llamaperf

DeepSeek V4 Flash 284B (13B active)

on NVIDIA DGX Spark · llama.cpp · 131,072 ctx

NVIDIA hardware
Oct 3, 2026
Throughput
19.3-19.7 t/s gen · 200-370 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-IQ2_M (GGUF)
Flash Attention
on
System RAM
128 GB

Summary

User reports DeepSeek-V4-Flash-0731 at 19.3 to 19.7 tokens/second single-stream on one NVIDIA DGX Spark (GB10, 128GB unified memory). Setup is llama.cpp build 10235 with Unsloth UD-IQ2_M dynamic 2-bit weights, 131072 tokens of context per slot, flash attention on, and no speculative decoding. Prefill runs 200 to 370 tok/s depending on request shape; four concurrent slots give 52 tok/s aggregate.