| { |
| "artifact_type": "dl_trm_phase2_codebooks", |
| "source": "DL-TRM Phase 2 transition VQ codebook runs", |
| "vocab_sizes": { |
| "V128": { |
| "code_counts": [ |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 84958, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 34964, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 34472, |
| 0, |
| 0, |
| 0, |
| 28000, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0 |
| ], |
| "code_usage_entropy": 1.2754660844802856, |
| "dead_codes": 118, |
| "elapsed_sec": 3384.413779258728, |
| "final_train_metrics": { |
| "codebook_loss": 0.041748046875, |
| "commitment_loss": 0.041748046875, |
| "direction_loss": 0.993837833404541, |
| "epoch": 2, |
| "final_logit_loss": 0.9247719049453735, |
| "hidden_mse": 0.19433322548866272, |
| "loss": 1.2026011943817139, |
| "step": 1000, |
| "task_loss_no_vq": 1.1191051006317139, |
| "vq_loss": 0.08349609375 |
| }, |
| "num_routes": 11400, |
| "num_tokens": 182400, |
| "trace_length": 16, |
| "used_codes": 10, |
| "vocab_size": 128 |
| }, |
| "V16": { |
| "code_counts": [ |
| 420, |
| 2993, |
| 5394, |
| 50721, |
| 785, |
| 3776, |
| 22289, |
| 375, |
| 855, |
| 26, |
| 605, |
| 407, |
| 10651, |
| 1291, |
| 64565, |
| 17247 |
| ], |
| "code_usage_entropy": 1.7652589082717896, |
| "dead_codes": 0, |
| "elapsed_sec": 3411.835809469223, |
| "final_train_metrics": { |
| "codebook_loss": 0.08935546875, |
| "commitment_loss": 0.08935546875, |
| "direction_loss": 0.9951509237289429, |
| "epoch": 2, |
| "final_logit_loss": 0.34035637974739075, |
| "hidden_mse": 0.17987637221813202, |
| "loss": 0.6989436745643616, |
| "step": 1000, |
| "task_loss_no_vq": 0.5202327370643616, |
| "vq_loss": 0.1787109375 |
| }, |
| "num_routes": 11400, |
| "num_tokens": 182400, |
| "trace_length": 16, |
| "used_codes": 16, |
| "vocab_size": 16 |
| }, |
| "V256": { |
| "code_counts": [ |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 16, |
| 0, |
| 32, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 25438, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 40, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 4, |
| 0, |
| 0, |
| 12, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1544, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 8313, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 8, |
| 1, |
| 0, |
| 0, |
| 0, |
| 2, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 6, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 39624, |
| 0, |
| 0, |
| 0, |
| 0, |
| 150, |
| 0, |
| 0, |
| 0, |
| 0, |
| 79409, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 3, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 27795 |
| ], |
| "code_usage_entropy": 1.4485268592834473, |
| "dead_codes": 236, |
| "elapsed_sec": 3590.5774664878845, |
| "final_train_metrics": { |
| "codebook_loss": 0.0264892578125, |
| "commitment_loss": 0.0264892578125, |
| "direction_loss": 0.9922971725463867, |
| "epoch": 2, |
| "final_logit_loss": 0.9775413870811462, |
| "hidden_mse": 0.1872950941324234, |
| "loss": 1.2178150415420532, |
| "step": 1000, |
| "task_loss_no_vq": 1.1648365259170532, |
| "vq_loss": 0.052978515625 |
| }, |
| "num_routes": 11400, |
| "num_tokens": 182400, |
| "trace_length": 16, |
| "used_codes": 20, |
| "vocab_size": 256 |
| }, |
| "V32": { |
| "code_counts": [ |
| 12, |
| 32, |
| 1018, |
| 1121, |
| 157, |
| 209, |
| 1, |
| 2, |
| 116, |
| 356, |
| 72131, |
| 12060, |
| 4671, |
| 5, |
| 212, |
| 1, |
| 272, |
| 666, |
| 126, |
| 166, |
| 3611, |
| 21, |
| 2882, |
| 78, |
| 29, |
| 0, |
| 17, |
| 5603, |
| 76089, |
| 727, |
| 9, |
| 0 |
| ], |
| "code_usage_entropy": 1.4274308681488037, |
| "dead_codes": 2, |
| "elapsed_sec": 3492.775626182556, |
| "final_train_metrics": { |
| "codebook_loss": 0.0732421875, |
| "commitment_loss": 0.0732421875, |
| "direction_loss": 0.995259165763855, |
| "epoch": 2, |
| "final_logit_loss": 0.681365430355072, |
| "hidden_mse": 0.18821148574352264, |
| "loss": 1.0160613059997559, |
| "step": 1000, |
| "task_loss_no_vq": 0.8695769309997559, |
| "vq_loss": 0.146484375 |
| }, |
| "num_routes": 11400, |
| "num_tokens": 182400, |
| "trace_length": 16, |
| "used_codes": 30, |
| "vocab_size": 32 |
| } |
| } |
| } |