Nemotron 3.5 Lightning 30B (3B active)
on Jetson AGX Orin 64GB · vLLM
Use cases
agenticlong-context
Summary
User reports the current vLLM setup for Nemotron 3.5 Lightning 30B-A3B on a Jetson AGX Orin 64GB runs at around 80 tok/s while occupying roughly 62 GB of unified memory.
The post is a benchmark plan: it proposes comparing SGLang and llama-server against the vLLM baseline, measuring cold and warm-prefix TTFT, decode tok/s, and resident memory across 4K to 128K prompts, a 32K shared-prefix four-agent workload, and constrained budgets of 32, 40 and 48 GB.
No SGLang or llama-server results are given yet; the 80 tok/s figure is the existing vLLM baseline.