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Contributed byMario AlkaQwen (Alibaba)

Qwen3.6-35B-A3B

Performance benchmark · measured on 09.08.2026 18:37

Benchmark-IDrun-20260809-184032-854135
Timebench 3 - Kombi (Prefill + Generation)MoE35BRuntime: llama.cpp batched-bench
Generation271,41tok/s
Prefill8.886,02tok/s
Time to First Token0,00ms
Total duration0,00s
Concurrency10parallel
Ranking in the field
360of 820 systems

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

This run is better than 56 % of all comparable systems.
Generation 271,4 tok/s
-44 % vs Ø 485,2
Prefill 8.886,0 tok/s
+91 % vs Ø 4.661,8
Time to First Token 0 ms
-100 % vs Ø 63.970
Distribution in the field0 – 2.491 tok/s
Ø 485 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
Qwen3.6-35B-A3B this run4× AMD Radeon AI PRO R9700 · run-20260809-184032-854135
271,4 tok/s

How does this benchmark compare on other GPUs?

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

Hardware

GPU: 4x AMD Radeon AI PRO R9700 · 32 GB VRAM
CPU: AMD Ryzen Threadripper PRO 7955WX 16-Cores
RAM: 184 GB
Mainboard: ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE

Setup

Runtime: llama.cpp batched-bench
Quantization: -
Model: Qwen3.6-35B-A3B

Anmerkung

llama-batched-bench, 4x AMD R9700, npl=10 (pp512/tg128), ngl=99 (voll GPU)

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...NVIDIA GeForce RTX 3090 Ti - 852,0 tok/s Generation, 3.423 tok/s Prefill, TTFT 7.930 ms (9 Laufe)NVIDIA GeForce RTX 30...AMD Radeon PRO W7900 Dual Slot - 296,2 tok/s Generation, 3.120 tok/s Prefill, TTFT 4.797 ms (18 Laufe)AMD Radeon PRO W7900 ...NVIDIA GB10 (DGX Spark) - 167,1 tok/s Generation, 4.210 tok/s Prefill, TTFT 1.687 ms (8 Laufe)NVIDIA GB10 (DGX Spar...NVIDIA GeForce RTX 5070 Ti - 142,9 tok/s Generation, 499 tok/s Prefill, TTFT 32.007 ms (6 Laufe)NVIDIA GeForce RTX 50...Intel Arc Pro B70 - 124,5 tok/s Generation, 578 tok/s Prefill, TTFT 5.272 ms (7 Laufe)Intel Arc Pro B70AMD Radeon 8060S Graphics - 98,3 tok/s Generation, 863 tok/s Prefill, TTFT 9.646 ms (13 Laufe)AMD Radeon 8060S Grap...CPU-only - 4,3 tok/s Generation, 62 tok/s Prefill, TTFT 31.435 ms (1 Lauf)CPU-onlyAMD Radeon AI PRO R9700 - 271,4 tok/s Generation, 3.025 tok/s Prefill, TTFT 22.003 ms (32 Laufe) | DIESER LAUF★ AMD Radeon AI PRO R97...
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/sNVIDIA GeForce RTX 3090 Ti 852,0 tok/sAMD Radeon PRO W7900 Dual Slot 296,2 tok/s★ AMD Radeon AI PRO R9700 271,4 tok/s this runNVIDIA GB10 (DGX Spark) 167,1 tok/sNVIDIA GeForce RTX 5070 Ti 142,9 tok/sIntel Arc Pro B70 124,5 tok/sAMD Radeon 8060S Graphics 98,3 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 5 5600X 6-Core Processor - 830,5 tok/s Generation, 3.419 tok/s Prefill, TTFT 8.537 ms (6 Laufe)AMD Ryzen 5 5600X 6-C...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 296,2 tok/s Generation, 2.465 tok/s Prefill, TTFT 11.600 ms (24 Laufe)AMD Ryzen Threadrippe...NVIDIA Grace - 167,1 tok/s Generation, 4.210 tok/s Prefill, TTFT 1.687 ms (8 Laufe)NVIDIA GraceAMD Ryzen 9 7945HX with Radeon Graphics - 124,5 tok/s Generation, 578 tok/s Prefill, TTFT 5.272 ms (7 Laufe)AMD Ryzen 9 7945HX wi...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 98,3 tok/s Generation, 863 tok/s Prefill, TTFT 9.646 ms (13 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 Threadripper PRO 7955WX 16-Cores - 271,4 tok/s Generation, 3.025 tok/s Prefill, TTFT 22.003 ms (32 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
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/sAMD Ryzen 5 5600X 6-Core Processor 830,5 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 296,2 tok/s★ AMD Ryzen Threadripper PRO 7955WX 16-Cores 271,4 tok/s this runNVIDIA Grace 167,1 tok/sAMD Ryzen 9 7945HX with Radeon Graphics 124,5 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 98,3 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....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. PRIME A520M-K - 830,5 tok/s Generation, 3.419 tok/s Prefill, TTFT 8.537 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 296,2 tok/s Generation, 2.465 tok/s Prefill, TTFT 11.600 ms (24 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. GX10 - 167,1 tok/s Generation, 4.210 tok/s Prefill, TTFT 1.687 ms (8 Laufe)ASUSTeK COMPUTER INC....Shenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) - 124,5 tok/s Generation, 578 tok/s Prefill, TTFT 5.272 ms (7 Laufe)Shenzhen Meigao Elect...Bosgame AXB35-02 (BeyondMax Series) - 98,3 tok/s Generation, 863 tok/s Prefill, TTFT 9.646 ms (13 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. Pro WS WRX90E-SAGE SE - 1.367,3 tok/s Generation, 3.773 tok/s Prefill, TTFT 17.954 ms (41 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/s★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.367,3 tok/s this runMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 852,0 tok/sASUSTeK COMPUTER INC. PRIME A520M-K 830,5 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 296,2 tok/sASUSTeK COMPUTER INC. GX10 167,1 tok/sShenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) 124,5 tok/sBosgame AXB35-02 (BeyondMax Series) 98,3 tok/sDell Inc. PowerEdge R820 4,3 tok/s

