Community performance index

Real hardware.
Real numbers.

Updated Oct 12, 202622 verified runs

A living map of what local models can do on AMD-powered Macs. Standardized runs, honest context, and community data you can reproduce.

Submit your benchmark ↗
Runs available358and growing
Models tested79Dense + MoE
GPU families51RDNA + GCN
Fastest generation297.01tokens / sec

1 to 8 of 358 configurations

Verified benchmark Community submission
Model / quantHardwareArchitecturePromptGenerationSource
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
8088.69tok/s
297.01tok/s
Dolphins1972Jul 23, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
5655.79tok/s
288.64tok/s
BirdsLikeWiresJul 22, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
5476.18tok/s
268.45tok/s
Dolphins1972Jul 18, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
8153.51tok/s
266.14tok/s
Dolphins1972Jul 23, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
8077.28tok/s
265.52tok/s
Dolphins1972Jul 23, 2026
Llama 3.2 1BQ4_K_M · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
2994tok/s
250tok/s
ToshLLM LabJul 15, 2026
Llama 3.2 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
5805.79tok/s
233.02tok/s
BirdsLikeWiresJul 22, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
6491.86tok/s
207.43tok/s
ToshLLM communitySep 9, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
6224.67tok/s
206.18tok/s
ToshLLM communityAug 10, 2026
Nomic Embed Text V2 MoEQ8_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
2195.09tok/s
179.48tok/s
mitchdeSep 29, 2026
Nomic Embed Text V2 MoEQ8_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
1378.77tok/s
167.97tok/s
mitchdeSep 11, 2026
Nomic Embed Text V2 MoEQ8_0 · MoE · Signed ToshLLM app · ncmoe 1 · amd-gpu · Metal · comparison
GCN / Vega
2188.48tok/s
165.08tok/s
mitchdeSep 25, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
2289.14tok/s
163.8tok/s
ToshLLM communitySep 22, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
2220.1tok/s
161.48tok/s
ToshLLM communitySep 22, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
5211.36tok/s
157.49tok/s
Dolphins1972Jul 23, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
4591.79tok/s
151.79tok/s
PixlaAug 29, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
4478.11tok/s
142.67tok/s
Dolphins1972Jul 18, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
6342.45tok/s
129.18tok/s
ToshLLM communityAug 21, 2026
MiniCPM5 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
2058.84tok/s
125.07tok/s
mnerdSep 30, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1652.01tok/s
118.87tok/s
Dolphins1972Jul 23, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
2269.3tok/s
114.01tok/s
chafeyAug 27, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + GCN / Vega
3047.25tok/s
113.04tok/s
ToshLLM communityAug 10, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1473.96tok/s
112.92tok/s
mnerdSep 7, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
3730.57tok/s
110.75tok/s
ToshLLM communityJul 31, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1334.01tok/s
110.45tok/s
gervaiscoquil✓Jul 27, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1623.43tok/s
106.16tok/s
Dolphins1972Jul 18, 2026
LLaMA V2 7BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
1508.5tok/s
105.77tok/s
ToshLLM communityAug 6, 2026
MiniCPM5 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
2089.32tok/s
105.13tok/s
ToshLLM communityAug 4, 2026
Llama 3.2 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1602.61tok/s
103.89tok/s
mnerdAug 31, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1293.29tok/s
99.19tok/s
ToshLLM LabSep 1, 2026
Gemma 4 19BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
1881.52tok/s
99.11tok/s
ToshLLM communityAug 6, 2026
Qwen3 4BQ4_K_M · Dense · comparison
RX 6900 XT16 GB VRAM
RDNA 2
291.4tok/s
97.5tok/s
Community testerJul 16, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
2275.38tok/s
96.88tok/s
simmc303Aug 26, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1083.66tok/s
94.99tok/s
ToshLLM LabJul 27, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1293.17tok/s
94.98tok/s
gervaiscoquil✓Jul 22, 2026
GLM 4.7 Flash 23B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 1 · amd-gpu · Metal · comparison
RDNA
1341.71tok/s
94.83tok/s
ToshLLM communityAug 6, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1038.29tok/s
94.59tok/s
ToshLLM LabJul 24, 2026
Gemma 4 A4B 98e V6 Coder ItQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
