Instructions to use aac6fef/laya-multilingual-coreml-ane with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use aac6fef/laya-multilingual-coreml-ane 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 aac6fef/laya-multilingual-coreml-ane: direct link, hf CLI and curl.
- Browser
- Download file 4.37 kB
-
https://huggingface.co/aac6fef/laya-multilingual-coreml-ane/resolve/main/validation.json
- Command line
-
hf download hf://aac6fef/laya-multilingual-coreml-ane/validation.json
-
curl -L -o validation.json https://huggingface.co/aac6fef/laya-multilingual-coreml-ane/resolve/main/validation.json
4.37 kB
| { | |
| "environment": { | |
| "created_at": "2026-09-20T03:20:32.385614+00:00", | |
| "chip": "Apple M3 Max", | |
| "memory_bytes": 137438953472, | |
| "os": "macOS-27.2-arm64-arm-64bit", | |
| "python": "3.12.13", | |
| "packages": { | |
| "coremltools": "9.0", | |
| "numpy": "2.1.3", | |
| "torch": "2.7.0", | |
| "tokenizers": "0.23.2", | |
| "mlx": "0.32.2", | |
| "laya-mlx": "0.1.0" | |
| }, | |
| "source_sha256": "48f7d107ba44feedfa8f643e4c7808b1e540652d4e8275840336e8adca28f4f2" | |
| }, | |
| "repository": "aac6fef/laya-multilingual-coreml-ane", | |
| "format": "laya-coreml-ane", | |
| "shape": { | |
| "batch_size": 1, | |
| "max_length": 96, | |
| "min_length": 96, | |
| "max_options": 32, | |
| "flexible": false, | |
| "lengths": null | |
| }, | |
| "compute_units": "cpu_ne", | |
| "load_seconds": 19.706000457998016, | |
| "source_weights_sha256": "9d628fd971b700382ac6f65920a86f149777b2e748e0c955fb3b19695aa8f204", | |
| "package_sha256": "53ba84d9b002997599dafc89cde611e6edac450572c63c4896e7b9f082b53651", | |
| "reference_sha256": "27642bf5f16e1881514a65f91d2ba986fce786b832e60ed1a35fa44d1bfdd682", | |
| "bundle_files_verified": true, | |
| "cases": [ | |
| { | |
| "name": "email", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0002779567730952781, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "en", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0003270161033079866, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "zh", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0003505306841716446, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "de", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.00045834381210041464, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "fr", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.001640766152765205, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "es", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0029248531754093587, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "hi", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0005735619059983321, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "ja", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0004844246714378331, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "ru", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0009792158013824936, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "empty_state", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0016108414481667, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "long", | |
| "skipped": "outside bundle capacity" | |
| }, | |
| { | |
| "name": "conversation", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0004194883099918334, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "mask_literals", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.001467615478298795, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "many_questions", | |
| "questions": 20, | |
| "argmax_agreements": 20, | |
| "probability_max_abs_error": 0.00027793535504919836, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "structured", | |
| "questions": 3, | |
| "argmax_agreements": 3, | |
| "probability_max_abs_error": 0.0016406952452901885, | |
| "action_probability_max_abs_error": 0.0 | |
| }, | |
| { | |
| "name": "twenty_options", | |
| "skipped": "outside bundle capacity" | |
| } | |
| ], | |
| "passed": true, | |
| "questions": 59, | |
| "argmax_agreements": 59, | |
| "probability_max_abs_error": 0.0029248531754093587, | |
| "action_probability_max_abs_error": 0.0, | |
| "stability": { | |
| "calls": 100, | |
| "identical_rounded_results": true | |
| }, | |
| "gate": { | |
| "all_argmax_agree": true, | |
| "max_probability_error": 0.02, | |
| "max_action_probability_error": 0.02, | |
| "finite": true, | |
| "stable": true | |
| } | |
| } | |