The Definitive Guide toAI Data Centers
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GuideGlossaryTensor parallelism

Tensor parallelism · TP

Splitting a single layer's math across multiple GPUs so they jointly compute one forward/backward pass.

Current numbers

~18×NVLink5 scale-up (1.8 TB/s/GPU bidirectional, ~900 GB/s/dir; 130 TB/s NVL72 rack) over ~400G scale-out NIC (~50 GB/s/dir) — keep TP/EP inside scale-upas of 2025 · register ↗

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