{ "status": "promoted", "source_run": "adapters/lfm25-1.2b-systemone-seed", "model": "models/LFM2.5-1.2B-Instruct-8bit", "model_id": "lfm2.5-1.2b-instruct", "adapter_path": "adapters/lfm25-1.2b-systemone", "train_precision": "qlora-8bit", "rank": 16, "lora_scale": 2.0, "epochs": 2, "iters": 64, "batch_size": 4, "learning_rate": 5e-05, "num_layers": 16, "lora_keys": [ "self_attn.q_proj", "self_attn.k_proj", "self_attn.v_proj", "self_attn.out_proj", "feed_forward.w1", "feed_forward.w2", "feed_forward.w3" ], "mask_prompt": true, "choice_mode": "keys", "temperature": 1.0, "n_train_items": 78, "n_holdout_items": 17, "n_train_examples": 126, "n_holdout_examples": 29, "wall_seconds": 130.5, "val_nll": {"iter_1": 6.513, "iter_32": 3.628, "iter_64": 1.708}, "failed_grown_run": { "path": "adapters/lfm25-1.2b-systemone-grown", "n_train_items": 278, "n_train_examples": 476, "rank": 16, "lora_scale": 20.0, "epochs": 3, "wall_seconds": 534.1, "holdout_modal": 0.379, "note": "Repetitive grow.py templates + mlx-lm default scale 20 collapsed choice to sales/transfer/weather. Do not serve." }, "metrics_t1": { "holdout_base": { "n": 29, "schema_valid": 1.0, "modal_agreement": 0.724, "ece": 0.122, "brier": 0.390, "acc_at_conf_ge_0_8": 1.0, "n_conf_ge_0_8": 11, "by_type": {"choice": 0.769, "noul": 0.875, "score": 0.500} }, "holdout_lora": { "n": 29, "schema_valid": 1.0, "modal_agreement": 0.724, "ece": 0.248, "brier": 0.303, "acc_at_conf_ge_0_8": 1.0, "n_conf_ge_0_8": 14, "by_type": {"choice": 0.692, "noul": 0.750, "score": 0.750} }, "full_base": { "n": 155, "schema_valid": 1.0, "modal_agreement": 0.697, "ece": 0.107, "brier": 0.387, "acc_at_conf_ge_0_8": 0.921, "n_conf_ge_0_8": 63, "by_type": {"choice": 0.786, "noul": 0.682, "score": 0.561} }, "full_lora": { "n": 155, "schema_valid": 1.0, "modal_agreement": 0.839, "ece": 0.077, "brier": 0.193, "acc_at_conf_ge_0_8": 0.959, "n_conf_ge_0_8": 97, "by_type": {"choice": 0.857, "noul": 0.955, "score": 0.683} } }, "serve": "JEVONS_ADAPTER=adapters/lfm25-1.2b-systemone JEVONS_TEMPERATURE=1 JEVONS_CALIBRATION=off JEVONS_MODEL=models/LFM2.5-1.2B-Instruct-8bit uv run jevons serve" }