1773.77tok/s
94.17tok/s
ToshLLM communityAug 6, 2026
Qwen3 4BQ4_K_M · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
1005tok/s
94tok/s
ToshLLM LabJul 15, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1516.84tok/s
93.53tok/s
ToshLLM communitySep 3, 2026
Liquid A1B 8BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
896.26tok/s
93.22tok/s
mnerdSep 7, 2026
gpt-oss 20BQ4_K_M · MoE · Full VRAM · comparison
RX 6700 XT12 GB VRAM
RDNA 2
972tok/s
93tok/s
ToshLLM LabJul 15, 2026
GPT OSS 20BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1037.06tok/s
92.94tok/s
ToshLLM LabJul 22, 2026
Gemma 3 4BQ4_K_M · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
1168tok/s
90tok/s
ToshLLM LabJul 15, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1271.9tok/s
89.97tok/s
Flint Ironstag✓Jul 18, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
1236.49tok/s
89.8tok/s
ToshLLM communitySep 22, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1971.4tok/s
89.79tok/s
ardentwheelJul 20, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1146.18tok/s
87.63tok/s
ToshLLM LabJul 17, 2026
Llama 3.2 1BUD-Q5_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1388.43tok/s
85.26tok/s
mnerdJul 31, 2026
Liquid LFM2 8BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
791.04tok/s
85.01tok/s
mnerdAug 29, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
2143.87tok/s
81.82tok/s
ToshLLM communityAug 10, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
828.51tok/s
77.02tok/s
Dolphins1972Jul 18, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1300.69tok/s
76.92tok/s
ToshLLM communityOct 9, 2026
Feb5E04Da4910Dd56D33F0Cd03747Ff298C1E801 8B-A1BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
787.47tok/s
76.28tok/s
mnerdAug 29, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
945.19tok/s
75.93tok/s
ToshLLM communityOct 2, 2026
Ornith 1.5 35BUD-IQ3_XXS · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
1602.21tok/s
75.5tok/s
Quad849Sep 4, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon RX 66007.98 GB VRAM
RDNA 2
2258.62tok/s
74.17tok/s
ToshLLM communitySep 26, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1318.81tok/s
73.54tok/s
gervaiscoquil✓Jul 22, 2026
GPT OSS 20BMXFP4 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
705.92tok/s
73.3tok/s
ToshLLM communityJul 18, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1318.13tok/s
73.29tok/s
ToshLLM community✓Jul 22, 2026
LLaMA V2 7BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
655.45tok/s
72.73tok/s
ToshLLM LabJul 20, 2026
Models Zai Org GLM 4.6V FlashQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
1131.82tok/s
72.12tok/s
ToshLLM communityAug 6, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
1046.58tok/s
71.54tok/s
ToshLLM communitySep 11, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1253.18tok/s
71.02tok/s
chafeyAug 25, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1262.58tok/s
70.86tok/s
PixlaAug 29, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1254.93tok/s
70.69tok/s
chafeyAug 23, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
1199.09tok/s
69.2tok/s
simmc303Aug 26, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
787.35tok/s
67.34tok/s
warriordr7Oct 8, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
612.88tok/s
67tok/s
Flint Ironstag✓Jul 18, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
611.58tok/s
66.87tok/s
ToshLLM community✓Jul 18, 2026
Ornith 1.5 35BUD-IQ3_XXS · MoE · Signed ToshLLM app · ncmoe 1 · amd-gpu · Metal · comparison
RDNA
1105.37tok/s
66.28tok/s
Quad849Sep 4, 2026
Openai GPT OSS 120BMXFP4 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
266.48tok/s
65.99tok/s
threadedSep 14, 2026
Gemma 4 26B-A4BQ8_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
765.81tok/s
65.41tok/s
warriordr7Oct 8, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
601.17tok/s
65.24tok/s
Flint Ironstag✓Jul 18, 2026
Qwen2.5 Coder 1.5BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
640.27tok/s
65.23tok/s
cloudphreniaSep 10, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
1425.95tok/s
64.29tok/s
threadedSep 16, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1082.36tok/s
63.55tok/s
BirdsLikeWiresJul 22, 2026
GPT OSS 20BMXFP4 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
572.65tok/s
63.51tok/s
goroSep 24, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1143.21tok/s
63.38tok/s
PixlaAug 2, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1156.32tok/s
