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Speed test matrix

Mistral-Medium-3.5-128B-NVFP4 on CMP 170HX 64GB ×2

vllm · 0.32.0rc1.dev249+g18305948a · NVFP4 mixed2 contexts (128K–248K) × 8 concurrency levels (1–128) · prefill at 8K, 64K
by @Sandbergllm-inference-bench v0.8.0Measured

Hardware

Type
Discrete GPU
GPU
CMP 170HX
GPU count
2
VRAM
64 GB (2 × 32 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
NVFP4 mixed
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. KV cache: int4_per_token_head. Layout: PP2 (stock vLLM flag)
# 2x 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 nvidia/Mistral-Medium-3.5-128B-NVFP4 --max-model-len 262144 --gpu-memory-utilization 0.94 --max-num-seqs 128 --enable-prefix-caching --trust-remote-code --pipeline-parallel-size 2 --language-model-only --kv-cache-dtype int4_per_token_head --attention-backend TRITON_ATTN

Prefill

prompt tok/s by context length
8K context368.022,689 ms TTFT
64K context124.0530,855 ms TTFT

Sustained decode

total tok/s · rows are context length, columns are simultaneous requests
Context1248163264128
128KFailed6.1144,331 ms TTFTOver capacityOver capacityOver capacityOver capacityOver capacityOver capacity
248KFailedOver capacityOver capacityOver capacityOver capacityOver capacityOver capacityOver capacity

Failed: requests to the server failed during 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
Prefill8K1Valid368.0—22,689 ms——1——
Prefill64K1Valid124.0—530,855 ms——1——
Sustained decode128K1Failed—————00—
Sustained decode128K2Valid6.13.1144,331 ms327.1 ms2.0018230.0 s
Sustained decode128K4Over capacity————————
Sustained decode128K8Over capacity————————
Sustained decode128K16Over capacity————————
Sustained decode128K32Over capacity————————
Sustained decode128K64Over capacity————————
Sustained decode128K128Over capacity————————
Sustained decode248K1Failed—————00—
Sustained decode248K2Over capacity————————
Sustained decode248K4Over capacity————————
Sustained decode248K8Over capacity————————
Sustained decode248K16Over capacity————————
Sustained decode248K32Over capacity————————
Sustained decode248K64Over capacity————————
Sustained decode248K128Over capacity————————

Failed: requests to the server failed during this measurement. Over capacity: not run because this many requests at this context would exceed the server's KV cache.