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laya-apple
Copyright 2026 laya-apple contributors
Independent project. Not an official Convai Innovations, Apple, or MLX release.
This product includes software adapted from the following Apache-2.0 projects:
Laya — https://github.com/NandhaKishorM/laya
Copyright Convai Innovations and Laya contributors.
Revision: 573e5b62696ba441230cd6be71d593331b5d23af, updated to v0.3.20
(23a17522aa4942da6cce53a995a275760320b691)
Adapted: prompt construction, option rendering, question validation, calibration
temperatures and clamping, result schema (laya_apple/prompt.py, laya_apple/result.py).
Vendored from v0.3.20: language/script detection (laya_apple/lang.py, from
laya/lang.py). Adapted from v0.3.20: the /v1/systemone wire format, limits and
language routing of laya/serve.py and laya/router.py (laya_apple/serve.py,
laya_apple/router.py).
Adapted from v0.3.20: the opt-in embedding shortlist of laya/shortlist.py
(laya_apple/shortlist.py).
laya-mlx — https://github.com/mizorewww/laya-mlx
Copyright 2026 laya-mlx contributors.
Revision: 0a859518634112655cb97c745dbf04f5191aaf13
Adapted: native MLX ModernBERT and Laya decision heads, weight-name mapping
(laya_apple/models/modernbert_mlx.py); Rust-tokenizer wrapper; MLX encoder mean-pooling
for the shortlist embedding helper (laya_apple/shortlist.py, from laya_mlx/shortlist.py).
Modifications: packaging only; module docstring and imports.
laya-coreml — https://github.com/mizorewww/laya-coreml
Copyright 2026 laya-coreml contributors.
Revision: 4619e0483f07adf39068532e85b42ec2347edb83
Adapted: export-only PyTorch DecisionModel (laya_apple/conversion/torch_reference.py),
channel-first BC1S Neural Engine graph (laya_apple/conversion/bc1s.py, from
experiments/ane_engineering/model.py), host embedding / action-head runtime
(laya_apple/backends/coreml_ane.py, from laya_coreml/ane.py), Core ML compute-plan
inspection (laya_apple/artifacts.py).
Modifications: generalised to ModernBERT-large checkpoints, strict artifact
verification, fixed-shape bucket management.
Model weights are not included. They are downloaded from the upstream Hugging Face
repositories at pinned revisions and remain under their respective licenses.