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Contributed byMarcel SommerQwen (Alibaba)

Qwen3.6-35B-A3B

Performance benchmark · measured on 31.07.2026 10:42

Benchmark-IDrun-20260731-084840-c0d9ee
Timebench 3 - Kombi (Prefill + Generation)MoE35BRuntime: hermes_cli
Generation829,45tok/s
Prefill3.777,87tok/s
Time to First Token14.891,00ms
Total duration83,81s
Concurrency10parallel
Ranking in the field
201of 537 systems

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

This run is better than 63 % of all comparable systems.
Generation 829,5 tok/s
+21 % vs Ø 683,5
Prefill 3.777,9 tok/s
-39 % vs Ø 6.170,6
Time to First Token 14.891 ms
-70 % vs Ø 49.872
Distribution in the field0 – 2.491 tok/s
Ø 677 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
NVIDIA-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
NVIDIA-Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-0aed86
1.937,7 tok/s
NVIDIA-Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-8db0fa
1.911,6 tok/s
NVIDIA-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
NVIDIA-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
NVIDIA-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
Qwen3.6-35B-A3B this runNVIDIA GeForce RTX 3090 Ti · run-20260731-084840-c0d9ee
829,5 tok/s

How does this benchmark compare on other GPUs?

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

Hardware

GPU: NVIDIA GeForce RTX 3090 Ti · 24 GB VRAM
CPU: AMD Ryzen 5 5600X 6-Core Processor
RAM: 30 GB
Mainboard: ASUSTeK COMPUTER INC. PRIME A520M-K

Setup

Runtime: hermes_cli
Quantization: -
Model: Qwen3.6-35B-A3B

All benchmarks of this model To leaderboard

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Model comparison

Qwen3.6-35B-A3B 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

1.9351.4519674840,005.20710.41415.621Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.489,1 tok/s Generation, 12.607 tok/s Prefill, TTFT 2.168 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.409,4 tok/s Generation, 4.912 tok/s Prefill, TTFT 4.113 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.367,3 tok/s Generation, 6.432 tok/s Prefill, TTFT 4.005 ms (9 Laufe)NVIDIA RTX PRO 6000 B...AMD Radeon AI PRO R9700 - 206,9 tok/s Generation, 3.263 tok/s Prefill, TTFT 3.552 ms (3 Laufe)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 5070 Ti - 142,9 tok/s Generation, 499 tok/s Prefill, TTFT 32.007 ms (6 Laufe)NVIDIA GeForce RTX 50...AMD Radeon 8060S Graphics - 103,2 tok/s Generation, 1.206 tok/s Prefill, TTFT 8.616 ms (3 Laufe)AMD Radeon 8060S Grap...CPU-only - 4,3 tok/s Generation, 62 tok/s Prefill, TTFT 31.435 ms (1 Lauf)CPU-onlyNVIDIA GeForce RTX 3090 Ti - 852,0 tok/s Generation, 3.400 tok/s Prefill, TTFT 7.140 ms (5 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 30...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.489,1 tok/sNVIDIA GeForce RTX 5090 1.409,4 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.367,3 tok/s★ NVIDIA GeForce RTX 3090 Ti 852,0 tok/s this runAMD Radeon AI PRO R9700 206,9 tok/sNVIDIA GeForce RTX 5070 Ti 142,9 tok/sAMD Radeon 8060S Graphics 103,2 tok/sCPU-only 4,3 tok/s

