llamaperf

DeepSeek V4 Flash 284B (13B active)

on 4× NVIDIA RTX 3060 12GB · llama.cpp · 368,640 ctx

Tone: positiveNVIDIA hardware
Sep 7, 2026
Throughput
10.1 t/s gen · 99.4 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
Q4_K_XL (GGUF)
KV cache
Q8
System RAM
128 GB
VRAM reported
12 GB

Summary

User reports DeepSeek-V4-Flash-0731 at 10.1 t/s generation and 99.4 t/s prompt processing on 4x RTX 3060 12GB at 368k context. Setup is llama.cpp build b10181 with a Q8_0 KV cache and a microbatch size of 2048, with the 144 GiB GGUF mostly in 128GB of system RAM. Runs at 376832 and 360448 context gave similar speeds.