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Contributed byMario AlkaQwen (Alibaba)

Qwen3-Coder-30B-A3B-Instruct

Performance benchmark · measured on 23.07.2026 22:50

Benchmark-IDrun-20260724-004605-d79930
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: vLLMQuantisierung: AWQ
Generation237,20tok/s
Prefill8.069,88tok/s
Time to First Token352,50ms
Total duration9,34s
Concurrency1parallel
Ranking in the field
256of 597 systems

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

This run is better than 57 % of all comparable systems.
Generation 237,2 tok/s
-3 % vs Ø 244,1
Prefill 8.069,9 tok/s
+51 % vs Ø 5.353,8
Time to First Token 353 ms
-97 % vs Ø 13.148
Distribution in the field0 – 1.444 tok/s
Ø 244 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
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260723-045447-edeed3
1.295,3 tok/s
Qwen3-Coder-30B-A3B-Instruct same modelNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004606-ebf474
1.070,6 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
Qwen3-Coder-30B-A3B-Instruct same modelNVIDIA 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
Codestral-22B-v0.1NVIDIA GeForce RTX 5090 · run-20260724-004612-002f8b
945,4 tok/s
Devstral-Small-2-24B-Instruct-2512NVIDIA GeForce RTX 5090 · run-20260724-004615-7fac5f
924,8 tok/s
Qwen3-Omni-30B-A3B-ThinkingNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004611-a583d6
910,7 tok/s
Qwen3-30B-A3B-Instruct-2507NVIDIA GeForce RTX 5090 · run-20260723-045450-e8df4d
909,3 tok/s
Qwen3-30B-A3B-Thinking-2507NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004605-f9a3a1
906,0 tok/s
Qwen3-30B-A3B-Instruct-2507NVIDIA GeForce RTX 3090 Ti · run-20260724-004603-3aec22
901,9 tok/s
Qwen3-Coder-30B-A3B-Instruct this runNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260724-004605-d79930
237,2 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-Coder-30B-A3B-Instruct

Configuration

benchmark-konfiguration — run-20260724-004605-d79930
# LLM-Benchmark Konfiguration # Modell : Qwen3-Coder-30B-A3B-Instruct # Engine : vLLM # Run-ID : run-20260724-004605-d79930 # 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 stelterlab/Qwen3-Coder-30B-A3B-Instruct-AWQ \ --served-model-name Qwen3-Coder-30B-A3B-Instruct \ --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-Coder-30B-A3B-Instruct
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-Coder-30B-A3B-Instruct
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-Coder-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

1.3901.0436953480,008.74117.48226.222Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 966,2 tok/s Generation, 18.086 tok/s Prefill, TTFT 1.143 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 670,7 tok/s Generation, 7.413 tok/s Prefill, TTFT 1.716 ms (15 Laufe)NVIDIA GeForce RTX 30...AMD Radeon AI PRO R9700 - 237,2 tok/s Generation, 5.418 tok/s Prefill, TTFT 1.140 ms (11 Laufe)AMD Radeon AI PRO R97...AMD Radeon 8060S Graphics - 115,8 tok/s Generation, 1.790 tok/s Prefill, TTFT 6.600 ms (3 Laufe)AMD Radeon 8060S Grap...CPU-only - 6,7 tok/s Generation, 103 tok/s Prefill, TTFT 107.342 ms (3 Laufe)CPU-onlyNVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.070,6 tok/s Generation, 21.162 tok/s Prefill, TTFT 684 ms (3 Laufe) | DIESER LAUF★ NVIDIA RTX PRO 6000 B...
★ NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.070,6 tok/s this runNVIDIA GeForce RTX 5090 966,2 tok/sNVIDIA GeForce RTX 3090 Ti 670,7 tok/sAMD Radeon AI PRO R9700 237,2 tok/sAMD Radeon 8060S Graphics 115,8 tok/sCPU-only 6,7 tok/s

