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gpt-oss-20b

Performance benchmark · measured on 12.11.2026 16:14

Benchmark-IDrun-20261112-155836-d14bc8
Timebench 3 - Kombi (Prefill + Generation)MoE20BRuntime: lmstudio-mlxQuantisierung: MLX MXFP4
Generation53,05tok/s
Prefill1.769,25tok/s
Time to First Token1.367,70ms
Total duration63,79s
Concurrency1parallel
Ranking in the field
928of 1927 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 1× concurrent

This run is better than 52 % of all comparable systems.
Generation 53,1 tok/s
-32 % vs Ø 77,5
Prefill 1.769,3 tok/s
-38 % vs Ø 2.844,6
Time to First Token 1.368 ms
-94 % vs Ø 23.755
Distribution in the field0 – 471 tok/s
Ø 78 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

NVIDIA-Nemotron-3.5-Lightning-30B-A3BNVIDIA GeForce RTX 3090 · run-20261026-183943-a8c4f8
471,3 tok/s
gpt-oss-20b same modelNVIDIA GeForce RTX 5090 · run-20260724-004608-16af9b
404,6 tok/s
gpt-oss-20b same modelNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-9f766a
395,2 tok/s
NVIDIA-Nemotron-3-Nano-4BNVIDIA GeForce RTX 5090 · run-20260728-194135-d456e7
393,5 tok/s
NVIDIA-Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-bffb11
393,5 tok/s
gpt-oss-20b same modelNVIDIA GeForce RTX 5090 · run-20260724-004607-29bd16
388,9 tok/s
gpt-oss-20b same modelNVIDIA GeForce RTX 5090 · run-20260729-032121-1c779f
388,2 tok/s
gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-6ea089
378,6 tok/s
gemma-4-E2B-itNVIDIA GeForce RTX 5090 · run-20260728-184455-e8b129
377,6 tok/s
NVIDIA-Nemotron-3-Nano-4B3× 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-ac388e
362,3 tok/s
NVIDIA-Nemotron-3-Nano-4B3× 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-5e5085
361,4 tok/s
NVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA GeForce RTX 5090 · run-20260729-105335-653788
359,4 tok/s
Nemotron-3-Nano-Omni-30B-A3B-ReasoningNVIDIA GeForce RTX 5090 · run-20260729-105334-2c4905
359,3 tok/s
Nemotron-Cascade-2-30B-A3BNVIDIA GeForce RTX 5090 · run-20260729-105334-44d1e7
359,0 tok/s
gpt-oss-20b this runKeine GPU (CPU-only) · run-20261112-155836-d14bc8
53,1 tok/s

How does this benchmark compare on other GPUs?

Same model on different hardware · 1× concurrent · Generation (tok/s)

Hardware

GPU: Keine GPU (CPU-only)
CPU: Apple M6 (unified CPU/GPU SoC, ARM64, AdvSIMD)
RAM: 24 GB
Mainboard: Apple Mac mini

Setup

Runtime: lmstudio-mlx
Quantization: MLX MXFP4
Model: gpt-oss-20b

Configuration

benchmark-konfiguration — run-20261112-155836-d14bc8
# LLM-Benchmark Konfiguration # Modell : gpt-oss-20b # Engine : lmstudio-mlx # Run-ID : run-20261112-155836-d14bc8 # GPU : Keine GPU (CPU-only) # CPU : Apple M6 (unified CPU/GPU SoC, ARM64, AdvSIMD) # RAM : 24 GB bench@llm-benchmark:~$ lmstudio-mlx \ --model gpt-oss-20b
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.lmstudio-mlx
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.8192
execution_typelocal

