mlx-serve PR runs DeepSeek-V4.1 tensor-parallel across two Macs, 57% faster decode

HankYeomans · x · 2026-11-04

A new mlx-serve PR by ivanfioravanti adds --dist tensor support for DeepSeek-V4.1 Flash across two Macs over Thunderbolt 5 RDMA (previously pipeline-only), using mlx-lm's SPMD layout with JACCL output summation. Measured on 2× vs 1× M3 Ultra with Lossless weights: DSpark decode 88 vs 56 tok/s (+57%, 116 on predictable text), plain decode 54 vs 41, prefill 1,608 vs 1,018 tok/s, TTFT 415ms → 268ms (-35%), 4 concurrent streams 94 vs 62 tok/s. LocalArena bench shows 85.6 tok/s at 8k context — faster than DwarfStar. PR merged.

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