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Contributed byMario AlkaNVIDIA

Nemotron-H-47B-Reasoning-128K

Performance benchmark · measured on 29.07.2026 02:18

Benchmark-IDrun-20260729-032130-5470aa
Timebench 3 - Kombi (Prefill + Generation)Dense47BRuntime: llama.cppQuantisierung: Q4_K_M
Generation49,30tok/s
Prefill979,05tok/s
Time to First Token2.203,00ms
Total duration45,16s
Concurrency1parallel
Ranking in the field
57of 83 systems

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

This run is better than 32 % of all comparable systems.
Generation 49,3 tok/s
-66 % vs Ø 146,4
Prefill 979,1 tok/s
-75 % vs Ø 3.941,9
Time to First Token 2.203 ms
-86 % vs Ø 16.310
Distribution in the field0 – 395 tok/s
Ø 146 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-9f766a
395,2 tok/s
Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-bffb11
393,5 tok/s
gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-6ea089
378,6 tok/s
Nemotron-3-Nano-Omni-30B-A3B-ReasoningNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032119-4852bf
357,1 tok/s
Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032121-643b00
357,0 tok/s
Nemotron-Cascade-2-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032120-4e3476
356,8 tok/s
Qwen3-30B-A3B-Thinking-2507NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032123-b33938
312,1 tok/s
Qwen3-Coder-30B-A3B-InstructNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032124-ac5167
311,3 tok/s
Laguna-XS-2.1NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140954-cecd39
310,2 tok/s
Laguna-XS-2.1NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140955-42efc5
309,9 tok/s
Laguna-XS-2.1NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140955-abb113
309,5 tok/s
Qwen3-30B-A3B-Instruct-2507NVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032121-b5f531
304,6 tok/s
Qwen3-Omni-30B-A3B-ThinkingNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032125-29dbef
304,4 tok/s
Qwen3-VL-30B-A3B-InstructNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032125-021dfb
303,6 tok/s
Nemotron-H-47B-Reasoning-128K this runNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032130-5470aa
49,3 tok/s

How does this benchmark compare on other GPUs?

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

Configuration

benchmark-konfiguration — run-20260729-032130-5470aa
# LLM-Benchmark Konfiguration # Modell : Nemotron-H-47B-Reasoning-128K # Engine : llama.cpp # Run-ID : run-20260729-032130-5470aa # GPU : NVIDIA RTX PRO 6000 Blackwell Workstation Edition # CPU : AMD Ryzen 9 9950X 16-Core Processor # RAM : 92 GB bench@llm-benchmark:~$ /home/godcore/llama.cpp/build/bin/llama-server \ -m /home/godcore/.cache/huggingface/hub/models--bartowski--nvidia_Nemotron-H-47B-Reasoning-128K-GGUF/snapshots/ce89f02cd0eafe3931acec38f4d91a654ae1ca4d/nvidia_Nemotron-H-47B-Reasoning-128K-Q4_K_M.gguf \ --alias Nemotron-H-47B-Reasoning-128K \ --host 0.0.0.0 \ --port 8000 \ -ngl 999 \ -c 16384 \ -np 4 \ --jinja
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.Nemotron-H-47B-Reasoning-128K
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.16384
Modellpfad?Pfad zur GGUF-Modelldatei, die geladen und ausgeliefert wird./home/godcore/.cache/huggingface/hub/models--bartowski--nvidia_Nemotron-H-47B-Reasoning-128K-GGUF/snapshots/ce89f02cd0eafe3931acec38f4d91a654ae1ca4d/nvidia_Nemotron-H-47B-Reasoning-128K-Q4_K_M.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.16384
np4

All benchmarks of this model To leaderboard

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Model comparison

Nemotron-H-47B-Reasoning-128K 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

