| laya-mlx |
| Copyright 2026 laya-mlx contributors |
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| This product includes software derived from Laya: |
| https: |
| Copyright Convai Innovations and Laya contributors. Licensed under Apache-2.0. |
| Original upstream source revision: 573e5b62696ba441230cd6be71d593331b5d23af |
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| The token sequence construction, question rendering, confidence calculation, |
| presets, email utilities and language router are adapted from Laya. |
| The neural network is reimplemented using Apple's MLX, following Laya's |
| DecisionModel and the ModernBERT architecture in Hugging Face Transformers. |
| Model weights are downloaded separately from Convai Innovations on Hugging Face; |
| they are not included in this repository. |
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| Selected inference, input validation, routing, language and email fixes adapted |
| from upstream revision 4aa6761 (v0.3.23 source tree). This is a selective sync, |
| not an implementation of every upstream API. The neural architecture parity |
| reference remains 573e5b62696ba441230cd6be71d593331b5d23af. |
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| Additional lifecycle/registry, language, email, tournament and confidence-gate |
| behavior adapted from upstream revision |
| 1adc59f7e371deb601fcfa18a14e25db238addcc (v0.4.1). Parallel option layout and masks |
| are reimplemented in MLX and checked against that revision. Sequential model |
| parity remains checked against the original reference above. |
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