v0.3.27
maurosoria/dirsearchv0.3.27Oct 4, 2026by github-actions[bot]
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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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