{ "name": "bigvgan_overnight", "description": "BigVGAN vocoder quality sweep. Axes: snake_alpha steps, all_params short run, GAFilter on/off, discriminator FM, phase loss weight. All use LoRA-distorted mels as input so vocoder learns to fix LoRA artifacts.", "data_dir": "/media/unraid/davinci/Selva/BJ/features", "output_root": "/media/unraid/davinci/Selva/BJ/experiment/bigvgan_overnight", "base": { "train_mode": "snake_alpha_only", "steps": 3000, "lr": 1e-4, "batch_size": 8, "segment_seconds": 0.5, "lambda_l2sp": 1e-3, "use_gafilter": true, "gafilter_kernel_size": 9, "lambda_phase": 1.0, "save_every": 1000, "seed": 42, "lora_adapter": "/media/unraid/davinci/Selva/BJ/experiment/pissa_sweep/standard_baseline/adapter_final.pt" }, "experiments": [ { "id": "snake_3k_baseline", "description": "Snake alpha + GAFilter baseline. 3000 steps, same as first successful run but longer." }, { "id": "snake_5k", "description": "Snake alpha + GAFilter, 5000 steps. Test if longer training improves further.", "steps": 5000 }, { "id": "snake_no_gafilter", "description": "Snake alpha only, no GAFilter. Isolate GAFilter contribution.", "use_gafilter": false }, { "id": "snake_no_phase", "description": "Snake alpha + GAFilter, no phase loss. Isolate phase loss contribution.", "lambda_phase": 0.0 }, { "id": "snake_phase_2", "description": "Snake alpha + GAFilter, phase weight 2.0. Stronger phase penalty.", "lambda_phase": 2.0 }, { "id": "snake_lr5e-5", "description": "Snake alpha + GAFilter, lower LR 5e-5. Test if slower converges better.", "lr": 5e-5, "steps": 5000 }, { "id": "snake_disc_fm", "description": "Snake alpha + GAFilter + discriminator feature matching. Perceptual loss should directly penalize harmonic smearing.", "discriminator_path": "/media/unraid/davinci/Selva/BJ/experiment/bigvgan_discriminator_optimizer.pt" }, { "id": "all_2k_l2sp1e-2", "description": "All params, 2000 steps, strong L2-SP (1e-2). Test if full param tuning with heavy anchor beats snake-only.", "train_mode": "all_params", "steps": 2000, "lr": 1e-5, "lambda_l2sp": 1e-2 } ] }