Local AI · Recipe · 4× RTX PRO 6000

DeepSeek-V4-Flash 284B MXFP4 with SGLang on 4× RTX PRO 6000

DeepSeek-V4-Flash 284B MXFP4 with SGLang on 4× RTX PRO 6000: 82.7 tok/s according to github.com (dataset as of Nov 3, 2026).

by ambientlight

82.7tok/sPeak

1 request, best value reported by source, context 8192

Source: github.com
Intelligence (original model) · Artificial Analysis34with thinking

Engine

Engine
SGLang
Quantization
nativ MXFP4-Experten (W4A8: MXFP8-Aktivierungen) + FP8, FP8-E4M3-KV
Model family
DeepSeek-V4-Flash
Context
1,048,576
Parameters
284B MoE
Creator
ambientlight
GitHub stars
5
Repo updated
Nov 1, 2026

Measurements

Every sourced value of this recipe, each with its condition and source. Bars relative to the largest value in the group.

Decode · 1 request

  • Peak (decode)82.7 tok/scontext 8K · Output tok/s = Output-Token / Gesamtlaufzeit (Prefill+Decode), 16 Random-Prompts, 1,024 Output Source 

Time to first token

Shorter is better.

  • Prompt not stated1,383 mscontext 8K · Mean TTFT 1.383 s Source 

What you need

Hardware
4 × NVIDIA RTX PRO 6000 Blackwell
Engine
SGLang
Context
1,048,576 tokens

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