v0.3.27

maurosoria/dirsearchv0.3.27Oct 4, 2026by github-actions[bot]

Upgrading?

AI Summary

This release addresses stability and correctness issues, including hook chain execution order and confidence flag management. It adds a new Java inference package and improves Apple Silicon performance with MPS autocast benchmarks.

Key Highlights

  • New Java inference package (`laya-java`)
  • Fixed hook execution order in predict_batch
  • Fixed `low_confidence` flag clearing on re-evaluation
  • Improved Apple Silicon performance (MPS fp16)
  • Fixed transformers import crash on load

New Features

  • Java inference package
  • MPS fp16 autocast benchmarks
  • Hook execution order fixes
  • Confidence flag management fixes

Full Release Notes

## What's Changed
* fix(confidence): clear stale low_confidence flag on re-evaluation (#910) by @Sarthak-Pandey in https://github.com/NandhaKishorM/laya/pull/911
* fix(router): accept and compose per-call hooks in predict_batch and route_batch (#909) by @Swatantra-66 in https://github.com/NandhaKishorM/laya/pull/912
* fix(email): match French device footers with normal spacing by @AzarudeenshariffA in https://github.com/NandhaKishorM/laya/pull/913
* fix(router): run predict_long's scan after the hook chain, not as a hook by @keemsisi in https://github.com/NandhaKishorM/laya/pull/914
* fix(evals): a coverage cut must not split a group of tied confidences by @keemsisi in https://github.com/NandhaKishorM/laya/pull/918
* fix(calibrate): fit abstention thresholds on the scale the gate will read by @AlKor13 in https://github.com/NandhaKishorM/laya/pull/920
* fix: keep transformers from importing TensorFlow, which crashes a load when it cannot load by @PerryLink in https://github.com/NandhaKishorM/laya/pull/924
* feat(java): laya-java: a JVM inference package, gated against the Python reference by @keemsisi in https://github.com/NandhaKishorM/laya/pull/927
* docs(benchmarks): MPS fp16 autocast against fp32 on an Apple M1 Pro by @cacheline999 in https://github.com/NandhaKishorM/laya/pull/928

## New Contributors
* @AzarudeenshariffA made their first contribution in https://github.com/NandhaKishorM/laya/pull/913
* @cacheline999 made their first contribution in https://github.com/NandhaKishorM/laya/pull/928

**Full Changelog**: https://github.com/NandhaKishorM/laya/compare/v0.3.26...v0.3.27

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