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Contributed byMarcel SommerGoogle

Gemma-4-26B-A4B-it

Performance benchmark · measured on 03.08.2026 18:08

Benchmark-IDrun-20260804-052133-bcf5cd
Timebench 3 - Kombi (Prefill + Generation)MoE26BRuntime: llamacpp
Generation125,87tok/s
Prefill3.206,03tok/s
Time to First Token617,50ms
Total duration17,51s
Concurrency1parallel
Ranking in the field
35of 95 systems

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

This run is better than 64 % of all comparable systems.
Generation 125,9 tok/s
+46 % vs Ø 86,2
Prefill 3.206,0 tok/s
+20 % vs Ø 2.662,7
Time to First Token 618 ms
-99 % vs Ø 46.155
Distribution in the field0 – 246 tok/s
Ø 86 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: NVIDIA GeForce RTX 3090 Ti · 24 GB VRAM
CPU: AMD Ryzen 5 5600X 6-Core Processor
RAM: 30 GB
Mainboard: ASUSTeK COMPUTER INC. PRIME A520M-K

Setup

Runtime: llamacpp
Quantization: -
Model: Gemma-4-26B-A4B-it

All benchmarks of this model To leaderboard

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Model comparison

Gemma-4-26B-A4B-it 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

2.0421.5311.0215100,002.9185.8368.754Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.589,1 tok/s Generation, 6.148 tok/s Prefill, TTFT 3.731 ms (3 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.540,5 tok/s Generation, 4.006 tok/s Prefill, TTFT 4.749 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.479,9 tok/s Generation, 7.172 tok/s Prefill, TTFT 3.769 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5070 Ti - 1.009,0 tok/s Generation, 3.578 tok/s Prefill, TTFT 5.953 ms (3 Laufe)NVIDIA GeForce RTX 50...AMD Radeon 8060S Graphics - 119,5 tok/s Generation, 773 tok/s Prefill, TTFT 6.904 ms (5 Laufe)AMD Radeon 8060S Grap...NVIDIA GeForce RTX 3090 Ti - 926,2 tok/s Generation, 3.438 tok/s Prefill, TTFT 4.863 ms (6 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 30...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.589,1 tok/sNVIDIA GeForce RTX 5090 1.540,5 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.479,9 tok/sNVIDIA GeForce RTX 5070 Ti 1.009,0 tok/s★ NVIDIA GeForce RTX 3090 Ti 926,2 tok/s this runAMD Radeon 8060S Graphics 119,5 tok/s

CPUby processor

2.0421.5311.0215100,002.9185.8368.754Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.589,1 tok/s Generation, 6.148 tok/s Prefill, TTFT 3.731 ms (3 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 1.540,5 tok/s Generation, 4.006 tok/s Prefill, TTFT 4.749 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.479,9 tok/s Generation, 7.172 tok/s Prefill, TTFT 3.769 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 1.009,0 tok/s Generation, 3.578 tok/s Prefill, TTFT 5.953 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 926,2 tok/s Generation, 3.620 tok/s Prefill, TTFT 6.478 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 119,5 tok/s Generation, 773 tok/s Prefill, TTFT 6.904 ms (5 Laufe)AMD RYZEN AI MAX+ 395...AMD Ryzen 5 5600X 6-Core Processor - 397,2 tok/s Generation, 3.255 tok/s Prefill, TTFT 3.248 ms (3 Laufe) | DIESER LAUF★ AMD Ryzen 5 5600X 6-C...
AMD Ryzen 9 9950X 16-Core Processor 1.589,1 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.540,5 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.479,9 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 1.009,0 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 926,2 tok/s★ AMD Ryzen 5 5600X 6-Core Processor 397,2 tok/s this runAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 119,5 tok/s

MBby mainboard

2.0421.5311.0215100,002.9185.8368.754Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.589,1 tok/s Generation, 6.148 tok/s Prefill, TTFT 3.731 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.540,5 tok/s Generation, 4.006 tok/s Prefill, TTFT 4.749 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.479,9 tok/s Generation, 7.172 tok/s Prefill, TTFT 3.769 ms (9 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 1.009,0 tok/s Generation, 3.578 tok/s Prefill, TTFT 5.953 ms (3 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 926,2 tok/s Generation, 3.620 tok/s Prefill, TTFT 6.478 ms (3 Laufe)Meigao Innovation Tec...Bosgame AXB35-02 (BeyondMax Series) - 119,5 tok/s Generation, 773 tok/s Prefill, TTFT 6.904 ms (5 Laufe)Bosgame AXB35-02 (Bey...ASUSTeK COMPUTER INC. PRIME A520M-K - 397,2 tok/s Generation, 3.255 tok/s Prefill, TTFT 3.248 ms (3 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.589,1 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.540,5 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.479,9 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 1.009,0 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 926,2 tok/s★ ASUSTeK COMPUTER INC. PRIME A520M-K 397,2 tok/s this runBosgame AXB35-02 (BeyondMax Series) 119,5 tok/s

ENGby engine

1.9861.4909934970,02.7293.5394.3495.160Prefill (tok/s)Generation (tok/s)llama.cpp - 1.589,1 tok/s Generation, 4.633 tok/s Prefill, TTFT 5.045 ms (26 Laufe)llama.cppunbekannt - 397,2 tok/s Generation, 3.255 tok/s Prefill, TTFT 3.248 ms (3 Laufe)unbekannt
llama.cpp 1.589,1 tok/sunbekannt 397,2 tok/s

DRVby driver

1.7481.6691.5891.5101.4304.2214.4014.5814.760Prefill (tok/s)Generation (tok/s)unbekannt - 1.589,1 tok/s Generation, 4.491 tok/s Prefill, TTFT 4.859 ms (29 Laufe)unbekannt
unbekannt 1.589,1 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 25 W
⚡ TDP 450 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)450 W estimated (TDP)GPU 450 W full load
Avg cost / hourEUR 0.14
Electricity / 1M tokensEUR 0.30
Token / kWh1.01M
Acquisition (system)EUR 1,149 partial priceGPU EUR 999 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 3,514
Output tokens (2 years)7.94B
☁️ 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 (25 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

Gemma-4-26B-A4B-itNVIDIA GeForce RTX 3090 TiGemma-4-26B-A4B-itNVIDIA GeForce RTX 5090Gemma-4-26B-A4B-itNVIDIA RTX PRO 6000 Blackwell Workstation EditionGemma-4-26B-A4B-it3x 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

Marcel Sommer

@marcelsommer