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Community performance summary

AMD Radeon PRO W6800X

5 local models measured on this GPU configuration. Compare quantizations, configurations and the full observed performance range.

8 signed runs · 0 verified · 4 testers
Median prompt1318.47tok/s · 1082.36 to 5805.79
Median generation84.26tok/s · 63.26 to 288.64
Configurations4Q4_K_M · Q8_0 · UD-Q4_K_M
Last observedJul 28RDNA 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.

Models on this GPU5 groups
Qwen3.6 35B-A3B2 runs→GPT OSS 20B1 run→Llama 3.2 1B2 runs→Qwen3 Coder 30B-A3B1 run→Gemma 4 26B-A4B2 runs→
macOS

macOS 15.7.7 Sequoia · macOS 15.7.8 Sequoia · macOS 26.5.2 Tahoe

Recorded evidence

Inspect every run.

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

1 to 8 of 8 configurations

Verified benchmark Community submission
Model / quantHardwareArchitecturePromptGenerationSource
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
5655.79tok/s
288.64tok/s
BirdsLikeWiresJul 22, 2026
Llama 3.2 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
5805.79tok/s
233.02tok/s
BirdsLikeWiresJul 22, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1334.01tok/s
110.45tok/s
gervaiscoquil✓Jul 27, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1293.17tok/s
94.98tok/s
gervaiscoquil✓Jul 22, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1318.81tok/s
73.54tok/s
gervaiscoquil✓Jul 22, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1318.13tok/s
73.29tok/s
ToshLLM community✓Jul 22, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1082.36tok/s
63.55tok/s
BirdsLikeWiresJul 22, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon PRO W6800X31.98 GB VRAM
RDNA 2
1156.32tok/s
63.26tok/s
XanthousJul 28, 2026