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Community performance summary

Gemma 4 12B × Vega ×4 + W6800X Duo ×3

4 signed observations in one performance comparison. Open any run below to inspect its exact configuration and provenance.

4 signed runs · 0 verified · 2 testers
Median prompt231.3tok/s · 228.36 to 328.49
Median generation20tok/s · 13.3 to 20.94
Configurations1Q4_K_M
Last observedJul 20GCN / Vega + RDNA 2

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.

Quantizations observed1 groups
Q4_K_M4 runs
macOS

macOS 26.5 Tahoe

Recorded evidence

Inspect every run.

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

1 to 8 of 4 configurations

Verified benchmark Community submission
Model / quantHardwareArchitecturePromptGenerationSource
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×4 + AMD Radeon PRO W6800X Duo ×3191.88 GB VRAM
GCN / Vega + RDNA 2
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 Vega ×4 + AMD Radeon PRO W6800X Duo ×3191.88 GB VRAM
GCN / Vega + RDNA 2
230.23tok/s
20.89tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 12BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×4 + AMD Radeon PRO W6800X Duo ×3191.88 GB VRAM
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 ×4 + AMD Radeon PRO W6800X Duo ×3191.88 GB VRAM
GCN / Vega + RDNA 2
228.36tok/s
13.3tok/s
Flint Ironstag✓Jul 20, 2026