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Show HN: Optimized CUDA forced alignment kernels. 10x – 1000x faster

Developer Bryan Thornbury released optimized CUDA forced-alignment kernels via GitHub (brthor/fast-forced-aligner) and a blog post, reporting speeds 10x to 1000x faster than popular open-source options, including the torchaudio implementations he previously used. Thornbury built the kernels to accelerate his own forced-alignment pipelines using Astra and published them for others to use.

read1 min views3 publishedOct 30, 2026
blog post: [https://www.bryanthornbury.com/posts/fast-forced-alignment](https://www.bryanthornbury.com/posts/fast-forced-alignment)

github: [https://github.com/brthor/fast-forced-aligner](https://github.com/brthor/fast-forced-aligner)

I developed optimized CUDA kernels to speed up my forced alignment pipelines using Astra.

To my surprise, I was able to achieve speeds 10x - 1000x faster than popular existing open source options, including the torchaudio implementations I was using before.

I'm sharing them for anyone else who finds them useful.

The acceleration from AI is getting wild.

Comments URL: [https://news.ycombinator.com/item?id=50310134](https://news.ycombinator.com/item?id=50310134)

Points: 1

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