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Speed test matrix

Qwen3-1.7B-FP8 on CMP 170HX 64GB

vllm · 0.32.0rc1.dev249+g18305948a · FP83 contexts (0–32K) × 8 concurrency levels (1–128) · prefill at 8K, 16K, 32K
by @Sandbergllm-inference-bench v0.8.0Measured

Hardware

Type
Discrete GPU
GPU
CMP 170HX
VRAM
64 GB
CPU
2x Intel Xeon E5-2630 v3
RAM
64 GB
OS
Ubuntu 26.04.1

Engine

Engine
vllm
Version
0.32.0rc1.dev249+g18305948a
Quantization
FP8
Backend
cuda
Build
ghcr.io/morrowmake/vllm-cmp170hx@sha256:5b45c4d6feafefe2eba962375b0a9a0b64fd22b9e05abb4d1966f14a32a2db79

Run

Served model
bench
Revision
main
Decode test
Fixed duration
Prefill mode
Measured during decode warm-up
Time per measurement
30 s
Max output
8,192 tokens

Launch command

# Untuned out-of-the-box baseline. Spec decode: none
# 1x NVIDIA CMP 170HX 64GB (cmpunlocker), 180 W limit, PCIe Gen2 x4 | 2x Intel Xeon E5-2630 v3 | 64 GB DDR4 | Ubuntu 26.04.1, NVIDIA driver 610.57.04 | vLLM: Morrowmake vllm-cmp170hx image
vllm serve Qwen/Qwen3-1.7B-FP8 --max-model-len 40960 --gpu-memory-utilization 0.94 --max-num-seqs 128 --enable-prefix-caching --trust-remote-code

Prefill

prompt tok/s by context length
8K context18K455 ms TTFT
16K context16.1K1,012 ms TTFT
32K context13K2,496 ms TTFT

Sustained decode

total tok/s · rows are context length, columns are simultaneous requests
Context1248163264128
0Looped452.887 ms TTFT769.875 ms TTFT1,243.5113 ms TTFT1,879.1167 ms TTFTLooped3,788.8387 ms TTFTOver capacity
16KLooped290.9213 ms TTFT416.3266 ms TTFT536.9372 ms TTFT634.6622 ms TTFTOver capacityOver capacityOver capacity
32K147.4251 ms TTFT204.1335 ms TTFT264.1461 ms TTFT315.1774 ms TTFTOver capacityOver capacityOver capacityOver capacity

Looped: the model kept repeating the same text, so the benchmark discarded this measurement. Over capacity: not run because this many requests at this context would exceed the server's KV cache.

TTFT is measured after the benchmark warms the server's prompt cache, so it mostly excludes prefill.

All measurements

Latencies are medians. Total tok/s is output across all simultaneous requests.
PhaseContextRequests at onceStatusTotal tok/sPer request tok/sTTFTTime between tokensAverage active requestsCompleted requestsOutput tokensMeasured for
Prefill8K1Valid18K—455 ms——1——
Prefill16K1Valid16.1K—1,012 ms——1——
Prefill32K1Valid13K—2,496 ms——1——
Sustained decode01Looped—————00—
Sustained decode02Valid452.8260.487 ms3.9 ms2.0213,58430.0 s
Sustained decode04Valid769.8204.075 ms4.9 ms4.0023,09630.0 s
Sustained decode08Valid1,243.5169.3113 ms5.9 ms8.0037,30430.0 s
Sustained decode016Valid1,879.1132.5167 ms7.5 ms16.0056,36830.0 s
Sustained decode032Looped—————00—
Sustained decode064Valid3,788.868.1387 ms14.7 ms64.00113,71030.0 s
Sustained decode0128Over capacity————————
Sustained decode16K1Looped—————00—
Sustained decode16K2Valid290.9147.1213 ms6.8 ms2.008,72630.0 s
Sustained decode16K4Valid416.3105.2266 ms9.5 ms4.0012,48830.0 s
Sustained decode16K8Valid536.967.8372 ms14.8 ms8.0016,10430.0 s
Sustained decode16K16Valid634.639.9622 ms25.1 ms16.0019,04030.0 s
Sustained decode16K32Over capacity————————
Sustained decode16K64Over capacity————————
Sustained decode16K128Over capacity————————
Sustained decode32K1Valid147.4148.4251 ms6.7 ms1.004,42030.0 s
Sustained decode32K2Valid204.1102.8335 ms9.7 ms2.006,12230.0 s
Sustained decode32K4Valid264.166.4461 ms15.1 ms4.007,92230.0 s
Sustained decode32K8Valid315.139.6774 ms25.3 ms8.009,44830.0 s
Sustained decode32K16Over capacity————————
Sustained decode32K32Over capacity————————
Sustained decode32K64Over capacity————————
Sustained decode32K128Over capacity————————

Looped: the model kept repeating the same text, so the benchmark discarded this measurement. Over capacity: not run because this many requests at this context would exceed the server's KV cache.