CPUby processor

1.3901.0436953480,008.74117.48226.222Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 966,2 tok/s Generation, 18.086 tok/s Prefill, TTFT 1.143 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 8945HX with Radeon Graphics - 670,7 tok/s Generation, 7.413 tok/s Prefill, TTFT 1.716 ms (15 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 237,2 tok/s Generation, 5.418 tok/s Prefill, TTFT 1.140 ms (11 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 115,8 tok/s Generation, 1.790 tok/s Prefill, TTFT 6.600 ms (3 Laufe)AMD RYZEN AI MAX+ 395...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 6,7 tok/s Generation, 103 tok/s Prefill, TTFT 107.342 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen 9 9950X 16-Core Processor - 1.070,6 tok/s Generation, 21.162 tok/s Prefill, TTFT 684 ms (3 Laufe) | DIESER LAUF★ AMD Ryzen 9 9950X 16-...
★ AMD Ryzen 9 9950X 16-Core Processor 1.070,6 tok/s this runAMD Ryzen 7 5800X3D 8-Core Processor 966,2 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 670,7 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 237,2 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 115,8 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 6,7 tok/s

MBby mainboard

1.3901.0436953480,004.5009.00013.500Prefill (tok/s)Generation (tok/s)unbekannt - 1.070,6 tok/s Generation, 10.902 tok/s Prefill, TTFT 1.487 ms (21 Laufe)unbekanntASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 237,2 tok/s Generation, 5.418 tok/s Prefill, TTFT 1.140 ms (11 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) - 115,8 tok/s Generation, 1.790 tok/s Prefill, TTFT 6.600 ms (3 Laufe)Meigao Innovation Tec...Dell Inc. PowerEdge R820 - 6,7 tok/s Generation, 103 tok/s Prefill, TTFT 107.342 ms (3 Laufe)Dell Inc. PowerEdge R...
unbekannt 1.070,6 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 237,2 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) 115,8 tok/sDell Inc. PowerEdge R820 6,7 tok/s

ENGby engine

1.2971.0357725102472.1846.65211.11915.587Prefill (tok/s)Generation (tok/s)llama.cpp - 473,8 tok/s Generation, 4.542 tok/s Prefill, TTFT 15.503 ms (24 Laufe)llama.cppvLLM - 1.070,6 tok/s Generation, 13.229 tok/s Prefill, TTFT 964 ms (14 Laufe) | DIESER LAUF★ vLLM
★ vLLM 1.070,6 tok/s this runllama.cpp 473,8 tok/s

DRVby driver

1.3691.0266843420,007.36814.73622.104Prefill (tok/s)Generation (tok/s)unbekannt - 1.070,6 tok/s Generation, 8.333 tok/s Prefill, TTFT 16.658 ms (21 Laufe)unbekanntNVIDIA 580.159.03 / CUDA 13.0 - 966,2 tok/s Generation, 18.086 tok/s Prefill, TTFT 1.143 ms (3 Laufe)NVIDIA 580.159.03 / C...AMD 7.0.0-27-generic - 237,2 tok/s Generation, 5.418 tok/s Prefill, TTFT 1.140 ms (11 Laufe)AMD 7.0.0-27-genericROCm 7.2.0 - 115,8 tok/s Generation, 1.790 tok/s Prefill, TTFT 6.600 ms (3 Laufe)ROCm 7.2.0
unbekannt 1.070,6 tok/sNVIDIA 580.159.03 / CUDA 13.0 966,2 tok/sAMD 7.0.0-27-generic 237,2 tok/sROCm 7.2.0 115,8 tok/s
Contributed by

Mario Alka Administrator

@marioalka

Gruender von godcore.de und Betreiber von llm-benchmark.de. Ich teste KI-Sprachmodelle auf echter Hardware, messe Tempo (Token/s) und Aufgaben-Qualitaet und teile die Ergebnisse offen und reproduzierbar.