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Contributed byMario AlkaQwen (Alibaba)

Qwen3.5-35B-A3B

Performance benchmark · measured on 24.07.2026 07:01

Benchmark-IDrun-20260724-082959-b75c95
Timebench 3 - Kombi (Prefill + Generation)MoE35BRuntime: vLLMQuantisierung: AWQ
Generation594,77tok/s
Prefill25.603,76tok/s
Time to First Token404,00ms
Total duration18,03s
Concurrency5parallel
Ranking in the field
155of 997 systems

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

This run is better than 85 % of all comparable systems.
Generation 594,8 tok/s
+120 % vs Ø 270,4
Prefill 25.603,8 tok/s
+360 % vs Ø 5.568,2
Time to First Token 404 ms
-96 % vs Ø 9.777
Distribution in the field0 – 1.444 tok/s
Ø 270 Median Dieser Lauf

Wie schlägt sich dieser Benchmark?

gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260723-194447-dc199d
1.443,9 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260724-004604-1c9023
1.386,8 tok/s
Qwen2.5-Coder-32B-InstructNVIDIA GeForce RTX 5090 · run-20260724-082948-5b32df
1.307,9 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260723-045447-edeed3
1.295,3 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260724-082940-10761f
1.238,3 tok/s
Qwen3-Coder-30B-A3B-InstructNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004606-ebf474
1.070,6 tok/s
Qwen3.5-35B-A3B same modelNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-082959-cd1403
1.028,6 tok/s
Qwen3-VL-30B-A3B-InstructNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004607-c49303
1.028,5 tok/s
Ministral-3-14B-Reasoning-2512NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260723-195749-eebab2
1.015,7 tok/s
GLM-4.5-AirNVIDIA GeForce RTX 5090 · run-20260724-082959-2ea391
976,7 tok/s
Qwen3-Coder-30B-A3B-InstructNVIDIA GeForce RTX 5090 · run-20260723-045450-366dae
966,2 tok/s
Qwen3-30B-A3B-Instruct-2507NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004604-860045
961,5 tok/s
Devstral-Small-2507NVIDIA GeForce RTX 5090 · run-20260724-082938-ad06f1
958,9 tok/s
Qwen3.6-35B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-083000-8690d7
952,8 tok/s
Qwen3.5-35B-A3B this runNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-082959-b75c95
594,8 tok/s

Hardware

GPU: NVIDIA RTX PRO 6000 Blackwell Workstation Edition · 96 GB VRAM
CPU: 32x AMD Ryzen 9 9950X 16-Core Processor
RAM: 92 GB

Setup

Runtime: vLLM
Quantization: AWQ
Model: Qwen3.5-35B-A3B

Configuration

benchmark-konfiguration — run-20260724-082959-b75c95
# LLM-Benchmark Konfiguration # Modell : Qwen3.5-35B-A3B # Engine : vLLM # Run-ID : run-20260724-082959-b75c95 # GPU : NVIDIA RTX PRO 6000 Blackwell Workstation Edition # CPU : 32x AMD Ryzen 9 9950X 16-Core Processor # RAM : 92 GB bench@llm-benchmark:~$ /home/godcore/minimax-vllm-nightly/.venv/bin/python /home/godcore/minimax-vllm-nightly/.venv/bin/vllm serve cyankiwi/Qwen3.5-35B-A3B-AWQ-4bit \ --served-model-name Qwen3.5-35B-A3B \ --dtype auto \ --max-model-len 8192 \ --gpu-memory-utilization 0.90 \ --trust-remote-code \ --host 0.0.0.0 \ --port 8000
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.Qwen3.5-35B-A3B
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.8192
Alias?Anzeigename des Modells nach aussen (served model name), unabhaengig vom Dateinamen.Qwen3.5-35B-A3B
Dtype?Zahlenformat der Modellgewichte bei der Berechnung (z.B. auto, float16, bfloat16). 'auto' waehlt automatisch das vom Modell empfohlene Format.auto
Kontext?Groesse des Kontextfensters in Token. 0 = der beim Training verwendete Kontext des Modells.8192
GPU-Speicher?Anteil des GPU-Speichers (0 bis 1), den vLLM belegen darf. 0.92 = 92 %. Hoeher = mehr Platz fuer den KV-Cache (mehr/laengere parallele Anfragen), aber groesseres Risiko fuer 'Out of Memory'.0.90

