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Contributed byMario AlkaQwen (Alibaba)

Qwen3-VL-30B-A3B-Instruct

Performance benchmark · measured on 27.08.2026 02:46

Benchmark-IDrun-20260827-010402-b2f038
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: vLLMQuantisierung: FP8
Generation294,00tok/s
Prefill18.703,52tok/s
Time to First Token1.760,00ms
Total duration73,42s
Concurrency10parallel
Ranking in the field
397of 921 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 10× concurrent

This run is better than 57 % of all comparable systems.
Generation 294,0 tok/s
-37 % vs Ø 465,5
Prefill 18.703,5 tok/s
+256 % vs Ø 5.251,1
Time to First Token 1.760 ms
-97 % vs Ø 57.800
Distribution in the field0 – 2.491 tok/s
Ø 465 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

gemma-4-E2B-itNVIDIA GeForce RTX 5090 · run-20260728-184455-e28775
2.491,2 tok/s
gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-b37ed9
2.414,4 tok/s
Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-4cca42
2.182,7 tok/s
gemma-4-E2B-it3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-184456-d87c73
2.143,6 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-9c966e
1.995,4 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140954-8007c4
1.993,5 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-0aed86
1.937,7 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-8db0fa
1.911,6 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260727-181606-e0eafd
1.897,0 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260729-032121-7c961d
1.890,7 tok/s
Nemotron-3-Nano-4BNVIDIA GeForce RTX 5090 · run-20260728-194135-2ed9dd
1.878,7 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-034052-26063b
1.835,7 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-a77046
1.830,3 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-032121-c6e7e0
1.819,5 tok/s
Qwen3-VL-30B-A3B-Instruct this runNVIDIA RTX A6000 · run-20260827-010402-b2f038
294,0 tok/s

How does this benchmark compare on other GPUs?

Same model on different hardware · 10× concurrent · Generation (tok/s)

Hardware

GPU: NVIDIA RTX A6000 · 48 GB VRAM
CPU: AMD Ryzen Threadripper PRO 7955WX 16-Cores
RAM: 184 GB
Mainboard: ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE

Setup

Runtime: vLLM
Quantization: FP8
Model: Qwen3-VL-30B-A3B-Instruct

Configuration

benchmark-konfiguration — run-20260827-010402-b2f038
# LLM-Benchmark Konfiguration # Modell : Qwen3-VL-30B-A3B-Instruct # Engine : vLLM # Run-ID : run-20260827-010402-b2f038 # GPU : NVIDIA RTX A6000 # CPU : AMD Ryzen Threadripper PRO 7955WX 16-Cores # RAM : 184 GB bench@llm-benchmark:~$ vllm serve \ --model Qwen3-VL-30B-A3B-Instruct
Engine?Die Inferenz-Software, die das Modell ausliefert (z.B. vLLM oder llama.cpp). Sie bestimmt Geschwindigkeit, unterstuetzte Modellformate und welche Parameter ueberhaupt verfuegbar sind.vllm
Modellalias?Der Name, unter dem das Modell ueber die API angesprochen wird. Genau dieser Wert muss im Request-Feld 'model' stehen.Qwen3-VL-30B-A3B-Instruct

All benchmarks of this model To leaderboard

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Model comparison

Qwen3-VL-30B-A3B-Instruct on various hardware

All published performance runs of this model – each bubble a variant: position = prefill (X) × generation (Y), bubble size = number of runs. Closer to the top right = faster. ★ Marked gold = this benchmark.

GPUby graphics card

2.1351.6011.0675340,006.96613.93220.898Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 1.655,9 tok/s Generation, 9.318 tok/s Prefill, TTFT 3.329 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.639,0 tok/s Generation, 17.025 tok/s Prefill, TTFT 1.966 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.505,0 tok/s Generation, 12.905 tok/s Prefill, TTFT 3.350 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 3090 Ti - 903,5 tok/s Generation, 5.934 tok/s Prefill, TTFT 5.817 ms (3 Laufe)NVIDIA GeForce RTX 30...AMD Radeon PRO W7900 Dual Slot - 245,1 tok/s Generation, 4.091 tok/s Prefill, TTFT 3.139 ms (6 Laufe)AMD Radeon PRO W7900 ...NVIDIA GeForce RTX 5070 Ti - 154,0 tok/s Generation, 1.182 tok/s Prefill, TTFT 22.532 ms (6 Laufe)NVIDIA GeForce RTX 50...AMD Radeon AI PRO R9700 - 89,8 tok/s Generation, 3.530 tok/s Prefill, TTFT 44.809 ms (20 Laufe)AMD Radeon AI PRO R97...NVIDIA RTX A6000 - 440,0 tok/s Generation, 11.491 tok/s Prefill, TTFT 1.277 ms (12 Laufe) | DIESER LAUF★ NVIDIA RTX A6000
NVIDIA GeForce RTX 5090 1.655,9 tok/sNVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.639,0 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.505,0 tok/sNVIDIA GeForce RTX 3090 Ti 903,5 tok/s★ NVIDIA RTX A6000 440,0 tok/s this runAMD Radeon PRO W7900 Dual Slot 245,1 tok/sNVIDIA GeForce RTX 5070 Ti 154,0 tok/sAMD Radeon AI PRO R9700 89,8 tok/s