63.26tok/s
XanthousJul 28, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1139.23tok/s
63.14tok/s
Flint Ironstag✓Aug 22, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1171.32tok/s
62.94tok/s
Flint Ironstag✓Aug 22, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
899.15tok/s
62.76tok/s
ArdentwheelJul 20, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
1179.97tok/s
60.54tok/s
めろんSep 7, 2026
Qwen3 8BQ4_K_M · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
476tok/s
60tok/s
ToshLLM LabJul 15, 2026
Ornith 1.5 35BQ5_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
791.23tok/s
59.61tok/s
HypabolicOct 12, 2026
Hf Format 1.7BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
547.13tok/s
58.7tok/s
cloudphreniaSep 22, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
963.76tok/s
57.57tok/s
mnerdJul 31, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
904.07tok/s
57.49tok/s
threadedSep 16, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
945.34tok/s
57.36tok/s
threadedSep 16, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
948.35tok/s
57.33tok/s
threadedSep 16, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
905.89tok/s
57.2tok/s
threadedSep 16, 2026
Hf Format 1.7BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
583.94tok/s
56.89tok/s
cloudphreniaSep 22, 2026
Qwen3.6 14B A3BQ5_K_M · MoE · Full VRAM · comparison
RX 6700 XT12 GB VRAM
RDNA 2
736tok/s
56tok/s
ToshLLM LabJul 15, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
904.81tok/s
55.83tok/s
threadedSep 15, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1086.98tok/s
55.79tok/s
PixlaAug 2, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1102.7tok/s
55.75tok/s
Flint Ironstag✓Aug 11, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
587.58tok/s
55.42tok/s
ToshLLM communitySep 3, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
528.49tok/s
55.39tok/s
Flint Ironstag✓Jul 18, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
687.55tok/s
55.06tok/s
ToshLLM communitySep 3, 2026
Gemma 4 E4BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon VII15.98 GB VRAM
GCN / Vega
825.1tok/s
54.97tok/s
1252er✓Jul 21, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
617.65tok/s
54.89tok/s
simmc303Aug 28, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
952.42tok/s
54.76tok/s
Flint Ironstag✓Jul 18, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
940.75tok/s
54.54tok/s
Flint Ironstag✓Jul 18, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
576.46tok/s
54.07tok/s
simmc303Sep 23, 2026
Gemma 4 12BQ4_K_M · Dense · comparison
RX 6950 XT16 GB VRAM
RDNA 2
595.7tok/s
53.4tok/s
Community testerJul 16, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
346.78tok/s
53.32tok/s
gervaiscoquil✓Jul 18, 2026
Qwen3.6 12BQ5_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
855.26tok/s
52.83tok/s
ToshLLM communityAug 6, 2026
Qwen2.5 Coder 7BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
495.6tok/s
52.31tok/s
blacklizardJul 31, 2026
Qwen3 4BQ4_K_M · Dense · comparison
RX 5600 XT6 GB VRAM
RDNA 1
100tok/s
52.1tok/s
Community testerJul 16, 2026
Qwen3.8 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
756.54tok/s
52.03tok/s
ToshLLM LabAug 21, 2026
LFM2.5 VL 3BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
352.07tok/s
51.65tok/s
cloudphreniaSep 14, 2026
MiniCPM5 2.6BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
775.26tok/s
51.53tok/s
ToshLLM communitySep 16, 2026
GPT OSS 20BMXFP4 · MoE · Signed ToshLLM app · ncmoe 3 · amd-gpu · Metal · comparison
RDNA 1
653.17tok/s
51.35tok/s
ToshLLM communityOct 2, 2026
Gemma 4 E4BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
558.48tok/s
51.25tok/s
ToshLLM communitySep 8, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
743.66tok/s
51.09tok/s
ToshLLM communitySep 6, 2026
Qwen K-quantK-quant · Dense · Wave64 path; model details pending verification · comparison
RX 5808 GB VRAM
GCN / Vega
285tok/s
51tok/s
Community testerJul 11, 2026
Gemma4 26B-A4BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1758.66tok/s
50.89tok/s
ToshLLM communitySep 6, 2026
Gemma4 V2 Merged 12BFP16 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
833tok/s
50.83tok/s
ToshLLM communityAug 6, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
800.89tok/s
49.62tok/s
めろんOct 7, 2026
Ornith 1.0 35BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
703.09tok/s
49.49tok/s
HypabolicAug 12, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
552.59tok/s
48.8tok/s
