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Contributed byMario AlkaQwen (Alibaba)

Qwen3-30B-A3B-Thinking-2507

Performance benchmark · measured on 26.08.2026 23:17

Benchmark-IDrun-20260826-215014-090778
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: vLLMQuantisierung: AWQ
Generation298,25tok/s
Prefill17.174,04tok/s
Time to First Token825,00ms
Total duration36,04s
Concurrency5parallel
Ranking in the field
287of 930 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 5× concurrent

This run is better than 69 % of all comparable systems.
Generation 298,3 tok/s
+11 % vs Ø 268,3
Prefill 17.174,0 tok/s
+307 % vs Ø 4.220,4
Time to First Token 825 ms
-98 % vs Ø 38.272
Distribution in the field0 – 1.349 tok/s
Ø 268 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-0adf6d
1.349,3 tok/s
gemma-4-E2B-itNVIDIA GeForce RTX 5090 · run-20260728-184455-5b4937
1.301,9 tok/s
gemma-4-E2B-it3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-184456-4111a9
1.195,7 tok/s
Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-30d864
1.188,7 tok/s
Nemotron-3-Nano-4BNVIDIA GeForce RTX 5090 · run-20260728-194135-5432cd
1.164,8 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140954-9e81f9
1.136,3 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-09627f
1.135,0 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260729-032121-058a31
1.113,5 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-836a91
1.090,6 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260727-181606-8b381e
1.077,4 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-b8a818
1.071,0 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-038e92
1.051,1 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-032121-ffb18a
1.015,5 tok/s
Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032121-305ad6
1.007,8 tok/s
Qwen3-30B-A3B-Thinking-2507 this runNVIDIA RTX A6000 · run-20260826-215014-090778
298,3 tok/s

How does this benchmark compare on other GPUs?

Same model on different hardware · 5× 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: AWQ
Model: Qwen3-30B-A3B-Thinking-2507

Configuration

benchmark-konfiguration — run-20260826-215014-090778
# LLM-Benchmark Konfiguration # Modell : Qwen3-30B-A3B-Thinking-2507 # Engine : vLLM # Run-ID : run-20260826-215014-090778 # GPU : NVIDIA RTX A6000 # CPU : AMD Ryzen Threadripper PRO 7955WX 16-Cores # RAM : 184 GB bench@llm-benchmark:~$ vllm serve \ --model Qwen3-30B-A3B-Thinking-2507
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.Qwen3-30B-A3B-Thinking-2507

All benchmarks of this model To leaderboard

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Model comparison

Qwen3-30B-A3B-Thinking-2507 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

2.1871.6401.0945470,007.58515.17022.756Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 1.683,8 tok/s Generation, 14.349 tok/s Prefill, TTFT 2.214 ms (6 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.670,5 tok/s Generation, 18.362 tok/s Prefill, TTFT 1.942 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.521,4 tok/s Generation, 10.574 tok/s Prefill, TTFT 3.521 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 3090 Ti - 930,6 tok/s Generation, 7.726 tok/s Prefill, TTFT 5.880 ms (6 Laufe)NVIDIA GeForce RTX 30...AMD Radeon PRO W7900 Dual Slot - 254,6 tok/s Generation, 4.711 tok/s Prefill, TTFT 2.915 ms (6 Laufe)AMD Radeon PRO W7900 ...NVIDIA GeForce RTX 5070 Ti - 155,8 tok/s Generation, 1.078 tok/s Prefill, TTFT 23.667 ms (6 Laufe)NVIDIA GeForce RTX 50...AMD Radeon AI PRO R9700 - 91,4 tok/s Generation, 2.676 tok/s Prefill, TTFT 39.171 ms (25 Laufe)AMD Radeon AI PRO R97...CPU-only - 8,5 tok/s Generation, 74 tok/s Prefill, TTFT 134.321 ms (3 Laufe)CPU-onlyNVIDIA RTX A6000 - 415,9 tok/s Generation, 11.378 tok/s Prefill, TTFT 1.327 ms (9 Laufe) | DIESER LAUF★ NVIDIA RTX A6000
NVIDIA GeForce RTX 5090 1.683,8 tok/sNVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.670,5 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.521,4 tok/sNVIDIA GeForce RTX 3090 Ti 930,6 tok/s★ NVIDIA RTX A6000 415,9 tok/s this runAMD Radeon PRO W7900 Dual Slot 254,6 tok/sNVIDIA GeForce RTX 5070 Ti 155,8 tok/sAMD Radeon AI PRO R9700 91,4 tok/sCPU-only 8,5 tok/s

