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Contributed byMario AlkaOpenAI

gpt-oss-120b

Performance benchmark · measured on 21.07.2026 17:11

Benchmark-IDrun-20260722-165908-cc8488
MoE120BRuntime: godclawQuantisierung: Q4_K_M
Generation99,77tok/s
Prefill1.919,54tok/s
Time to First Token1.021,50ms
Total duration22,57s
Concurrency1parallel
Ranking in the field
21of 455 systems

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

This run is better than 95 % of all comparable systems.
Generation 99,8 tok/s
+183 % vs Ø 35,3
Prefill 1.919,5 tok/s
-2 % vs Ø 1.966,4
Time to First Token 1.022 ms
-97 % vs Ø 35.848
Distribution in the field1 – 148 tok/s
Ø 35 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

How does this benchmark compare on other GPUs?

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

Hardware

GPU: 3x AMD Radeon AI PRO R9700 · 32 GB VRAM
CPU: 32x AMD Ryzen Threadripper PRO 7955WX 16-Cores
RAM: 184 GB
Mainboard: ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE

Setup

Runtime: godclaw
Quantization: Q4_K_M
Operating system: Ubuntu 26.04 LTS (Kernel 7.0.0-27-generic)
Driver: AMD 7.0.0-27-generic
Model: gpt-oss-120b

Anmerkung

llama.cpp . 3 GPU . GGUF (unsloth/gpt-oss-120b-GGUF)

Configuration

benchmark-konfiguration — run-20260722-165908-cc8488
# LLM-Benchmark Konfiguration # Modell : gpt-oss-120b # Run-ID : run-20260722-165908-cc8488 # GPU : 3x AMD Radeon AI PRO R9700 # CPU : 32x AMD Ryzen Threadripper PRO 7955WX 16-Cores # RAM : 184 GB bench@llm-benchmark:~$ cat benchmark.conf Konfigurationspfad /root/.cache/huggingface/hub/models--unsloth--gpt-oss-120b-GGUF/snapshots/ff1a82da6ad466e32284fa3d2b86694db3204789/Q4_K_M/gpt-oss-120b-Q4_K_M-00001-of-00002.gguf Engine llamacpp Modellalias gpt-oss-120b Kontextlaenge 8192 GPU-Layer 999 Split-Mode layer 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.llamacpp
Modellalias?Der Name, unter dem das Modell ueber die API angesprochen wird. Genau dieser Wert muss im Request-Feld 'model' stehen.gpt-oss-120b
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.8192
Modellpfad?Pfad zur GGUF-Modelldatei, die geladen und ausgeliefert wird./root/.cache/huggingface/hub/models--unsloth--gpt-oss-120b-GGUF/snapshots/ff1a82da6ad466e32284fa3d2b86694db3204789/Q4_K_M/gpt-oss-120b-Q4_K_M-00001-of-00002.gguf
GPU-Layer?Anzahl der auf die GPU ausgelagerten Modell-Layer. Hoeher = mehr VRAM und schneller; der Rest laeuft auf der CPU. 999 = alles auf GPU.999
Kontext?Groesse des Kontextfensters in Token. 0 = der beim Training verwendete Kontext des Modells.8192
Alias?Anzeigename des Modells nach aussen (served model name), unabhaengig vom Dateinamen.gpt-oss-120b
Split-Mode?Verteilung ueber mehrere GPUs: none (nur eine GPU), layer (Layer aufteilen) oder row (Tensoren zeilenweise).layer
Host?Netzwerk-Interface, an das der HTTP-Server bindet, z.B. 0.0.0.0 fuer alle Interfaces.0.0.0.0
Port?TCP-Port des HTTP-Servers.8000

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Model comparison

gpt-oss-120b 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

1.7361.3028684340,002.6035.2067.808Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.335,9 tok/s Generation, 5.805 tok/s Prefill, TTFT 4.872 ms (5 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.229,7 tok/s Generation, 6.303 tok/s Prefill, TTFT 4.302 ms (12 Laufe)NVIDIA RTX PRO 6000 B...AMD Radeon PRO W7900 Dual Slot - 216,2 tok/s Generation, 1.083 tok/s Prefill, TTFT 9.148 ms (3 Laufe)AMD Radeon PRO W7900 ...NVIDIA GeForce RTX 3090 Ti - 85,3 tok/s Generation, 238 tok/s Prefill, TTFT 79.784 ms (3 Laufe)NVIDIA GeForce RTX 30...NVIDIA GeForce RTX 5070 Ti - 60,1 tok/s Generation, 195 tok/s Prefill, TTFT 69.936 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 5090 - 42,3 tok/s Generation, 239 tok/s Prefill, TTFT 76.971 ms (5 Laufe)NVIDIA GeForce RTX 50...Intel Arc Pro B70 - 32,4 tok/s Generation, 47 tok/s Prefill, TTFT 184.310 ms (3 Laufe)Intel Arc Pro B70CPU-only - 5,3 tok/s Generation, 42 tok/s Prefill, TTFT 165.568 ms (3 Laufe)CPU-onlyAMD Radeon AI PRO R9700 - 107,0 tok/s Generation, 1.057 tok/s Prefill, TTFT 67.151 ms (13 Laufe) | DIESER LAUF★ AMD Radeon AI PRO R97...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.335,9 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.229,7 tok/sAMD Radeon PRO W7900 Dual Slot 216,2 tok/s★ AMD Radeon AI PRO R9700 107,0 tok/s this runNVIDIA GeForce RTX 3090 Ti 85,3 tok/sNVIDIA GeForce RTX 5070 Ti 60,1 tok/sNVIDIA GeForce RTX 5090 42,3 tok/sIntel Arc Pro B70 32,4 tok/sCPU-only 5,3 tok/s