All benchmarks of this model To leaderboard

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Model comparison

gpt-oss-20b 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

2.5801.9351.2906450,008.32316.64624.969Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.995,4 tok/s Generation, 20.200 tok/s Prefill, TTFT 2.065 ms (11 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.890,7 tok/s Generation, 11.034 tok/s Prefill, TTFT 4.372 ms (18 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.835,7 tok/s Generation, 13.385 tok/s Prefill, TTFT 2.313 ms (15 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5070 Ti - 1.210,3 tok/s Generation, 4.544 tok/s Prefill, TTFT 11.765 ms (6 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 1.113,5 tok/s Generation, 6.760 tok/s Prefill, TTFT 3.631 ms (22 Laufe)NVIDIA GeForce RTX 30...NVIDIA RTX A6000 - 703,8 tok/s Generation, 7.111 tok/s Prefill, TTFT 1.994 ms (21 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 3090 - 448,2 tok/s Generation, 4.932 tok/s Prefill, TTFT 2.012 ms (3 Laufe)NVIDIA GeForce RTX 30...AMD Radeon RX 7900 XTX - 357,7 tok/s Generation, 4.266 tok/s Prefill, TTFT 2.323 ms (9 Laufe)AMD Radeon RX 7900 XTXAMD Radeon PRO W7900 Dual Slot - 344,1 tok/s Generation, 2.818 tok/s Prefill, TTFT 3.556 ms (9 Laufe)AMD Radeon PRO W7900 ...AMD Radeon AI PRO R9700 - 323,6 tok/s Generation, 2.908 tok/s Prefill, TTFT 24.282 ms (24 Laufe)AMD Radeon AI PRO R97...AMD Radeon PRO W7800 48GB - 280,0 tok/s Generation, 3.327 tok/s Prefill, TTFT 2.726 ms (6 Laufe)AMD Radeon PRO W7800 ...NVIDIA DGX SPARK (GB10) - 233,3 tok/s Generation, 3.963 tok/s Prefill, TTFT 2.535 ms (6 Laufe)NVIDIA DGX SPARK (GB1...NVIDIA Tesla V100 PCIe 32GB - 206,6 tok/s Generation, 2.660 tok/s Prefill, TTFT 4.402 ms (3 Laufe)NVIDIA Tesla V100 PCI...NVIDIA RTX SPARK (N1X) - 200,5 tok/s Generation, 3.459 tok/s Prefill, TTFT 3.538 ms (4 Laufe)NVIDIA RTX SPARK (N1X)NVIDIA Tesla P100 PCIe 16GB - 111,1 tok/s Generation, 646 tok/s Prefill, TTFT 16.076 ms (3 Laufe)NVIDIA Tesla P100 PCI...AMD Radeon 8060S Graphics - 74,4 tok/s Generation, 1.168 tok/s Prefill, TTFT 12.711 ms (2 Laufe)AMD Radeon 8060S Grap...CPU-only - 70,9 tok/s Generation, 439 tok/s Prefill, TTFT 72.251 ms (8 Laufe) | DIESER LAUF★ CPU-only
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.995,4 tok/sNVIDIA GeForce RTX 5090 1.890,7 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.835,7 tok/sNVIDIA GeForce RTX 5070 Ti 1.210,3 tok/sNVIDIA GeForce RTX 3090 Ti 1.113,5 tok/sNVIDIA RTX A6000 703,8 tok/sNVIDIA GeForce RTX 3090 448,2 tok/sAMD Radeon RX 7900 XTX 357,7 tok/sAMD Radeon PRO W7900 Dual Slot 344,1 tok/sAMD Radeon AI PRO R9700 323,6 tok/sAMD Radeon PRO W7800 48GB 280,0 tok/sNVIDIA DGX SPARK (GB10) 233,3 tok/sNVIDIA Tesla V100 PCIe 32GB 206,6 tok/sNVIDIA RTX SPARK (N1X) 200,5 tok/sNVIDIA Tesla P100 PCIe 16GB 111,1 tok/sAMD Radeon 8060S Graphics 74,4 tok/s★ CPU-only 70,9 tok/s this run

