Show HN: I trained a 125M model to autocomplete piano on-device

Show HN: I trained a 125M model to autocomplete piano on-device
Image credit: Hacker News
Source: Hacker News

Show HN: I trained a 125M model to autocomplete piano on-device

I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15).The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device.The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.

Key Points

  • I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15).The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano.
  • The model then continues what you played, entirely on-device.The app is free if anyone wants to try it.
  • Happy to answer questions about the model, training, Core ML, or the many things that didn't work.

Published: August 20, 2026 12:04 pm


Source: Hacker News

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