llamaperf
Sep 30, 2026
Throughput
2.7 t/s gen · 337.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
FP4 (FP4)
System RAM
128 GB
VRAM reported
128 GB

Summary

User reports DeepSeek-V4.1-Flash at 2.68 tok/s median decode (2.64-2.71 tok/s range) on a single NVIDIA DGX Spark (GB10) with 128 GB unified memory. Setup uses native FP4 experts, a 73.8 GB arena holding 25.6% of routed experts with the rest streamed from NVMe, DSpark speculative decoding, and MAX_SEQ 32768. Prefill is 337 tok/s on a 5,014-token prompt (14.9 s). Without DSpark decode is 1.75 tok/s. Expert hit rate is about 0.83 and about 0.9 GB is read from NVMe per token.