Instructions to use ahmedandaloes/laya-multilingual-CoreAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use ahmedandaloes/laya-multilingual-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-multilingual-CoreAI: direct link, hf CLI and curl.
- Browser
- Download file 2.39 kB
-
https://huggingface.co/ahmedandaloes/laya-multilingual-CoreAI/resolve/main/validation.json
- Command line
-
hf download hf://ahmedandaloes/laya-multilingual-CoreAI/validation.json
-
curl -L -o validation.json https://huggingface.co/ahmedandaloes/laya-multilingual-CoreAI/resolve/main/validation.json
2.39 kB
| { | |
| "model": "laya", | |
| "bundle": "bundles/laya-multilingual-CoreAI", | |
| "reference": "laya package eager PyTorch forward on CPU (same build_sequence tokens)", | |
| "cases": [ | |
| { | |
| "case": 1, | |
| "kind": "choice", | |
| "options": 3, | |
| "state_tokens": 56, | |
| "reference_choice": "billing", | |
| "coreai_choice": "billing", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 3.73371333850514e-11, | |
| "max_abs_logit_difference": 4.482269287109375e-05 | |
| }, | |
| { | |
| "case": 2, | |
| "kind": "choice", | |
| "options": 3, | |
| "state_tokens": 51, | |
| "reference_choice": "technical", | |
| "coreai_choice": "technical", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 1.3395307751906671e-08, | |
| "max_abs_logit_difference": 4.76837158203125e-07 | |
| }, | |
| { | |
| "case": 3, | |
| "kind": "noul", | |
| "options": 2, | |
| "state_tokens": 48, | |
| "reference_choice": "false", | |
| "coreai_choice": "false", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 1.3820633637529056e-08, | |
| "max_abs_logit_difference": 9.5367431640625e-07 | |
| }, | |
| { | |
| "case": 4, | |
| "kind": "noul", | |
| "options": 2, | |
| "state_tokens": 47, | |
| "reference_choice": "false", | |
| "coreai_choice": "false", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 3.266735856266578e-07, | |
| "max_abs_logit_difference": 7.152557373046875e-06 | |
| }, | |
| { | |
| "case": 5, | |
| "kind": "score", | |
| "options": 3, | |
| "state_tokens": 50, | |
| "reference_choice": "blocking", | |
| "coreai_choice": "blocking", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 4.5500904821693666e-08, | |
| "max_abs_logit_difference": 3.5762786865234375e-06 | |
| }, | |
| { | |
| "case": 6, | |
| "kind": "score", | |
| "options": 3, | |
| "state_tokens": 45, | |
| "reference_choice": "blocking", | |
| "coreai_choice": "blocking", | |
| "selected_answer_matches": true, | |
| "max_probability_difference": 2.3378533586804195e-07, | |
| "max_abs_logit_difference": 1.430511474609375e-06 | |
| } | |
| ], | |
| "summary": { | |
| "cases": 6, | |
| "all_selected_answers_match": true, | |
| "max_probability_difference": 3.266735856266578e-07, | |
| "note": "Laya's own decision cases on one checkpoint. Not a benchmark of accuracy or calibration; it measures conversion drift only." | |
| } | |
| } | |