26219713165,60,003787561.134Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 203,5 tok/s Generation, 892 tok/s Prefill, TTFT 25.009 ms (10 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX A6000 - 88,1 tok/s Generation, 430 tok/s Prefill, TTFT 55.339 ms (15 Laufe)NVIDIA RTX A6000AMD Radeon AI PRO R9700 - 28,1 tok/s Generation, 174 tok/s Prefill, TTFT 129.957 ms (20 Laufe)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 5070 Ti - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)NVIDIA GeForce RTX 30...AMD Radeon 8060S Graphics - 10,7 tok/s Generation, 159 tok/s Prefill, TTFT 36.786 ms (2 Laufe)AMD Radeon 8060S Grap...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe) | DIESER LAUF★ NVIDIA RTX PRO 6000 B...
NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 203,5 tok/sNVIDIA GeForce RTX 5090 197,2 tok/s★ NVIDIA RTX PRO 6000 Blackwell Workstation Edition 174,9 tok/s this runNVIDIA RTX A6000 88,1 tok/sAMD Radeon AI PRO R9700 28,1 tok/sNVIDIA GeForce RTX 5070 Ti 20,4 tok/sNVIDIA GeForce RTX 3090 Ti 16,9 tok/sAMD Radeon 8060S Graphics 10,7 tok/s

CPUby processor

26219713165,60,003787561.134Prefill (tok/s)Generation (tok/s)AMD Ryzen Threadripper PRO 9965WX 24-Cores - 203,5 tok/s Generation, 892 tok/s Prefill, TTFT 25.009 ms (10 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 7 5800X3D 8-Core Processor - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 88,1 tok/s Generation, 284 tok/s Prefill, TTFT 97.978 ms (35 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 10,7 tok/s Generation, 159 tok/s Prefill, TTFT 36.786 ms (2 Laufe)AMD RYZEN AI MAX+ 395...AMD Ryzen 9 9950X 16-Core Processor - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe) | DIESER LAUF★ AMD Ryzen 9 9950X 16-...
AMD Ryzen Threadripper PRO 9965WX 24-Cores 203,5 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 197,2 tok/s★ AMD Ryzen 9 9950X 16-Core Processor 174,9 tok/s this runAMD Ryzen Threadripper PRO 7955WX 16-Cores 88,1 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 20,4 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 16,9 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 10,7 tok/s

MBby mainboard

26219713165,60,003787561.134Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 203,5 tok/s Generation, 419 tok/s Prefill, TTFT 81.762 ms (45 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)Meigao Innovation Tec...Bosgame AXB35-02 (BeyondMax Series) - 10,7 tok/s Generation, 159 tok/s Prefill, TTFT 36.786 ms (2 Laufe)Bosgame AXB35-02 (Bey...ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 203,5 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 197,2 tok/s★ ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 174,9 tok/s this runASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 20,4 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 16,9 tok/sBosgame AXB35-02 (BeyondMax Series) 10,7 tok/s

ENGby engine

224214203193183395411428445Prefill (tok/s)Generation (tok/s)llama.cpp - 203,5 tok/s Generation, 420 tok/s Prefill, TTFT 80.062 ms (59 Laufe) | DIESER LAUF★ llama.cpp
★ llama.cpp 203,5 tok/s this run

DRVby driver

224214203193183395411428445Prefill (tok/s)Generation (tok/s)unbekannt - 203,5 tok/s Generation, 420 tok/s Prefill, TTFT 80.062 ms (59 Laufe)unbekannt
unbekannt 203,5 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 70 W
⚡ TDP 644 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)644 W estimated (TDP)GPU 600 + CPU 29 + Board 15 W full load
Avg cost / hourEUR 0.19
Electricity / 1M tokensEUR 1.09
Token / kWh275.70K
Acquisition (system)EUR 15,248 full priceGPU EUR 13,000 · CPU EUR 649 · Board EUR 499 · RAM EUR 920 · PSU EUR 180
Electricity (2 years)
TCO (2 years)EUR 18,632
Output tokens (2 years)3.11B
☁️ 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 (70 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-H-47B-Reasoning-128KNVIDIA RTX PRO 6000 Blackwell Workstation EditionNemotron-H-47B-Reasoning-128KNVIDIA GeForce RTX 5090Nemotron-H-47B-Reasoning-128K3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionNemotron-H-47B-Reasoning-128K3x 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.