ToshLLM community✓Jul 20, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
436.19tok/s
48.71tok/s
めろんSep 4, 2026
Nemotron 3 Nano Omni 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
541.73tok/s
48.62tok/s
simmc303Sep 22, 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
Qwen3.5 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
650.88tok/s
48.38tok/s
ToshLLM LabJul 27, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
484.84tok/s
48.18tok/s
gervaiscoquil✓Jul 18, 2026
GCN / Vega
190.3tok/s
47.9tok/s
Mac Pro communityJul 16, 2026
Qwen3-Coder 30B A3BQ4_K_M · MoE · ncmoe 23 · comparison
RX 6950 XT16 GB VRAM
RDNA 2
587.3tok/s
47.8tok/s
Community testerJul 16, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
483.53tok/s
47.63tok/s
ButterChickenJul 20, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
528.85tok/s
47.54tok/s
alifeinbinaryOct 5, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
488.41tok/s
47.44tok/s
ToshLLM communityOct 2, 2026
MiniCPM5 2.6BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
395.82tok/s
47.27tok/s
cloudphreniaSep 10, 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
Qwen3 14BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
552.39tok/s
46.56tok/s
chafeyAug 23, 2026
Qwen3.6 35B-A3BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
704.73tok/s
46.53tok/s
HypabolicAug 12, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
436.77tok/s
46.46tok/s
Aaron.CAug 11, 2026
Qwen3.5 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
414.37tok/s
46.46tok/s
ToshLLM LabJul 17, 2026
Gemma4 V2 MergedQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
799.02tok/s
45.89tok/s
ToshLLM communityAug 1, 2026
UncensoredLM DeepSeek R1 Qwen 13.5BQ5_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA
720.61tok/s
45.53tok/s
ToshLLM communityAug 6, 2026
Qwen3.5 9BQ4_K_M · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
411tok/s
45tok/s
ToshLLM LabJul 15, 2026
LFM2.5 8B-A1BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 4 · amd-gpu · Metal · comparison
GCN / Vega
374.39tok/s
44.37tok/s
cloudphreniaSep 14, 2026
GPT OSS 20BF16 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + GCN / Vega
802.94tok/s
43.92tok/s
ToshLLM communityAug 11, 2026
Nanbeige4.1 3BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
292.99tok/s
43.63tok/s
cloudphreniaSep 14, 2026
Smollm3 3BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
315.9tok/s
43.32tok/s
cloudphreniaSep 14, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
645.73tok/s
43.04tok/s
simmc303Sep 22, 2026
Ornith 1.5 35BBF16 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
519.13tok/s
42.78tok/s
threadedSep 14, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + GCN / Vega
1216.76tok/s
42.52tok/s
ToshLLM communityAug 10, 2026
Qwen3 4BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
236.75tok/s
42.43tok/s
cloudphreniaSep 22, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
280.34tok/s
42.24tok/s
gervaiscoquil✓Jul 18, 2026
Qwen3.6 35B A3BQ4_K_S · MoE · All experts in VRAM · comparison
GCN / Vega
284.7tok/s
42.1tok/s
Mac Pro communityJul 16, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
570.26tok/s
42.02tok/s
ardentwheelAug 1, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
432.42tok/s
41.97tok/s
ToshLLM communityAug 4, 2026
Qwen3.6 35B-A3BUD-Q8_K_XL · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
320.65tok/s
41.94tok/s
ToshLLM communityAug 5, 2026
Qwen3.5 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
432.01tok/s
41.46tok/s
blacklizardJul 31, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
794.46tok/s
41.07tok/s
Flint Ironstag✓Jul 20, 2026
Hf E4BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
644.1tok/s
40.54tok/s
めろんAug 25, 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
Google Gemma 4 E2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
394.48tok/s
40.28tok/s
cloudphreniaSep 22, 2026
Llama 3.2 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
218.84tok/s
40.21tok/s
ToshLLM communitySep 23, 2026
Llama 3.2 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
219.08tok/s
40.06tok/s
toshllm@wbig.gsSep 22, 2026
Nanbeige4.1 3BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
276.21tok/s
39.57tok/s
cloudphreniaSep 14, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
453.2tok/s
39.36tok/s
laukaaOct 12, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
384.95tok/s
38.71tok/s
Aaron.CAug 11, 2026
Gemma 3 1BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