CPUby processor

2.1041.5781.0525260,006.87913.75720.636Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 1.655,9 tok/s Generation, 9.318 tok/s Prefill, TTFT 3.329 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 9950X 16-Core Processor - 1.639,0 tok/s Generation, 17.025 tok/s Prefill, TTFT 1.966 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.505,0 tok/s Generation, 12.905 tok/s Prefill, TTFT 3.350 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 903,5 tok/s Generation, 5.934 tok/s Prefill, TTFT 5.817 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 245,1 tok/s Generation, 2.636 tok/s Prefill, TTFT 12.836 ms (12 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 440,0 tok/s Generation, 6.516 tok/s Prefill, TTFT 28.484 ms (32 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
AMD Ryzen 7 5800X3D 8-Core Processor 1.655,9 tok/sAMD Ryzen 9 9950X 16-Core Processor 1.639,0 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.505,0 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 903,5 tok/s★ AMD Ryzen Threadripper PRO 7955WX 16-Cores 440,0 tok/s this runAMD Ryzen Threadripper PRO 5975WX 32-Cores 245,1 tok/s

MBby mainboard

2.1041.5781.0525260,006.87913.75720.636Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.655,9 tok/s Generation, 9.318 tok/s Prefill, TTFT 3.329 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.639,0 tok/s Generation, 17.025 tok/s Prefill, TTFT 1.966 ms (6 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 903,5 tok/s Generation, 5.934 tok/s Prefill, TTFT 5.817 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 245,1 tok/s Generation, 2.636 tok/s Prefill, TTFT 12.836 ms (12 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.505,0 tok/s Generation, 7.918 tok/s Prefill, TTFT 22.967 ms (41 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.655,9 tok/sASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.639,0 tok/s★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.505,0 tok/s this runMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 903,5 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 245,1 tok/s

ENGby engine

2.1351.6011.0675340,03.9337.10010.26613.433Prefill (tok/s)Generation (tok/s)llama.cpp - 1.655,9 tok/s Generation, 6.611 tok/s Prefill, TTFT 25.888 ms (42 Laufe)llama.cppunbekannt - 89,8 tok/s Generation, 5.705 tok/s Prefill, TTFT 549 ms (7 Laufe)unbekanntvLLM - 1.028,5 tok/s Generation, 11.661 tok/s Prefill, TTFT 2.736 ms (16 Laufe) | DIESER LAUF★ vLLM
llama.cpp 1.655,9 tok/s★ vLLM 1.028,5 tok/s this rununbekannt 89,8 tok/s

DRVby driver

2.1351.6011.0675340,04.8116.1737.5368.898Prefill (tok/s)Generation (tok/s)unbekannt - 1.655,9 tok/s Generation, 8.004 tok/s Prefill, TTFT 19.501 ms (58 Laufe)unbekanntAMD 7.0.0-27-generic - 89,8 tok/s Generation, 5.705 tok/s Prefill, TTFT 549 ms (7 Laufe)AMD 7.0.0-27-generic
unbekannt 1.655,9 tok/sAMD 7.0.0-27-generic 89,8 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (10× concurrent). Methodology →

⚙️ ConfigurationAll metrics and charts below follow these settings – based on a 24-month runtime.Save to URLReset
⚡ Electricity price EUR/kWh
⚙️ System utilization 100 %
🖥️ Acquisition EUR
🔌 Idle 80 W
⚡ TDP 371 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)371 W estimated (TDP)GPU 300 + CPU 46 + Board 25 W full load
Avg cost / hourEUR 0.11
Electricity / 1M tokensEUR 0.11
Token / kWh2.85M
Acquisition (system)EUR 8,424 full priceGPU EUR 3,000 · CPU EUR 1,399 · Board EUR 1,299 · RAM EUR 2,576 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 10,374
Output tokens (2 years)18.54B
☁️ External LLM (API) – comparison
External LLM cost (2 years)
Savings vs. external (2 years)

All values above and the charts below take the configured system utilization into account: at X% the system generates only X% of the time, the rest it idles (80 W). Cost per hour drops (more idle), cost per token rises.

Cost over 2 years – electricity only

Cost over 2 years – incl. acquisition (TCO)

Speed vs. tokens per euro

Euro per 1M tokens

Comparison vs. API – economics per benchmark

Qwen3-VL-30B-A3B-InstructNVIDIA RTX A6000Qwen3-VL-30B-A3B-InstructNVIDIA GeForce RTX 5090Qwen3-VL-30B-A3B-InstructNVIDIA RTX PRO 6000 Blackwell Workstation EditionQwen3-VL-30B-A3B-Instruct3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
Electricity cost (24 mo.)
Acquisition cost
Total cost (TCO)
Generated tokens (24 mo.)
Token price via API
Break-even point (days)
Result (savings / extra cost)

Comparison with up to 3 next-best runs of this model at the same concurrency (at least one on different hardware). Power = GPU TDP + CPU (idle + 15 %) + board (estimated), acquisition = full system (GPU + CPU + board + RAM + PSU), prices = stored market prices.

Contributed by

Mario Alka Administrator

@marioalka

Ich bin Unternehmer, Softwareentwickler und KI-Enthusiast. Seit vielen Jahren entwickle ich Unternehmenssoftware und beschäftige mich inzwischen fast täglich mit lokalen LLMs, KI-Agenten und leistungsfähiger KI-Hardware.

Mit LLM-Benchmark.de möchte ich eine Plattform schaffen, auf der Modelle, GPUs und Agenten objektiv und reproduzierbar miteinander verglichen werden.