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Laya Multilingual Core ML ANE

Laya Multilingual Core ML ANE is a downloadable FP16 checkpoint for short decisions, listed with CPU and Neural Engine support. The bundle has a B1/L96 capacity and a 96-token total limit.

What it does

Developers can use it to run local choice, ordinal-score, and boolean decisions, or route requests among Core ML model bundles.

Availability
Install from PyPI; model bundles available on Hugging Face
Pricing model
Apache-2.0
Deployment
Local inference on Apple Silicon; download once, then run offline
Privacy
Subsequent predictions stay local
Licence
Apache-2.0
Capability
analysisextractionevaluationautomation
Modality
text
Access
APISDKCLIopen weights
Deployment
on-device
Pricing
open-source
Target user
developer

Evidence

6 claims
  • Version 0.4.0 is available as the laya-coreml Python package on PyPI.
  • The runtime supports batch and long-text prediction, hooks, structured decisions, calibration, HTTP/MCP, evaluation, and Router behavior.
  • After downloading a model, users can run inference offline on Apple Silicon. [1]
  • The runtime returns probabilities for choice, ordinal-score, and boolean questions without autoregressive decoding. [1]
    Laya returns probabilities for **choice**, ordinal **score**, and boolean **noul**
    GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Subsequent predictions stay local. [1]
    models download before initialization; subsequent predictions stay local.
    GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The project is an independent port and is not an official Convai Innovations or Apple release. [1]
    Not an official Convai Innovations or Apple release.
    GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
GitHub new repositoriesOwner-controlled
https://github.com/mizorewww/laya-coreml Retrieved 2026-10-27 01:17 UTC
Verified

Versions

5
VersionEffectiveChangeChanged fieldsState
52026-10-20 13:56 UTCevidence updatescoreCurrent
42026-10-10 22:59 UTCmaterial changecapability, access, pricing, availability, deployment, privacyCurrent
32026-10-02 07:14 UTCmaterial changeaccess, availability, deployment, privacyCurrent
22026-09-25 13:23 UTCmaterial changeaccess, pricing, availability, pricing model, deployment, privacyCurrent
12026-09-24 13:41 UTCpublicationNoneCurrent

In briefs

2

Open in the catalog

Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.