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Pipeline Parallel Training with Apple Silicon

Pipeline Parallel Training with Apple SiliconJanuary 2026

Exploring the technical challenges of implementing model-parallel training on Apple Silicon. Using MLX, I built a system to finetune DeepSeek (671GB) across multiple Mac Studios connected via Thunderbolt.