All benchmarks of this model To leaderboard

Model comparison

Qwen3.5-35B-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

1.3159866583290,007.76615.53323.299Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 849,7 tok/s Generation, 11.594 tok/s Prefill, TTFT 899 ms (12 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 472,6 tok/s Generation, 5.984 tok/s Prefill, TTFT 1.718 ms (12 Laufe)NVIDIA GeForce RTX 30...AMD Radeon AI PRO R9700 - 205,4 tok/s Generation, 3.295 tok/s Prefill, TTFT 1.656 ms (9 Laufe)AMD Radeon AI PRO R97...AMD Radeon 8060S Graphics - 109,7 tok/s Generation, 1.162 tok/s Prefill, TTFT 8.967 ms (15 Laufe)AMD Radeon 8060S Grap...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.028,6 tok/s Generation, 18.958 tok/s Prefill, TTFT 788 ms (3 Laufe) | DIESER LAUF★ NVIDIA RTX PRO 6000 B...
★ NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.028,6 tok/s this runNVIDIA GeForce RTX 5090 849,7 tok/sNVIDIA GeForce RTX 3090 Ti 472,6 tok/sAMD Radeon AI PRO R9700 205,4 tok/sAMD Radeon 8060S Graphics 109,7 tok/s

CPUby processor

1.3159866583290,007.76615.53323.299Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 849,7 tok/s Generation, 11.594 tok/s Prefill, TTFT 899 ms (12 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 8945HX with Radeon Graphics - 472,6 tok/s Generation, 5.984 tok/s Prefill, TTFT 1.718 ms (12 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 205,4 tok/s Generation, 3.295 tok/s Prefill, TTFT 1.656 ms (9 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 109,7 tok/s Generation, 1.162 tok/s Prefill, TTFT 8.967 ms (15 Laufe)AMD RYZEN AI MAX+ 395...AMD Ryzen 9 9950X 16-Core Processor - 1.028,6 tok/s Generation, 18.958 tok/s Prefill, TTFT 788 ms (3 Laufe) | DIESER LAUF★ AMD Ryzen 9 9950X 16-...
★ AMD Ryzen 9 9950X 16-Core Processor 1.028,6 tok/s this runAMD Ryzen 7 5800X3D 8-Core Processor 849,7 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 472,6 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 205,4 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 109,7 tok/s

MBby mainboard

1.3159866583290,004.0308.06012.090Prefill (tok/s)Generation (tok/s)unbekannt - 1.028,6 tok/s Generation, 9.919 tok/s Prefill, TTFT 1.251 ms (27 Laufe)unbekanntASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 205,4 tok/s Generation, 3.295 tok/s Prefill, TTFT 1.656 ms (9 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) - 109,7 tok/s Generation, 1.162 tok/s Prefill, TTFT 8.967 ms (15 Laufe)Meigao Innovation Tec...
unbekannt 1.028,6 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 205,4 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) 109,7 tok/s

ENGby engine

1.1671.0539398257114.0196.6259.23211.838Prefill (tok/s)Generation (tok/s)llama.cpp - 849,7 tok/s Generation, 5.510 tok/s Prefill, TTFT 4.049 ms (44 Laufe)llama.cppvLLM - 1.028,6 tok/s Generation, 10.347 tok/s Prefill, TTFT 717 ms (7 Laufe) | DIESER LAUF★ vLLM
★ vLLM 1.028,6 tok/s this runllama.cpp 849,7 tok/s

DRVby driver

1.3159866583290,004.7229.44514.167Prefill (tok/s)Generation (tok/s)unbekannt - 1.028,6 tok/s Generation, 8.579 tok/s Prefill, TTFT 1.532 ms (15 Laufe)unbekanntNVIDIA 580.159.03 / CUDA 13.0 - 849,7 tok/s Generation, 11.594 tok/s Prefill, TTFT 899 ms (12 Laufe)NVIDIA 580.159.03 / C...AMD 7.0.0-27-generic - 205,4 tok/s Generation, 3.295 tok/s Prefill, TTFT 1.656 ms (9 Laufe)AMD 7.0.0-27-genericROCm 7.2.0 - 109,7 tok/s Generation, 1.162 tok/s Prefill, TTFT 8.967 ms (15 Laufe)ROCm 7.2.0
unbekannt 1.028,6 tok/sNVIDIA 580.159.03 / CUDA 13.0 849,7 tok/sAMD 7.0.0-27-generic 205,4 tok/sROCm 7.2.0 109,7 tok/s
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@marioalka

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