CPUby processor

2.5911.9431.2966480,008.07916.15724.236Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.995,4 tok/s Generation, 19.558 tok/s Prefill, TTFT 1.895 ms (8 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 5 5600X 6-Core Processor - 1.981,1 tok/s Generation, 11.581 tok/s Prefill, TTFT 1.800 ms (10 Laufe)AMD Ryzen 5 5600X 6-C...AMD Ryzen 7 5800X3D 8-Core Processor - 1.890,7 tok/s Generation, 11.034 tok/s Prefill, TTFT 4.372 ms (18 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.835,7 tok/s Generation, 13.385 tok/s Prefill, TTFT 2.313 ms (15 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 1.210,3 tok/s Generation, 3.456 tok/s Prefill, TTFT 5.664 ms (21 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 1.113,5 tok/s Generation, 6.303 tok/s Prefill, TTFT 4.194 ms (18 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 703,8 tok/s Generation, 4.576 tok/s Prefill, TTFT 18.346 ms (45 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 3955WX 16-Cores - 357,7 tok/s Generation, 4.214 tok/s Prefill, TTFT 2.394 ms (6 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 3 3100 4-Core Processor - 323,6 tok/s Generation, 4.545 tok/s Prefill, TTFT 2.204 ms (3 Laufe)AMD Ryzen 3 3100 4-Co...Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz - 247,3 tok/s Generation, 4.370 tok/s Prefill, TTFT 2.182 ms (3 Laufe)Intel(R) Xeon(R) CPU ...NVIDIA Grace - 233,3 tok/s Generation, 3.963 tok/s Prefill, TTFT 2.535 ms (6 Laufe)NVIDIA GraceAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics - 206,6 tok/s Generation, 2.660 tok/s Prefill, TTFT 4.402 ms (3 Laufe)AMD Ryzen 3 PRO 3200G...NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) - 200,5 tok/s Generation, 3.459 tok/s Prefill, TTFT 3.538 ms (4 Laufe)NVIDIA RTX Spark N1X ...AMD Ryzen 9 7945HX with Radeon Graphics - 111,1 tok/s Generation, 646 tok/s Prefill, TTFT 16.076 ms (3 Laufe)AMD Ryzen 9 7945HX wi...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 74,4 tok/s Generation, 1.168 tok/s Prefill, TTFT 12.711 ms (2 Laufe)AMD RYZEN AI MAX+ 395...Apple M6 (unified CPU/GPU SoC) - 34,8 tok/s Generation, 1.030 tok/s Prefill, TTFT 2.057 ms (1 Lauf)Apple M6 (unified CPU...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 14,5 tok/s Generation, 88 tok/s Prefill, TTFT 122.346 ms (3 Laufe)Intel(R) Xeon(R) CPU ...Apple M6 (unified CPU/GPU SoC, ARM64, AdvSIMD) - 53,1 tok/s Generation, 1.769 tok/s Prefill, TTFT 1.368 ms (1 Lauf) | DIESER LAUF★ Apple M6 (unified CPU...
AMD Ryzen 9 9950X 16-Core Processor 1.995,4 tok/sAMD Ryzen 5 5600X 6-Core Processor 1.981,1 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.890,7 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.835,7 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 1.210,3 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 1.113,5 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 703,8 tok/sAMD Ryzen Threadripper PRO 3955WX 16-Cores 357,7 tok/sAMD Ryzen 3 3100 4-Core Processor 323,6 tok/sIntel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz 247,3 tok/sNVIDIA Grace 233,3 tok/sAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics 206,6 tok/sNVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) 200,5 tok/sAMD Ryzen 9 7945HX with Radeon Graphics 111,1 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 74,4 tok/s★ Apple M6 (unified CPU/GPU SoC, ARM64, AdvSIMD) 53,1 tok/s this runApple M6 (unified CPU/GPU SoC) 34,8 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 14,5 tok/s

