Instructions to use pmarquees/succinct-router with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use pmarquees/succinct-router with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir succinct-router pmarquees/succinct-router
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
| { | |
| "schema_version": "1", | |
| "model_ids": [ | |
| "gpt-5.6-luna-none", | |
| "gpt-5.6-terra-low", | |
| "gpt-5.6-sol-medium" | |
| ], | |
| "temperatures": [ | |
| 1.0598043203353882, | |
| 1.106358528137207, | |
| 0.3136223554611206 | |
| ], | |
| "selection_threshold": 0.58, | |
| "constraints": { | |
| "max_unsafe_downroute_rate": 0.005, | |
| "min_selected_model_pass_rate": 0.99, | |
| "satisfied": true | |
| }, | |
| "validation_route_metrics": { | |
| "exact_route_accuracy": 0.9509283819628647, | |
| "unsafe_downroute_rate": 0.004641909814323607, | |
| "selected_model_pass_rate": 0.9953580901856764, | |
| "abstention_rate": 0.0, | |
| "savings_vs_always_large": 0.8416445623342175 | |
| }, | |
| "uncalibrated": { | |
| "pass_vector_accuracy": 0.9244031830238727, | |
| "pass_bit_accuracy": 0.9748010610079576, | |
| "macro_f1": 0.985090243264452, | |
| "brier_score": 0.01777769201095797, | |
| "expected_calibration_error": 0.018437407725585803 | |
| }, | |
| "calibrated": { | |
| "pass_vector_accuracy": 0.9244031830238727, | |
| "pass_bit_accuracy": 0.9748010610079576, | |
| "macro_f1": 0.985090243264452, | |
| "brier_score": 0.017453370615839958, | |
| "expected_calibration_error": 0.01830040662266169 | |
| } | |
| } | |