ENGby engine

1.7701.4651.1608555502.5323.2263.9214.616Prefill (tok/s)Generation (tok/s)vLLM - 952,8 tok/s Generation, 4.157 tok/s Prefill, TTFT 6.631 ms (30 Laufe)vLLMunbekannt - 830,5 tok/s Generation, 2.991 tok/s Prefill, TTFT 5.522 ms (10 Laufe)unbekanntllama.cpp - 1.489,1 tok/s Generation, 3.186 tok/s Prefill, TTFT 14.737 ms (72 Laufe) | DIESER LAUF★ llama.cpp
★ llama.cpp 1.489,1 tok/s this runvLLM 952,8 tok/sunbekannt 830,5 tok/s

DRVby driver

1.9201.4409604800,001.7053.4115.116Prefill (tok/s)Generation (tok/s)unbekannt - 1.489,1 tok/s Generation, 3.623 tok/s Prefill, TTFT 13.544 ms (93 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 167,1 tok/s Generation, 4.210 tok/s Prefill, TTFT 1.687 ms (8 Laufe)NVIDIA 590.48.01 / CU...Intel 26.18.38308.4 - 124,5 tok/s Generation, 578 tok/s Prefill, TTFT 5.272 ms (7 Laufe)Intel 26.18.38308.4AMD 7.0.0-27-generic - 79,4 tok/s Generation, 2.349 tok/s Prefill, TTFT 1.000 ms (4 Laufe)AMD 7.0.0-27-generic
unbekannt 1.489,1 tok/sNVIDIA 590.48.01 / CUDA 13.1 167,1 tok/sIntel 26.18.38308.4 124,5 tok/sAMD 7.0.0-27-generic 79,4 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (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 85 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 / kWh2.63M
Acquisition (system)EUR 6,824 full priceGPU EUR 1,400 · CPU EUR 1,399 · Board EUR 1,299 · RAM EUR 2,576 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 8,774
Output tokens (2 years)17.12B
☁️ 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 (85 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-A3BAMD Radeon AI PRO R9700Qwen3.6-35B-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

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.