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apple-ml - Apple Silicon ML code patterns

Write PyTorch and MLX code for Apple Silicon M-series hardware without CUDA

Tags

Updated: 2026-03-25

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • select device
  • set memory limit
  • monitor memory
  • synchronize device
  • set fallback
  • save checkpoint
  • tune batch size
  • schedule LR
  • get memory
  • set cache limit
  • clear cache
  • eval
  • clip gradient

Inputs

  • PyTorch code
  • MLX code
  • system memory
  • training hyperparameters
  • model weights

Outputs

  • memory status
  • device selection
  • checkpoint file
  • evaluation result

Requirements

  • Apple Silicon M-series machine
  • PyTorch
  • MLX

Source

  • Spec: SKILL.md

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machine learning
Apple Silicon
PyTorch
MLX
device selection
memory management
select device
set memory limit
monitor memory
synchronize device
PyTorch code
MLX code
system memory
memory status
device selection
checkpoint file