319.54tok/s
38.48tok/s
toshllm@wbig.gsSep 22, 2026
Gemma 4 E2BQ4_K · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
421.41tok/s
38.44tok/s
cloudphreniaSep 10, 2026
Phi 4 Mini InstructQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
264.77tok/s
38.43tok/s
cloudphreniaSep 14, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
271.35tok/s
37.72tok/s
htweedieSep 5, 2026
Hf Format 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
229.83tok/s
36.78tok/s
cloudphreniaSep 22, 2026
Gemma 4 E4BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
394.92tok/s
36.36tok/s
mnerdSep 30, 2026
Bonsai 8BQ1_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
133.93tok/s
36.05tok/s
cloudphreniaSep 14, 2026
Qwen3 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
RDNA 2
157.92tok/s
35.84tok/s
ToshLLM communityAug 21, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
340.89tok/s
35.68tok/s
simmc303Sep 22, 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 E4BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
334.86tok/s
34.86tok/s
mnerdJul 30, 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
Llama 3.2 3BUD-Q6_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
473.51tok/s
34.65tok/s
mnerdJul 31, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
277.72tok/s
34.4tok/s
ToshLLM community✓Jul 20, 2026
Granite 4.2 3BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
232.69tok/s
34.13tok/s
cloudphreniaSep 14, 2026
Gemma 4 12BQ4_K_XL · Dense · comparison
RX 6700 XT12 GB VRAM
RDNA 2
342tok/s
34tok/s
ToshLLM LabJul 15, 2026
Qwen2.5 1.5BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
255.5tok/s
33.67tok/s
mitchdeSep 12, 2026
Hf 27BPQ2_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
255.55tok/s
33.5tok/s
ToshLLM LabSep 23, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 10 · amd-gpu · Metal · comparison
RDNA 1
194.85tok/s
33.5tok/s
tmnJul 18, 2026
Qwen3 4BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
232.34tok/s
33.35tok/s
cloudphreniaSep 22, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
266.06tok/s
33.27tok/s
ToshLLM community✓Jul 20, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + GCN / Vega
807.25tok/s
33.2tok/s
ToshLLM communityAug 10, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
558.18tok/s
32.86tok/s
Flint IronstagSep 10, 2026
GLM 4.7 Flash 23B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA + RDNA 1
925.86tok/s
32.66tok/s
ToshLLM communityAug 7, 2026
Hf Format 4BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
220.64tok/s
32.6tok/s
cloudphreniaSep 22, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
315.13tok/s
31.78tok/s
ToshLLM communitySep 3, 2026
Qwen2.5 Coder 1.5BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
266.32tok/s
31.63tok/s
mitchdeSep 12, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
548.52tok/s
31.45tok/s
Flint IronstagSep 10, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
252.37tok/s
31.39tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
426.35tok/s
31.28tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 E4BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
214.19tok/s
31.19tok/s
cloudphreniaSep 22, 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 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
148.35tok/s
30.89tok/s
ToshLLM communityOct 11, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
408.46tok/s
30.83tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3.5 4BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
186.87tok/s
30.79tok/s
cloudphreniaSep 22, 2026
Gemma4 26B-A4BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + GCN / Vega
883.21tok/s
30.44tok/s
ToshLLM communityAug 21, 2026
Qwen2.5 Coder 7BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
138.96tok/s
30.07tok/s
cloudphreniaSep 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
Hf 26BQ4_0 · MoE · Signed ToshLLM app · ncmoe 2 · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
393.64tok/s
29.91tok/s
めろんSep 4, 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
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
396.42tok/s
29.41tok/s
Flint Ironstag✓Jul 20, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
199.04tok/s
29.26tok/s
めろんOct 9, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 17 · amd-gpu · Metal · comparison
RDNA 1
341.07tok/s
29.09tok/s
tmnJul 18, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
RDNA 1
348.2tok/s
29.06tok/s
tmnJul 18, 2026
Smollm3 3BBF16 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
