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Llama-3.1-8B-Instruct · Q4_K_M

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NVIDIA RTX 409024GBStrata v0.29L2 Cross-framework verified

This page aggregates 1 real-world runs of Llama-3.1-8B-Instruct (Q4_K_M) on NVIDIA RTX 4090 with Strata, contributed by 1 independent source platforms; metrics are averages of published measurements.

191.74 tok/s

Decode

Decode speed

642.2 tok/s

Prefill

Prefill speed

1.28 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

17 days ago

Last verified

Performance

  1. vLLM · IQ2_XS Decode 205.12 · Prefill 1126.08 ·
  2. Strata · Q4_K_M (current)Decode 191.74 · Prefill 642.2 ·
  3. Strata · Q6_K Decode 151.86 · Prefill 574.29 ·
  4. llama.cpp · Q5_K_M Decode 128.55 · Prefill 827.45 ·
  5. vLLM · Q4_K_M Decode 142.74 · Prefill 510.45 ·
  6. llama.cpp · Q8_0 Decode 91.4 · Prefill 685.5 ·
  7. llama.cpp · Q4_K_M Decode 160.5 · Prefill 1203.8 ·

Core figures

Decode (avg)
191.74 tok/s
Prefill (avg)
642.2 tok/s
TTFT (avg)
1.28 s
VRAM (avg)
15.88 GB
MTP acceptance rate
0.48
TTFB
1.53 GB
Power draw
363 W

Configuration

Member-level fields are taken from the most recent run

Model
Llama-3.1-8B-Instruct
Quantization
Q4_K_M
Framework
Strata
Version
v0.29
Context length
32768 tokens
Batch size
256
GPU layers
12
Flash Attention
On

Hardware

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

GPU
NVIDIA RTX 4090
Nominal VRAM
24 GB
Measured VRAM (avg)
15.88 GB
OS
Windows 11 23H2
Driver
570.86
CUDA
12.4
Power draw
363 W

Sources & evidence

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

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

    v0.29 · Windows 11 23H2 · CUDA 12.4 · 32768 ctx

    191.74 tok/s

    Decode

    642.2 tok/s

    Prefill

    1.28 s

    TTFT

    15.88 GB

    VRAM

    0.48

    MTP

    363 W

    Power draw

    L2 batch seed 2026-10-19: Strata on hw_id=1 running model_id=68 at Q4_K_M