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Contributed byMarcel SommerGoogle

Gemma-4-26B-A4B-it

Performance benchmark · measured on 03.08.2026 18:10

Benchmark-IDrun-20260804-052133-0b2855
Timebench 3 - Kombi (Prefill + Generation)MoE26BRuntime: llamacpp
Generation397,18tok/s
Prefill3.475,79tok/s
Time to First Token5.916,00ms
Total duration63,61s
Concurrency10parallel
Ranking in the field
40of 76 systems

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

This run is better than 48 % of all comparable systems.
Generation 397,2 tok/s
-21 % vs Ø 500,2
Prefill 3.475,8 tok/s
-26 % vs Ø 4.713,0
Time to First Token 5.916 ms
-90 % vs Ø 59.260
Distribution in the field0 – 1.493 tok/s
Ø 500 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

How does this benchmark compare on other GPUs?

Same model on different hardware · 10× 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

2.0501.5371.0255120,004.7339.46614.199Prefill (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...NVIDIA RTX A6000 - 841,8 tok/s Generation, 11.528 tok/s Prefill, TTFT 1.992 ms (36 Laufe)NVIDIA RTX A6000AMD Radeon PRO W7800 48GB - 247,3 tok/s Generation, 2.619 tok/s Prefill, TTFT 3.357 ms (8 Laufe)AMD Radeon PRO W7800 ...AMD Radeon 8060S Graphics - 79,5 tok/s Generation, 533 tok/s Prefill, TTFT 9.976 ms (9 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 runNVIDIA RTX A6000 841,8 tok/sAMD Radeon PRO W7800 48GB 247,3 tok/sAMD Radeon 8060S Graphics 79,5 tok/s

CPUby processor

2.0501.5371.0255120,004.7339.46614.199Prefill (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, 2.880 tok/s Prefill, TTFT 4.065 ms (11 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 Threadripper PRO 7955WX 16-Cores - 841,8 tok/s Generation, 11.528 tok/s Prefill, TTFT 1.992 ms (36 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 79,5 tok/s Generation, 533 tok/s Prefill, TTFT 9.976 ms (9 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/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 841,8 tok/s★ AMD Ryzen 5 5600X 6-Core Processor 397,2 tok/s this runAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 79,5 tok/s

MBby mainboard

2.0571.5431.0295140,004.4018.80113.202Prefill (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, 10.657 tok/s Prefill, TTFT 2.347 ms (45 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 1.009,0 tok/s Generation, 2.880 tok/s Prefill, TTFT 4.065 ms (11 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) - 79,5 tok/s Generation, 591 tok/s Prefill, TTFT 11.147 ms (8 Laufe)Bosgame AXB35-02 (Bey...Meigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) - 42,2 tok/s Generation, 71 tok/s Prefill, TTFT 609 ms (1 Lauf)Meigao Innovation Tec...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) 79,5 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd SHWSA (MS-S1 MAX) 42,2 tok/s

ENGby engine

1.9861.4909934970,007.33614.67222.007Prefill (tok/s)Generation (tok/s)llama.cpp - 1.589,1 tok/s Generation, 4.207 tok/s Prefill, TTFT 4.943 ms (55 Laufe)llama.cppvLLM - 841,8 tok/s Generation, 18.105 tok/s Prefill, TTFT 695 ms (18 Laufe)vLLMunbekannt - 397,2 tok/s Generation, 2.459 tok/s Prefill, TTFT 2.588 ms (4 Laufe)unbekannt
llama.cpp 1.589,1 tok/svLLM 841,8 tok/sunbekannt 397,2 tok/s

DRVby driver

2.0571.5431.0295140,003.0806.1599.239Prefill (tok/s)Generation (tok/s)unbekannt - 1.589,1 tok/s Generation, 7.461 tok/s Prefill, TTFT 3.870 ms (76 Laufe)unbekanntROCm 7.2.0 - 42,2 tok/s Generation, 71 tok/s Prefill, TTFT 609 ms (1 Lauf)ROCm 7.2.0
unbekannt 1.589,1 tok/sROCm 7.2.0 42,2 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 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 0.094
Token / kWh3.18M
Acquisition (system)EUR 1,270 partial priceGPU EUR 999 · CPU EUR 121 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 3,635
Output tokens (2 years)25.05B
☁️ 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 RTX PRO 6000 Blackwell Workstation EditionGemma-4-26B-A4B-itNVIDIA GeForce RTX 5090Gemma-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