Instructions to use ahmedandaloes/laya-CoreAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use ahmedandaloes/laya-CoreAI with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Download validation.json from ahmedandaloes/laya-CoreAI: direct link, hf CLI and curl.
- Browser
- Download file 2.4 kB
-
https://huggingface.co/ahmedandaloes/laya-CoreAI/resolve/main/validation.json
- Command line
-
hf download hf://ahmedandaloes/laya-CoreAI/validation.json
-
curl -L -o validation.json https://huggingface.co/ahmedandaloes/laya-CoreAI/resolve/main/validation.json
2.4 kB
| { | |
| "model": "laya", | |
| "bundle": "/Users/andaloes/mlx-work/laya/bundles/laya-CoreAI", | |
| "reference": "laya package eager PyTorch forward on CPU (same build_sequence tokens)", | |
| "cases": [ | |
| { | |
| "case": 1, | |
| "kind": "choice", | |
| "options": 3, | |
| "state_tokens": 59, | |
| "reference_choice": "billing", | |
| "coreai_choice": "billing", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 2.149687983177273e-09, | |
| "max_abs_logit_difference": 6.67572021484375e-06 | |
| }, | |
| { | |
| "case": 2, | |
| "kind": "choice", | |
| "options": 3, | |
| "state_tokens": 55, | |
| "reference_choice": "technical", | |
| "coreai_choice": "technical", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 3.2404249949991026e-08, | |
| "max_abs_logit_difference": 4.291534423828125e-06 | |
| }, | |
| { | |
| "case": 3, | |
| "kind": "noul", | |
| "options": 2, | |
| "state_tokens": 48, | |
| "reference_choice": "true", | |
| "coreai_choice": "true", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 4.996124104150734e-07, | |
| "max_abs_logit_difference": 6.318092346191406e-06 | |
| }, | |
| { | |
| "case": 4, | |
| "kind": "noul", | |
| "options": 2, | |
| "state_tokens": 47, | |
| "reference_choice": "false", | |
| "coreai_choice": "false", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 4.186273309600419e-08, | |
| "max_abs_logit_difference": 5.245208740234375e-05 | |
| }, | |
| { | |
| "case": 5, | |
| "kind": "score", | |
| "options": 3, | |
| "state_tokens": 45, | |
| "reference_choice": "blocking", | |
| "coreai_choice": "blocking", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 3.617309453085582e-07, | |
| "max_abs_logit_difference": 8.940696716308594e-06 | |
| }, | |
| { | |
| "case": 6, | |
| "kind": "score", | |
| "options": 3, | |
| "state_tokens": 42, | |
| "reference_choice": "soon", | |
| "coreai_choice": "soon", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 6.151039953494752e-07, | |
| "max_abs_logit_difference": 5.9604644775390625e-06 | |
| } | |
| ], | |
| "summary": { | |
| "cases": 6, | |
| "all_selected_answers_match": true, | |
| "max_probability_difference": 6.151039953494752e-07, | |
| "note": "Laya's own decision cases on one checkpoint. Not a benchmark of accuracy or calibration; it measures conversion drift only." | |
| } | |
| } | |