CPUby processor

1.9351.4519674840,005.20710.41415.621Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.489,1 tok/s Generation, 12.607 tok/s Prefill, TTFT 2.168 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 1.409,4 tok/s Generation, 4.912 tok/s Prefill, TTFT 4.113 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.367,3 tok/s Generation, 6.432 tok/s Prefill, TTFT 4.005 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 852,0 tok/s Generation, 3.431 tok/s Prefill, TTFT 6.717 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 206,9 tok/s Generation, 3.263 tok/s Prefill, TTFT 3.552 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 142,9 tok/s Generation, 499 tok/s Prefill, TTFT 32.007 ms (6 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 103,2 tok/s Generation, 1.206 tok/s Prefill, TTFT 8.616 ms (3 Laufe)AMD RYZEN AI MAX+ 395...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 4,3 tok/s Generation, 62 tok/s Prefill, TTFT 31.435 ms (1 Lauf)Intel(R) Xeon(R) CPU ...AMD Ryzen 5 5600X 6-Core Processor - 829,5 tok/s Generation, 3.353 tok/s Prefill, TTFT 7.775 ms (2 Laufe) | DIESER LAUF★ AMD Ryzen 5 5600X 6-C...
AMD Ryzen 9 9950X 16-Core Processor 1.489,1 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.409,4 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.367,3 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 852,0 tok/s★ AMD Ryzen 5 5600X 6-Core Processor 829,5 tok/s this runAMD Ryzen Threadripper PRO 7955WX 16-Cores 206,9 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 142,9 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 103,2 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 4,3 tok/s

MBby mainboard

1.9351.4519674840,005.20710.41415.621Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.489,1 tok/s Generation, 12.607 tok/s Prefill, TTFT 2.168 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.409,4 tok/s Generation, 4.912 tok/s Prefill, TTFT 4.113 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.367,3 tok/s Generation, 5.640 tok/s Prefill, TTFT 3.892 ms (12 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 852,0 tok/s Generation, 3.431 tok/s Prefill, TTFT 6.717 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 142,9 tok/s Generation, 499 tok/s Prefill, TTFT 32.007 ms (6 Laufe)ASUSTeK COMPUTER INC....Bosgame AXB35-02 (BeyondMax Series) - 103,2 tok/s Generation, 1.206 tok/s Prefill, TTFT 8.616 ms (3 Laufe)Bosgame AXB35-02 (Bey...Dell Inc. PowerEdge R820 - 4,3 tok/s Generation, 62 tok/s Prefill, TTFT 31.435 ms (1 Lauf)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. PRIME A520M-K - 829,5 tok/s Generation, 3.353 tok/s Prefill, TTFT 7.775 ms (2 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.489,1 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.409,4 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.367,3 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 852,0 tok/s★ ASUSTeK COMPUTER INC. PRIME A520M-K 829,5 tok/s this runASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 142,9 tok/sBosgame AXB35-02 (BeyondMax Series) 103,2 tok/sDell Inc. PowerEdge R820 4,3 tok/s

ENGby engine

1.7701.4651.1598545491.8904.6177.34510.072Prefill (tok/s)Generation (tok/s)llama.cpp - 1.489,1 tok/s Generation, 4.250 tok/s Prefill, TTFT 10.263 ms (27 Laufe)llama.cppvLLM - 952,8 tok/s Generation, 8.609 tok/s Prefill, TTFT 9.202 ms (7 Laufe)vLLMunbekannt - 829,5 tok/s Generation, 3.353 tok/s Prefill, TTFT 7.775 ms (2 Laufe)unbekannt
llama.cpp 1.489,1 tok/svLLM 952,8 tok/sunbekannt 829,5 tok/s

DRVby driver

1.6381.5641.4891.4151.3404.7454.9475.1495.351Prefill (tok/s)Generation (tok/s)unbekannt - 1.489,1 tok/s Generation, 5.048 tok/s Prefill, TTFT 9.919 ms (36 Laufe)unbekannt
unbekannt 1.489,1 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 25 W
⚡ TDP 450 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)450 W estimated (TDP)GPU 450 W full load
Avg cost / hourEUR 0.14
Electricity / 1M tokensEUR 0.045
Token / kWh6.64M
Acquisition (system)EUR 1,149 partial priceGPU EUR 999 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 3,514
Output tokens (2 years)52.32B
☁️ 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 (25 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

Qwen3.6-35B-A3BNVIDIA GeForce RTX 3090 TiQwen3.6-35B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation EditionQwen3.6-35B-A3BNVIDIA GeForce RTX 5090Qwen3.6-35B-A3B3x 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

Marcel Sommer

@marcelsommer