CPUby processor

2.1871.6401.0945470,007.58515.17022.756Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 1.683,8 tok/s Generation, 14.349 tok/s Prefill, TTFT 2.214 ms (6 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 9950X 16-Core Processor - 1.670,5 tok/s Generation, 18.362 tok/s Prefill, TTFT 1.942 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.521,4 tok/s Generation, 10.574 tok/s Prefill, TTFT 3.521 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 930,6 tok/s Generation, 7.726 tok/s Prefill, TTFT 5.880 ms (6 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 254,6 tok/s Generation, 2.894 tok/s Prefill, TTFT 13.291 ms (12 Laufe)AMD Ryzen Threadrippe...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 8,5 tok/s Generation, 74 tok/s Prefill, TTFT 134.321 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 415,9 tok/s Generation, 4.980 tok/s Prefill, TTFT 29.154 ms (34 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
AMD Ryzen 7 5800X3D 8-Core Processor 1.683,8 tok/sAMD Ryzen 9 9950X 16-Core Processor 1.670,5 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.521,4 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 930,6 tok/s★ AMD Ryzen Threadripper PRO 7955WX 16-Cores 415,9 tok/s this runAMD Ryzen Threadripper PRO 5975WX 32-Cores 254,6 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 8,5 tok/s

MBby mainboard

2.1871.6401.0945470,007.58515.17022.756Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.683,8 tok/s Generation, 14.349 tok/s Prefill, TTFT 2.214 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.670,5 tok/s Generation, 18.362 tok/s Prefill, TTFT 1.942 ms (6 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 930,6 tok/s Generation, 7.726 tok/s Prefill, TTFT 5.880 ms (6 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 254,6 tok/s Generation, 2.894 tok/s Prefill, TTFT 13.291 ms (12 Laufe)ASUSTeK COMPUTER INC....Dell Inc. PowerEdge R820 - 8,5 tok/s Generation, 74 tok/s Prefill, TTFT 134.321 ms (3 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.521,4 tok/s Generation, 6.151 tok/s Prefill, TTFT 23.789 ms (43 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.683,8 tok/sASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.670,5 tok/s★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.521,4 tok/s this runMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 930,6 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 254,6 tok/sDell Inc. PowerEdge R820 8,5 tok/s

ENGby engine

2.1711.6281.0855430,01.8156.10710.39814.689Prefill (tok/s)Generation (tok/s)llama.cpp - 1.683,8 tok/s Generation, 5.433 tok/s Prefill, TTFT 32.587 ms (48 Laufe)llama.cppunbekannt - 91,4 tok/s Generation, 4.068 tok/s Prefill, TTFT 1.364 ms (8 Laufe)unbekanntvLLM - 906,0 tok/s Generation, 12.436 tok/s Prefill, TTFT 3.524 ms (20 Laufe) | DIESER LAUF★ vLLM
llama.cpp 1.683,8 tok/s★ vLLM 906,0 tok/s this rununbekannt 91,4 tok/s

DRVby driver

2.1711.6281.0855430,03.0024.8546.7078.559Prefill (tok/s)Generation (tok/s)unbekannt - 1.683,8 tok/s Generation, 7.493 tok/s Prefill, TTFT 24.039 ms (68 Laufe)unbekanntAMD 7.0.0-27-generic - 91,4 tok/s Generation, 4.068 tok/s Prefill, TTFT 1.364 ms (8 Laufe)AMD 7.0.0-27-generic
unbekannt 1.683,8 tok/sAMD 7.0.0-27-generic 91,4 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (5× 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 65 W
⚡ TDP 71 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)71 W missingCPU 46 + Board 25 W full load
Avg cost / hourEUR 0.021
Electricity / 1M tokensEUR 0.020
Token / kWh15.12M
Acquisition (system)EUR 8,394 full priceGPU EUR 3,000 · CPU EUR 1,399 · Board EUR 1,299 · RAM EUR 2,576 · PSU EUR 120
Electricity (2 years)
TCO (2 years)EUR 8,767
Output tokens (2 years)18.81B
☁️ External LLM (API) – comparison
External LLM cost (2 years)
Savings vs. external (2 years)
No power draw measured – values estimated from GPU TDP + CPU (idle + 15 %) + board.

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 (65 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

Qwen3-30B-A3B-Thinking-2507NVIDIA RTX A6000Qwen3-30B-A3B-Thinking-2507NVIDIA GeForce RTX 5090Qwen3-30B-A3B-Thinking-2507NVIDIA RTX PRO 6000 Blackwell Workstation EditionQwen3-30B-A3B-Thinking-25073x 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.