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Instructions to use baya1116/hypernet-sp-distill with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use baya1116/hypernet-sp-distill with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir hypernet-sp-distill baya1116/hypernet-sp-distill
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
| BOOT_START Sat Jun 13 19:44:12 UTC 2026 | |
| WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable.It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning. | |
| PIP_DONE Sat Jun 13 19:44:45 UTC 2026 | |
| got gate.npz | |
| got indexer.npz | |
| got bge_head.npz | |
| HF_DONE | |
| BUILD_FFT Sat Jun 13 19:45:31 UTC 2026 | |
| FFT_HF_DONE t=61s | |
| BUILD_FFT_DONE Sat Jun 13 19:46:37 UTC 2026 | |
| EXPLORE_START Sat Jun 13 19:46:37 UTC 2026 | |
| [load] fft_hf on cuda (eager attn) | |
| [bge] loaded BAAI/bge-base-en-v1.5 | |
| [data] scanned 3819 rows, pool=690 in [1000,1600] tok | |
| [data] train 150 held 80 | |
| TR 40/150 items=36 gate_pts=11725 pos=1675 idx_rows=1675 t=35s | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| TR 60/150 items=55 gate_pts=17843 pos=2549 idx_rows=2549 t=45s | |
| TR 80/150 items=67 gate_pts=21623 pos=3089 idx_rows=3089 t=52s | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| TR 100/150 items=83 gate_pts=26810 pos=3830 idx_rows=3830 t=62s | |
| TR 120/150 items=101 gate_pts=32557 pos=4651 idx_rows=4651 t=72s | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| TR 140/150 items=118 gate_pts=38157 pos=5451 idx_rows=5451 t=83s | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| HE 40/80 items=33 gate_pts=10696 pos=1528 idx_rows=1528 t=107s | |
| HE 60/80 items=52 gate_pts=16744 pos=2392 idx_rows=2392 t=118s | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| HE 80/80 items=70 gate_pts=22589 pos=3227 idx_rows=3227 t=129s | |
| [data] gate pts tr 40334(5762+) te 22589(3227+) idx te 3227 | |
| [A] gate AUC=0.9537 best-F1={'f1': 0.725, 'precision': 0.674, 'recall': 0.785, 'thresh': 0.696} R@P0.9=0.359 shipped={'thresh': 4.04, 'precision': 0.866, 'recall': 0.469} | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| No files have been modified since last commit. Skipping to prevent empty commit. | |
| [B] gate AUC logistic=0.9500 mlp256=0.9607 mlp512=0.9604 | |
| [C] backward-scan {"tau=-32.12": {"reach_rate": 0.755, "avg_blocks_scanned": 7.18}, "tau=-31.70": {"reach_rate": 0.616, "avg_blocks_scanned": 7.22}, "tau=-31.32": {"reach_rate": 0.445, "avg_blocks_scanned": 7.22}, "gold_recency_rank": {"mean": 6.49, "median": 7, "frac_in_recent_3": 0.001, "frac_in_recent_8": 0.747}} | |
| === EXPLORE SUMMARY === | |
| { | |
| "data": { | |
| "gate_pts_held": 22589, | |
| "pos_held": 3227, | |
| "idx_held": 3227 | |
| }, | |
| "A_gate_operating_point": { | |
| "auc": 0.9537, | |
| "best_f1": { | |
| "f1": 0.725, | |
| "precision": 0.674, | |
| "recall": 0.785, | |
| "thresh": 0.696 | |
| }, | |
| "recall_at_p0.9": 0.359, | |
| "precision_at_r0.9": 0.526, | |
| "shipped_threshold": { | |
| "thresh": 4.04, | |
| "precision": 0.866, | |
| "recall": 0.469 | |
| } | |
| }, | |
| "B_gate_model_search": { | |
| "logistic_auc": 0.95, | |
| "mlp256_auc": 0.9607, | |
| "mlp512_auc": 0.9604 | |
| }, | |
| "C_backward_scan": { | |
| "tau=-32.12": { | |
| "reach_rate": 0.755, | |
| "avg_blocks_scanned": 7.18 | |
| }, | |
| "tau=-31.70": { | |
| "reach_rate": 0.616, | |
| "avg_blocks_scanned": 7.22 | |
| }, | |
| "tau=-31.32": { | |
| "reach_rate": 0.445, | |
| "avg_blocks_scanned": 7.22 | |
| }, | |
| "gold_recency_rank": { | |
| "mean": 6.49, | |
| "median": 7, | |
| "frac_in_recent_3": 0.001, | |
| "frac_in_recent_8": 0.747 | |
| } | |
| }, | |
| "D_bge_small": { | |
| "note": "skipped (block texts not in IX rows); base bge_head is canonical" | |
| }, | |
| "final": true, | |
| "elapsed_s": 340.4 | |
| } | |
| DONE t=340s | |
| EXPLORE_DONE rc=0 Sat Jun 13 19:52:23 UTC 2026 | |