CPUby processor

1.7361.3028684340,002.6035.2067.808Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.335,9 tok/s Generation, 5.805 tok/s Prefill, TTFT 4.872 ms (5 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.229,7 tok/s Generation, 6.303 tok/s Prefill, TTFT 4.302 ms (12 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 216,2 tok/s Generation, 639 tok/s Prefill, TTFT 39.542 ms (6 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 85,3 tok/s Generation, 238 tok/s Prefill, TTFT 79.784 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen 7 5800X3D 8-Core Processor - 42,3 tok/s Generation, 239 tok/s Prefill, TTFT 76.971 ms (5 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 7945HX with Radeon Graphics - 32,4 tok/s Generation, 47 tok/s Prefill, TTFT 184.310 ms (3 Laufe)AMD Ryzen 9 7945HX wi...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 5,3 tok/s Generation, 42 tok/s Prefill, TTFT 165.568 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 107,0 tok/s Generation, 1.057 tok/s Prefill, TTFT 67.151 ms (13 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
AMD Ryzen 9 9950X 16-Core Processor 1.335,9 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.229,7 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 216,2 tok/s★ AMD Ryzen Threadripper PRO 7955WX 16-Cores 107,0 tok/s this runAMD Ryzen 9 8945HX with Radeon Graphics 85,3 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 42,3 tok/sAMD Ryzen 9 7945HX with Radeon Graphics 32,4 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 5,3 tok/s

MBby mainboard

1.7361.3028684340,002.3974.7937.190Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.335,9 tok/s Generation, 5.805 tok/s Prefill, TTFT 4.872 ms (5 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 216,2 tok/s Generation, 639 tok/s Prefill, TTFT 39.542 ms (6 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 85,3 tok/s Generation, 238 tok/s Prefill, TTFT 79.784 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 42,3 tok/s Generation, 239 tok/s Prefill, TTFT 76.971 ms (5 Laufe)ASUSTeK COMPUTER INC....Shenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) - 32,4 tok/s Generation, 47 tok/s Prefill, TTFT 184.310 ms (3 Laufe)Shenzhen Meigao Elect...Dell Inc. PowerEdge R820 - 5,3 tok/s Generation, 42 tok/s Prefill, TTFT 165.568 ms (3 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.229,7 tok/s Generation, 3.575 tok/s Prefill, TTFT 36.983 ms (25 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.335,9 tok/s★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.229,7 tok/s this runASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 216,2 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 85,3 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 42,3 tok/sShenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) 32,4 tok/sDell Inc. PowerEdge R820 5,3 tok/s

ENGby engine

1.7321.2998664330,01.2352.0082.7813.554Prefill (tok/s)Generation (tok/s)llama.cpp - 1.335,9 tok/s Generation, 2.514 tok/s Prefill, TTFT 62.788 ms (45 Laufe)llama.cppunbekannt - 99,8 tok/s Generation, 3.110 tok/s Prefill, TTFT 789 ms (2 Laufe)unbekanntvLLM - 21,5 tok/s Generation, 1.679 tok/s Prefill, TTFT 10.998 ms (3 Laufe)vLLM
llama.cpp 1.335,9 tok/sunbekannt 99,8 tok/svLLM 21,5 tok/s

DRVby driver

1.7301.2988654330,001.2832.5653.848Prefill (tok/s)Generation (tok/s)unbekannt - 1.335,9 tok/s Generation, 2.623 tok/s Prefill, TTFT 51.234 ms (45 Laufe)unbekanntIntel 26.18.38308.4 - 32,4 tok/s Generation, 47 tok/s Prefill, TTFT 184.310 ms (3 Laufe)Intel 26.18.38308.4AMD 7.0.0-27-generic - 99,8 tok/s Generation, 3.110 tok/s Prefill, TTFT 789 ms (2 Laufe) | DIESER LAUF★ AMD 7.0.0-27-generic
unbekannt 1.335,9 tok/s★ AMD 7.0.0-27-generic 99,8 tok/s this runIntel 26.18.38308.4 32,4 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (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 %
🖥️ Acquisition EUR
🔌 Idle 125 W
⚡ TDP 971 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)971 W estimated (TDP)GPU 900 + CPU 46 + Board 25 W full load
Avg cost / hourEUR 0.29
Electricity / 1M tokensEUR 0.81
Token / kWh369.90K
Acquisition (system)EUR 9,674 full priceGPU EUR 4,200 · CPU EUR 1,399 · Board EUR 1,299 · RAM EUR 2,576 · PSU EUR 200
Electricity (2 years)
TCO (2 years)EUR 14,778
Output tokens (2 years)6.29B
☁️ 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 (125 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-120b3x AMD Radeon AI PRO R9700gpt-oss-120bNVIDIA RTX PRO 6000 Blackwell Workstation Editiongpt-oss-120b3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Editiongpt-oss-120b3x 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.