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Llama-3.1-8B-Instruct · Q4_K_M

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NVIDIA RTX Spark128GBOllama v0.51L2 Cross-framework verified

This page aggregates 1 real-world runs of Llama-3.1-8B-Instruct (Q4_K_M) on NVIDIA RTX Spark with Ollama, contributed by 1 independent source platforms; metrics are averages of published measurements.

51.59 tok/s

Decode

Decode speed

267.45 tok/s

Prefill

Prefill speed

0.68 s

TTFT

Time to first token

15.88 GB

VRAM

VRAM usage

L2 Cross-framework verified

1

Measured runs

1

Independent sources

Other

Source platforms

16 days ago

Last verified

Performance

  1. llama.cpp · Q4_K_M Decode 53.5 · Prefill 208.91 ·
  2. llama.cpp · Q5_K_M Decode 46.73 · Prefill 200.62 ·
  3. llama.cpp · Q8_0 Decode 35.36 · Prefill 182.04 ·
  4. Ollama · FP16 Decode 27.91 · Prefill 99.5 ·
  5. Ollama · Q6_K Decode 40.65 · Prefill 194.34 ·
  6. Ollama · Q8_0 Decode 37 · Prefill 131.55 ·
  7. llama.cpp · IQ1_S Decode 80.81 · Prefill 288.05 ·
  8. Ollama · Q4_K_M (current)Decode 51.59 · Prefill 267.45 ·
  9. Ollama · Q5_K_S Decode 48.77 · Prefill 206.68 ·

Core figures

Decode (avg)
51.59 tok/s
Prefill (avg)
267.45 tok/s
TTFT (avg)
0.68 s
VRAM (avg)
15.88 GB
MTP acceptance rate
—
TTFB
0.41 GB
Power draw
78.5 W

Configuration

Member-level fields are taken from the most recent run

Model
Llama-3.1-8B-Instruct
Quantization
Q4_K_M
Framework
Ollama
Version
v0.51
Context length
32768 tokens
Batch size
256
GPU layers
99
Flash Attention
On

Hardware

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

GPU
NVIDIA RTX Spark
Nominal VRAM
128 GB
Measured VRAM (avg)
15.88 GB
OS
Windows 11 24H2
Driver
NVIDIA 590.10
CUDA
13.0
Power draw
78.5 W
Reference price
$2,399 · updated 2026-10-19

Prices are not live; check the store page

Sources & evidence

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

  1. L2 Cross-framework verifiedOtherOriginal link Verified on 2026-10-19

    v0.51 · Windows 11 24H2 · CUDA 13.0 · 32768 ctx

    51.59 tok/s

    Decode

    267.45 tok/s

    Prefill

    0.68 s

    TTFT

    15.88 GB

    VRAM

    —

    MTP

    78.5 W

    Power draw

    L2 batch seed 2026-10-19: Ollama on hw_id=110 running model_id=68 at Q4_K_M