NVLink
Also known as NVIDIA NVLink
In plain English
NVLink is NVIDIA’s high-speed highway between GPUs, allowing them to cooperate much faster than over ordinary server networking.
Technical definition
NVLink is NVIDIA’s high-bandwidth accelerator interconnect for moving data directly among GPUs within a scale-up domain.
Engineering details
NVSwitch systems connect multiple NVLink endpoints so collectives can span an eight-GPU server or, in NVL72 products, a 72-GPU rack-scale domain. That bandwidth is distinct from the InfiniBand or Ethernet fabric connecting separate systems.
Why it matters
Large TP and especially wide-EP groups exchange data at every generated token. Keeping those collectives on NVLink can make a rack-scale recipe faster than a similar GPU count spread across scale-out links.
How to read it in InferenceX
InferenceX compares both node-level GPUs and NVL72 systems. Interpret the system topology and parallel group width before attributing the entire result to per-GPU compute.
Source material
See the concept in real benchmarks
GB200 NVL72 vs B200 on DeepSeek R1 670B: Up to 4.4x Throughput per GPU at 125 tok/s/user
DeepSeek R1 FP4 1k/1k. NVL72's 72-GPU NVLink scale-up fabric lets decode run wide EP up to EP=32, where B200's 8-GPU NVLink island caps out at EP=8 over RoCEv2
GB200 NVL72 vs B200 on Kimi K2.5: 3.1x from Wide EP vLLM
Rack scale NVLink on NVL72 lets Dynamo vLLM run Kimi K2.5 wide EP up to Decode EP 16, taking peak throughput from 4,021 to 12,587 tok/s/GPU on 8k/1k NVFP4
InferenceX v2: NVIDIA Blackwell Vs AMD vs Hopper - Formerly InferenceMAX
GB300 NVL72, MI355X, B200, H100, Disaggregated Serving, Wide Expert Parallelism, Large Mixture of Experts, SGLang, vLLM, TRTLLM