Community performance summary

Gemma 4 12B

16 GPU configurations measured with this model. Compare hardware differences, quantizations and every recorded result.

22 signed runs · 2 verified · 7 testers
Median prompt323.76tok/s · 32.05 to 825.73
Median generation29.74tok/s · 7.68 to 53.4
Configurations3Q4_K_M · Q4_K_XL · UD-Q4_K_XL
Last observedOct 2Apple Silicon · GCN / Vega · GCN / Vega + RDNA 2 · RDNA · RDNA 1 · RDNA 2 · Unknown

What the results show

One clear view.
Every recorded run.

Measurements from comparable hardware and models are presented together. Medians show typical performance, while every signed run remains available below for inspection and sharing.

Recorded evidence

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Open any result to review its exact hardware, model configuration, measurements and submission details.

1 to 8 of 22 configurations

Verified benchmark Community submission
Model / quantHardwareArchitecturePromptGenerationSource
Gemma 4 12BQ4_K_M · Dense · comparison
RX 6950 XT16 GB VRAM
RDNA 2
595.7tok/s
53.4tok/s
Community testerJul 16, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
757.14tok/s
48.49tok/s
Dolphins1972Jul 23, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
825.73tok/s
48.46tok/s
ToshLLM communityJul 24, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
800.04tok/s
47.1tok/s
ToshLLM communityAug 1, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
585.78tok/s
46.89tok/s
Dolphins1972Jul 18, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
429.66tok/s
40.3tok/s
Flint Ironstag✓Jul 18, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
368.27tok/s
35.05tok/s
めろんSep 4, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
337.18tok/s
34.66tok/s
ToshLLM LabJul 18, 2026
Gemma 4 12BQ4_K_XL · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
342tok/s
34tok/s
ToshLLM LabJul 15, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
763.1tok/s
30.98tok/s
ToshLLM communityAug 10, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
311.61tok/s
30.01tok/s
ToshLLM communitySep 11, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
313.59tok/s
29.46tok/s
ToshLLM communityOct 2, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
248.83tok/s
26.31tok/s
simmc303Sep 22, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
222.53tok/s
25.36tok/s
ToshLLM communitySep 8, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
258.72tok/s
24.24tok/s
めろんAug 25, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
232.37tok/s
20.94tok/s
ToshLLM community✓Jul 20, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
230.23tok/s
20.89tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
328.49tok/s
19.1tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×231.97 GB VRAM
GCN / Vega
319.02tok/s
14.86tok/s
ToshLLM communityJul 23, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
58.75tok/s
13.41tok/s
めろんAug 25, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
228.36tok/s
13.3tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 12BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Unknown
32.05tok/s
7.68tok/s
めろんAug 25, 2026