Instructions to use FluidInference/laya-coreml with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use FluidInference/laya-coreml 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 reports/verification-multilingual-L512.json from FluidInference/laya-coreml: direct link, hf CLI and curl.
- Browser
- Download file 18.3 kB
-
https://huggingface.co/FluidInference/laya-coreml/resolve/de76e2e0eb03d7cbcd76e1324ab80198245120e0/reports/verification-multilingual-L512.json
- Command line
-
hf download hf://FluidInference/laya-coreml@de76e2e0eb03d7cbcd76e1324ab80198245120e0/reports/verification-multilingual-L512.json
-
curl -L -o verification-multilingual-L512.json https://huggingface.co/FluidInference/laya-coreml/resolve/de76e2e0eb03d7cbcd76e1324ab80198245120e0/reports/verification-multilingual-L512.json
18.3 kB
| { | |
| "package": "laya_multilingual_fp16_L512_options32.mlpackage", | |
| "package_files_sha256": { | |
| "Data/com.apple.CoreML/model.mlmodel": "a9efa197dc468765e5074399dd9cbad131052e8f241654aefeea390d1faa57ac", | |
| "Data/com.apple.CoreML/weights/weight.bin": "b232c8f3e17396c1077b42633c3098daa5bf94b27668accd22042ee7a49e0b49", | |
| "Manifest.json": "b75c4c456a85d54c38eda45ebe88560e208079d0eec16d568a39abebfbc6be04" | |
| }, | |
| "source_repo": "convaiinnovations/laya", | |
| "source_revision": "1c5edc17a7acd8701df6fc341c0d179f1c62c982", | |
| "variant": "multilingual", | |
| "length": 512, | |
| "max_options": 32, | |
| "environment": { | |
| "chip": "Apple M5 Pro", | |
| "os": "27.0", | |
| "python": "3.12.13", | |
| "torch": "2.7.0", | |
| "coremltools": "9.0" | |
| }, | |
| "gates": { | |
| "argmax_agreement": "100%", | |
| "max_probability_error": 0.02, | |
| "max_action_probability_error": 0.02, | |
| "finite": true, | |
| "padding_masked": true | |
| }, | |
| "cases_sha256": "4de4e34309c421913524209b62bb7c8a0a232928bd228ec12e884347ce65eeed", | |
| "runs": { | |
| "ALL": { | |
| "compute_units": "ALL", | |
| "load_seconds": 2.4458846659981646, | |
| "questions": 16, | |
| "argmax_agreements": 16, | |
| "max_probability_error": 0.0021350979804992676, | |
| "max_action_probability_error": 0.0, | |
| "latency_ms": { | |
| "p50": 9.00429199100472, | |
| "p95": 9.368602131144144, | |
| "min": 8.766749990172684, | |
| "max": 13.464874995406717 | |
| }, | |
| "skipped": [], | |
| "rows": [ | |
| { | |
| "case": "tetris_clean", | |
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| "type": "noul", | |
| "tokens": 80, | |
| "options": 2, | |
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| "coreml_argmax": 0, | |
| "reference_argmax": 0, | |
| "max_probability_error": 0.0001417025923728943, | |
| "max_action_probability_error": 0.0, | |
| "finite": true, | |
| "padding_masked": true, | |
| "probability_sum": 1.00006103515625, | |
| "median_ms": 9.15208351216279 | |
| }, | |
| { | |
| "case": "tetris_flat", | |
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| "options": 2, | |
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| "coreml_argmax": 1, | |
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| "probability_sum": 0.9998626708984375, | |
| "median_ms": 9.204000001773238 | |
| }, | |
| { | |
| "case": "tetris_lane", | |
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| "median_ms": 9.063625504495576 | |
| }, | |
| { | |
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| "argmax_agrees": true, | |
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| "finite": true, | |
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| "probability_sum": 1.0, | |
| "median_ms": 9.09689551917836 | |
| }, | |
| { | |
| "case": "form_field", | |
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| "coreml_argmax": 0, | |
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| "max_probability_error": 0.0021350979804992676, | |
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| "median_ms": 9.05550000607036 | |
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| { | |
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| "options": 3, | |
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| "coreml_argmax": 1, | |
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| "median_ms": 9.089228988159448 | |
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| { | |
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| "options": 2, | |
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| "coreml_argmax": 0, | |
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| "max_probability_error": 3.820657730102539e-05, | |
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| "coreml_argmax": 0, | |
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| { | |
| "case": "zh", | |
| "question": "urgent", | |
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| "options": 2, | |
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| "options": 3, | |
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| "coreml_argmax": 0, | |
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| { | |
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| "coreml_argmax": 0, | |
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| "max_probability_error": 7.051229476928711e-05, | |
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| "options": 2, | |
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| { | |
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| ], | |
| "passed": true | |
| }, | |
| "CPU_AND_NE": { | |
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| "load_seconds": 4.784726334037259, | |
| "questions": 16, | |
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| "probability_sum": 0.999908447265625, | |
| "median_ms": 27.342583489371464 | |
| } | |
| ], | |
| "passed": true | |
| } | |
| }, | |
| "passed": true | |
| } | |