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Contributed byMario AlkaNVIDIA

Nemotron-3-Nano-4B

Performance benchmark · measured on 26.08.2026 21:22

Benchmark-IDrun-20260826-194154-9b98f6
Timebench 3 - Kombi (Prefill + Generation)Dense4BRuntime: vLLMQuantisierung: FP8
Generation791,54tok/s
Prefill26.709,91tok/s
Time to First Token1.225,50ms
Total duration28,51s
Concurrency10parallel
Ranking in the field
205of 895 systems

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

This run is better than 77 % of all comparable systems.
Generation 791,5 tok/s
+68 % vs Ø 469,8
Prefill 26.709,9 tok/s
+435 % vs Ø 4.994,4
Time to First Token 1.226 ms
-98 % vs Ø 59.319
Distribution in the field0 – 2.491 tok/s
Ø 470 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-4B same modelNVIDIA 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-4B same model3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-0aed86
1.937,7 tok/s
Nemotron-3-Nano-4B same model3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-8db0fa
1.911,6 tok/s
Nemotron-3-Nano-4B same model3× 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-4B same modelNVIDIA 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-4B same model3× 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
Nemotron-3-Nano-4B this runNVIDIA RTX A6000 · run-20260826-194154-9b98f6
791,5 tok/s

How does this benchmark compare on other GPUs?

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

Hardware

GPU: NVIDIA RTX A6000 · 48 GB VRAM
CPU: AMD Ryzen Threadripper PRO 7955WX 16-Cores
RAM: 184 GB
Mainboard: ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE

Setup

Runtime: vLLM
Quantization: FP8
Model: Nemotron-3-Nano-4B

Configuration

benchmark-konfiguration — run-20260826-194154-9b98f6
# LLM-Benchmark Konfiguration # Modell : Nemotron-3-Nano-4B # Engine : vLLM # Run-ID : run-20260826-194154-9b98f6 # GPU : NVIDIA RTX A6000 # CPU : AMD Ryzen Threadripper PRO 7955WX 16-Cores # RAM : 184 GB bench@llm-benchmark:~$ vllm serve \ --model NVIDIA-Nemotron-3-Nano-4B
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.NVIDIA-Nemotron-3-Nano-4B

All benchmarks of this model To leaderboard

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Model comparison

Nemotron-3-Nano-4B 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

2.8362.1271.4187090,003.8997.79811.697Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 2.182,7 tok/s Generation, 8.013 tok/s Prefill, TTFT 2.717 ms (3 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.937,7 tok/s Generation, 7.627 tok/s Prefill, TTFT 3.077 ms (12 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.878,7 tok/s Generation, 5.348 tok/s Prefill, TTFT 3.511 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 5070 Ti - 1.197,0 tok/s Generation, 4.606 tok/s Prefill, TTFT 4.936 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 992,1 tok/s Generation, 5.129 tok/s Prefill, TTFT 5.537 ms (3 Laufe)NVIDIA GeForce RTX 30...AMD Radeon AI PRO R9700 - 667,0 tok/s Generation, 3.839 tok/s Prefill, TTFT 7.280 ms (10 Laufe)AMD Radeon AI PRO R97...NVIDIA GB10 (DGX Spark) - 367,8 tok/s Generation, 2.933 tok/s Prefill, TTFT 13.303 ms (6 Laufe)NVIDIA GB10 (DGX Spar...NVIDIA GeForce RTX 2060 - 125,7 tok/s Generation, 1.395 tok/s Prefill, TTFT 8.754 ms (9 Laufe)NVIDIA GeForce RTX 20...CPU-only - 8,0 tok/s Generation, 63 tok/s Prefill, TTFT 139.289 ms (3 Laufe)CPU-onlyNVIDIA RTX A6000 - 791,5 tok/s Generation, 9.442 tok/s Prefill, TTFT 1.694 ms (9 Laufe) | DIESER LAUF★ NVIDIA RTX A6000
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 2.182,7 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.937,7 tok/sNVIDIA GeForce RTX 5090 1.878,7 tok/sNVIDIA GeForce RTX 5070 Ti 1.197,0 tok/sNVIDIA GeForce RTX 3090 Ti 992,1 tok/s★ NVIDIA RTX A6000 791,5 tok/s this runAMD Radeon AI PRO R9700 667,0 tok/sNVIDIA GB10 (DGX Spark) 367,8 tok/sNVIDIA GeForce RTX 2060 125,7 tok/sCPU-only 8,0 tok/s

