llamaperf

DeepSeek

on NVIDIA L40S · Strata

Tone: mixedNVIDIA hardware
Oct 27, 2026
Throughput
2200.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
IQ2_XS (GGUF)
System RAM
1024 GB
VRAM reported
48 GB

Use cases

codingagentic

Summary

User reports prefill reaching 2,200 tokens/s on a local DeepSeek deployment (DeepSeek 1017 IQ2_XS) on an L40S 48GB with 1TB RAM. Setup is a Sol-hacked custom engine built on Strata and Maya, with IQ2_XS weights. User says cold prefill was fast but short incremental prefill passes between agent tool calls were slow in Codex; adding those to the optimization metrics cut end-to-end task time by around 15% with decode speed unchanged.