{ "name": "ti_sweep_1", "description": "First TI sweep. n4_baseline (suffix, batch=16, lr=1e-3) completed — loss 1.025→0.963, plateau after step 1500, token_norm grew linearly without saturation (overshoot sign). Now testing: prefix injection, lower LR, smaller batch.", "data_dir": "/media/unraid/davinci/Selva/BJ/features", "output_root": "/media/unraid/davinci/Selva/BJ/experiment/ti_sweep_1", "base": { "steps": 3000, "batch_size": 16, "warmup_steps": 100, "save_every": 1000, "seed": 42, "init_text": "", "lr": 1e-3, "n_tokens": 4, "inject_mode": "suffix" }, "experiments": [ { "id": "n4_baseline", "group": "reference", "description": "COMPLETED. batch=16, lr=1e-3, suffix. Reference. Loss plateau ~0.963, token_norm linear growth to 3.2 — LR too high for the parameter count." }, { "id": "n4_prefix", "group": "prefix_inject", "description": "Same as baseline but prefix injection. Tests whether suffix positions are limiting signal — if prefix loss goes lower or converges faster, suffix was the bottleneck.", "inject_mode": "prefix" }, { "id": "lr_low_b4", "group": "lr_batch", "description": "lr=2e-4, batch=4. Matches LoRA's working regime. Smaller batch = noisier but more diverse gradients; lower LR = smaller steps, token_norm should plateau rather than drift.", "lr": 2e-4, "batch_size": 4 }, { "id": "lr_mid_b8", "group": "lr_batch", "description": "lr=5e-4, batch=8. Middle ground — half the baseline LR and batch. Token norm should grow slower and saturate.", "lr": 5e-4, "batch_size": 8 }, { "id": "lr_low_b4_prefix", "group": "lr_batch", "description": "lr=2e-4, batch=4, prefix. Best LR/batch regime + best injection position combined.", "lr": 2e-4, "batch_size": 4, "inject_mode": "prefix" }, { "id": "n8_prefix", "group": "prefix_inject", "description": "8 tokens, prefix, baseline LR/batch. More capacity at the better injection position.", "n_tokens": 8, "inject_mode": "prefix" }, { "id": "n4_prefix_warm", "group": "prefix_inject", "description": "4 tokens, prefix, warm-started from 'mechanical impact sound design'.", "inject_mode": "prefix", "init_text": "mechanical impact sound design" }, { "id": "n8", "group": "suffix_token_count", "description": "8 tokens, suffix, baseline LR/batch. Capacity ablation vs n4_baseline.", "n_tokens": 8 }, { "id": "lr_2e3", "group": "lr_batch", "description": "lr=2e-3, baseline batch. Expected to plateau earlier and higher than baseline — confirms LR is the issue.", "lr": 2e-3 } ] }