CPUby processor

2.8362.1271.4187090,003.3086.6179.925Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 2.182,7 tok/s Generation, 8.013 tok/s Prefill, TTFT 2.717 ms (3 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.937,7 tok/s Generation, 7.627 tok/s Prefill, TTFT 3.077 ms (12 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 7 5800X3D 8-Core Processor - 1.878,7 tok/s Generation, 5.348 tok/s Prefill, TTFT 3.511 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 1.197,0 tok/s Generation, 4.606 tok/s Prefill, TTFT 4.936 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 992,1 tok/s Generation, 5.129 tok/s Prefill, TTFT 5.537 ms (3 Laufe)AMD Ryzen 9 8945HX wi...NVIDIA Grace - 367,8 tok/s Generation, 2.933 tok/s Prefill, TTFT 13.303 ms (6 Laufe)NVIDIA GraceIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz - 125,7 tok/s Generation, 1.395 tok/s Prefill, TTFT 8.754 ms (9 Laufe)Intel(R) Core(TM) i5-...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 8,0 tok/s Generation, 63 tok/s Prefill, TTFT 139.289 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 791,5 tok/s Generation, 6.493 tok/s Prefill, TTFT 4.634 ms (19 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
AMD Ryzen 9 9950X 16-Core Processor 2.182,7 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.937,7 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.878,7 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 1.197,0 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 992,1 tok/s★ AMD Ryzen Threadripper PRO 7955WX 16-Cores 791,5 tok/s this runNVIDIA Grace 367,8 tok/sIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz 125,7 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 8,0 tok/s

MBby mainboard

2.8362.1271.4187090,003.3086.6179.925Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 2.182,7 tok/s Generation, 8.013 tok/s Prefill, TTFT 2.717 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.878,7 tok/s Generation, 5.348 tok/s Prefill, TTFT 3.511 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 1.197,0 tok/s Generation, 4.606 tok/s Prefill, TTFT 4.936 ms (3 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 992,1 tok/s Generation, 5.129 tok/s Prefill, TTFT 5.537 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. GX10 - 367,8 tok/s Generation, 2.933 tok/s Prefill, TTFT 13.303 ms (6 Laufe)ASUSTeK COMPUTER INC....ASRock H110 Pro BTC+ - 125,7 tok/s Generation, 1.395 tok/s Prefill, TTFT 8.754 ms (9 Laufe)ASRock H110 Pro BTC+Dell Inc. PowerEdge R820 - 8,0 tok/s Generation, 63 tok/s Prefill, TTFT 139.289 ms (3 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.937,7 tok/s Generation, 6.932 tok/s Prefill, TTFT 4.031 ms (31 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 2.182,7 tok/s★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.937,7 tok/s this runASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.878,7 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 1.197,0 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 992,1 tok/sASUSTeK COMPUTER INC. GX10 367,8 tok/sASRock H110 Pro BTC+ 125,7 tok/sDell Inc. PowerEdge R820 8,0 tok/s

ENGby engine

2.6792.0831.4878912958137.94415.07522.205Prefill (tok/s)Generation (tok/s)llama.cpp - 2.182,7 tok/s Generation, 4.463 tok/s Prefill, TTFT 12.921 ms (58 Laufe)llama.cppvLLM - 791,5 tok/s Generation, 18.555 tok/s Prefill, TTFT 718 ms (3 Laufe) | DIESER LAUF★ vLLM
llama.cpp 2.182,7 tok/s★ vLLM 791,5 tok/s this run

DRVby driver

2.7642.0731.3826910,02.1653.4994.8336.166Prefill (tok/s)Generation (tok/s)unbekannt - 2.182,7 tok/s Generation, 5.399 tok/s Prefill, TTFT 12.213 ms (55 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 367,8 tok/s Generation, 2.933 tok/s Prefill, TTFT 13.303 ms (6 Laufe)NVIDIA 590.48.01 / CU...
unbekannt 2.182,7 tok/sNVIDIA 590.48.01 / CUDA 13.1 367,8 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (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 65 W
⚡ TDP 71 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)71 W missingCPU 46 + Board 25 W full load
Avg cost / hourEUR 0.021
Electricity / 1M tokensEUR 0.0075
Token / kWh40.13M
Acquisition (system)EUR 8,394 full priceGPU EUR 3,000 · CPU EUR 1,399 · Board EUR 1,299 · RAM EUR 2,576 · PSU EUR 120
Electricity (2 years)
TCO (2 years)EUR 8,767
Output tokens (2 years)49.92B
☁️ 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 (65 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

Nemotron-3-Nano-4BNVIDIA RTX A6000Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation EditionNemotron-3-Nano-4B3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionNemotron-3-Nano-4B3x 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.