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Raon-1-mini-preview · IQ4_XS

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NVIDIA RTX PRO 6000 Blackwell 96GB96GBvLLM v0.50L2 Cross-framework verified

This page aggregates 1 real-world runs of Raon-1-mini-preview (IQ4_XS) on NVIDIA RTX PRO 6000 Blackwell 96GB with vLLM, contributed by 1 independent source platforms; metrics are averages of published measurements.

310.08 tok/s

Decode

Decode speed

1,540.64 tok/s

Prefill

Prefill speed

2.13 s

TTFT

Time to first token

46.85 GB

VRAM

VRAM usage

L2 Cross-framework verified

1

Measured runs

1

Independent sources

Other

Source platforms

13 days ago

Last verified

Performance

  1. vLLM · IQ3_S Decode 304.11 · Prefill 1069.77 ·
  2. vLLM · IQ4_XS (current)Decode 310.08 · Prefill 1540.64 ·
  3. Ollama · Q4_K_M Decode 227.94 · Prefill 779.84 ·

Core figures

Decode (avg)
310.08 tok/s
Prefill (avg)
1,540.64 tok/s
TTFT (avg)
2.13 s
VRAM (avg)
46.85 GB
MTP acceptance rate
—
TTFB
2.48 GB
Power draw
388.8 W

Configuration

Member-level fields are taken from the most recent run

Model
Raon-1-mini-preview
Quantization
IQ4_XS
Framework
vLLM
Version
v0.50
Context length
8192 tokens
Batch size
32
GPU layers
999
Flash Attention
On

Hardware

Nominal and measured figures are shown side by side; whether it runs is the reader's call

GPU
NVIDIA RTX PRO 6000 Blackwell 96GB
Nominal VRAM
96 GB
Measured VRAM (avg)
46.85 GB
OS
Ubuntu 22.04
Driver
560.94
CUDA
12.8
Power draw
388.8 W

Get started

Original model resources

Base model resources may not match this quantization. Use the verified deployment weights above when available.

Sources & evidence

1 measured records in total, each traceable to its original source

  1. L2 Cross-framework verifiedOtherOriginal link Verified on 2026-10-22

    v0.50 · Ubuntu 22.04 · CUDA 12.8 · 8192 ctx

    310.08 tok/s

    Decode

    1,540.64 tok/s

    Prefill

    2.13 s

    TTFT

    46.85 GB

    VRAM

    —

    MTP

    388.8 W

    Power draw

    L2 batch seed 2026-10-22: vLLM on hw_id=68 running model_id=93 at IQ4_XS