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ORION Trains Transformers on ANE

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πŸ€–Read original on Reddit r/MachineLearning
#apple-silicon#on-device-training#ml-compilerorionorionappleanecoremltransformer

πŸ’‘First stable Transformer training on Apple ANEβ€”open-source now!

⚑ 30-Second TL;DR

What Changed

Direct ANE access bypassing CoreML abstractions

Why It Matters

Unlocks Apple's 38 TOPS ANE for LLM training, boosting on-device ML research. Bridges hardware reverse-engineering to practical runtime.

What To Do Next

Clone ORION repo and benchmark Transformer training on your M-series Mac.

Who should care:Developers & AI Engineers

Key Points

  • β€’Direct ANE access bypassing CoreML abstractions
  • β€’Custom compiler with 5 passes emits native MIL
  • β€’Fixes stale programs, fp16 overflow, weight corruption
  • β€’Catalogs 17 constraints like concat failure, SRAM limits
  • β€’Stable multi-step training on M4 Max
πŸ“°

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Original source: Reddit r/MachineLearning β†—

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