jevons-lfm25-1.2b-systemone / hyperparams.json
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{
"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"
}