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": 1e-05,
"min_lr": 7e-07,
"warmup_steps": 200,
"weight_decay": 0.03,
"grad_clip": 1.0,
"grad_accum_steps": 1,
"eval_every": 1000,
"eval_max_val": 1000,
"eval_max_ood": 600,
"max_steps": 0,
"checkpoint_score": "combined",
"score_z_alpha": 0.7,
"objective": "joint",
"balance_redshift": false,
"train_clean_only": false,
"clean_sample_boost": 1.0,
"augment_ood": true,
"eval_ood": true,
"random_mask_ratio": 0.15,
"eval_mask_ratio": 0.25,
"mask_mode": "pixel",
"mask_span_min": 16,
"mask_span_max": 64,
"line_region_percentile": 90.0,
"crop_prob": 0.35,
"bad_window_prob": 0.25,
"throughput_prob": 0.45,
"noise_prob": 0.25,
"resolution_prob": 0.2,
"downsample_prob": 0.12,
"line_dropout_prob": 0.15,
"span_dropout_prob": 0.15,
"redshift_shift": 0.0,
"rec_weight": 0.5,
"z_weight": 1.0,
"z_bin_weight": 0.45,
"z_candidate_weight": 0.1,
"z_nll_weight": 0.03,
"zwarn_weight": 0.3,
"high_z_boost": 1.5,
"high_z_threshold": 1.0,
"clean_z_only": false,
"seed": 17
}