MBby mainboard

2.5831.9381.2926460,008.04516.09024.135Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.995,4 tok/s Generation, 19.558 tok/s Prefill, TTFT 1.895 ms (8 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.981,1 tok/s Generation, 11.631 tok/s Prefill, TTFT 3.845 ms (24 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.835,7 tok/s Generation, 6.778 tok/s Prefill, TTFT 14.338 ms (60 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 1.210,3 tok/s Generation, 3.625 tok/s Prefill, TTFT 4.938 ms (27 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 1.113,5 tok/s Generation, 6.303 tok/s Prefill, TTFT 4.194 ms (18 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. PRIME A520M-K - 572,1 tok/s Generation, 8.817 tok/s Prefill, TTFT 1.101 ms (4 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING - 323,6 tok/s Generation, 3.603 tok/s Prefill, TTFT 3.303 ms (6 Laufe)ASUSTeK COMPUTER INC....Dell Inc. PowerEdge R820 - 247,3 tok/s Generation, 2.229 tok/s Prefill, TTFT 62.264 ms (6 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. GX10 - 233,3 tok/s Generation, 3.963 tok/s Prefill, TTFT 2.535 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUS H7607BA - 200,5 tok/s Generation, 3.459 tok/s Prefill, TTFT 3.538 ms (4 Laufe)ASUS H7607BAShenzhen Meigao Electronic Equipment Co.,Ltd F1FXM (DeskMini Series) - 111,1 tok/s Generation, 646 tok/s Prefill, TTFT 16.076 ms (3 Laufe)Shenzhen Meigao Elect...Meigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) - 74,4 tok/s Generation, 1.168 tok/s Prefill, TTFT 12.711 ms (2 Laufe)Meigao Innovation Tec...Apple Mac mini - 53,1 tok/s Generation, 1.399 tok/s Prefill, TTFT 1.712 ms (2 Laufe) | DIESER LAUF★ Apple Mac mini
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.995,4 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.981,1 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.835,7 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 1.210,3 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 1.113,5 tok/sASUSTeK COMPUTER INC. PRIME A520M-K 572,1 tok/sASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING 323,6 tok/sDell Inc. PowerEdge R820 247,3 tok/sASUSTeK COMPUTER INC. GX10 233,3 tok/sASUS H7607BA 200,5 tok/sShenzhen Meigao Electronic Equipment Co.,Ltd F1FXM (DeskMini Series) 111,1 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) 74,4 tok/s★ Apple Mac mini 53,1 tok/s this run

ENGby engine

2.5871.9401.2946470,004.3278.65312.980Prefill (tok/s)Generation (tok/s)llama.cpp - 1.995,4 tok/s Generation, 6.040 tok/s Prefill, TTFT 11.718 ms (127 Laufe)llama.cppvLLM - 1.443,9 tok/s Generation, 10.617 tok/s Prefill, TTFT 5.296 ms (35 Laufe)vLLMunbekannt - 147,8 tok/s Generation, 4.516 tok/s Prefill, TTFT 616 ms (6 Laufe)unbekanntOllama - 34,8 tok/s Generation, 1.030 tok/s Prefill, TTFT 2.057 ms (1 Lauf)Ollamalmstudio-mlx - 53,1 tok/s Generation, 1.769 tok/s Prefill, TTFT 1.368 ms (1 Lauf) | DIESER LAUF★ lmstudio-mlx
llama.cpp 1.995,4 tok/svLLM 1.443,9 tok/sunbekannt 147,8 tok/s★ lmstudio-mlx 53,1 tok/s this runOllama 34,8 tok/s

DRVby driver

2.5641.9231.2826410,02.9794.6726.3658.058Prefill (tok/s)Generation (tok/s)unbekannt - 1.995,4 tok/s Generation, 7.074 tok/s Prefill, TTFT 10.518 ms (158 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 233,3 tok/s Generation, 3.963 tok/s Prefill, TTFT 2.535 ms (6 Laufe)NVIDIA 590.48.01 / CU...AMD 7.0.0-27-generic - 147,8 tok/s Generation, 4.516 tok/s Prefill, TTFT 616 ms (6 Laufe)AMD 7.0.0-27-generic
unbekannt 1.995,4 tok/sNVIDIA 590.48.01 / CUDA 13.1 233,3 tok/sAMD 7.0.0-27-generic 147,8 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (1× 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 %
🔌 Idle 0 W
⚡ TDP 10 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)0 W missing
Avg cost / hour–
Electricity / 1M tokens–
Token / kWh–
Acquisition (system)– partial price
Electricity (2 years)–
TCO (2 years)–
Output tokens (2 years)3.35B
☁️ 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 (0 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

gpt-oss-20bKeine GPU (CPU-only)gpt-oss-20bNVIDIA GeForce RTX 5090gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Editiongpt-oss-20bNVIDIA GeForce RTX 5090
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.