383.9tok/s
28.55tok/s
cloudphreniaSep 14, 2026
Qwen3 VL 2BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
147.37tok/s
28.26tok/s
ToshLLM communitySep 23, 2026
Qwen3.8 Flash NextUD-Q4_K_XL · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
490.19tok/s
28.03tok/s
chafeySep 13, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
138.14tok/s
27.87tok/s
めろんSep 3, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
221.16tok/s
27.64tok/s
uwe_aSep 13, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 43 · amd-gpu · Metal · comparison
RDNA 1
138.37tok/s
27.52tok/s
mitchdeOct 4, 2026
Qwen3 VL 2BQ3_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
229.37tok/s
27.52tok/s
mitchdeSep 11, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
RDNA 1
368.16tok/s
27.49tok/s
Aaron.CAug 11, 2026
Gemma4 V2 MergedQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2 + RDNA 1
466.28tok/s
27.44tok/s
ToshLLM communityAug 1, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 24 · amd-gpu · Metal · comparison
RDNA 2
473.74tok/s
27.34tok/s
ToshLLM LabSep 11, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×231.97 GB VRAM
GCN / Vega
793.59tok/s
27.24tok/s
ToshLLM communityJul 23, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
373.62tok/s
27.19tok/s
Flint Ironstag✓Jul 20, 2026
Ornith 1.5 9BBF16 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
432.19tok/s
27.18tok/s
threadedSep 14, 2026
Gemma 3 1BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
301.39tok/s
26.54tok/s
めろんOct 1, 2026
Qwen3.8 27BUD-IQ3_XXS · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
338.01tok/s
26.43tok/s
ToshLLM communitySep 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
Qwen3.5 122B A10BQ5_K_M · MoE · Four-GPU split · comparison
4× W6800X128 GB VRAM
RDNA 2
226.5tok/s
26.1tok/s
Basten7Jul 15, 2026
Gemma 4 E4BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
206.88tok/s
25.64tok/s
cloudphreniaSep 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 E4BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Unknown
216.37tok/s
25.27tok/s
1252er✓Aug 2, 2026
Gemma 4 E4BUD-Q4_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Unknown
210.8tok/s
25.12tok/s
1252er✓Jul 21, 2026
Qwen3.6 35B A3BQ4_K_S · MoE · CPU expert offload · comparison
RX 6700 XT12 GB VRAM
RDNA 2
434tok/s
25tok/s
ToshLLM LabJul 15, 2026
Granite 4.2 3BBF16 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
259.3tok/s
24.26tok/s
cloudphreniaSep 14, 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
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×231.97 GB VRAM
GCN / Vega
427.04tok/s
23.94tok/s
ToshLLM communityJul 23, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · ncmoe 4 · amd-gpu · Metal · comparison
AMD Radeon Vega15.98 GB VRAM
GCN / Vega
351.94tok/s
23.83tok/s
めろんSep 11, 2026
Ornith 1.5 35BBF16 · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega + RDNA 2
665.15tok/s
23.72tok/s
threadedSep 15, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
532.51tok/s
23.49tok/s
ToshLLM community✓Jul 20, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
532.87tok/s
23.48tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3.8 27BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
280.26tok/s
23.45tok/s
PixlaAug 29, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
229.68tok/s
22.98tok/s
ToshLLM communityAug 30, 2026
Mistralai Mistral 7BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
122.26tok/s
22.62tok/s
cloudphreniaSep 14, 2026
Ornith 1.5 9BQ6_K · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
105.04tok/s
22.5tok/s
cloudphreniaSep 14, 2026
V2.1 27B-A18B 27B-A18BQ4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
224.55tok/s
22.23tok/s
ToshLLM communitySep 22, 2026
Gemma 4 26B A4BMXFP4 · MoE · CPU expert offload · comparison
RX 6700 XT12 GB VRAM
RDNA 2
552tok/s
22tok/s
ToshLLM LabJul 15, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
RDNA 1
424.08tok/s
21.9tok/s
Aaron.CAug 11, 2026
Qwen2.5 3BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
127.77tok/s
21.04tok/s
ToshLLM communitySep 1, 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
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
237.43tok/s
20.22tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3.8 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
167.97tok/s
20.18tok/s
mnerdAug 26, 2026
Gemma 4 26B-A4BUD-Q4_K_XL · MoE · Signed ToshLLM app · ncmoe 3 · amd-gpu · Metal · comparison
GCN / Vega
108.98tok/s
20.1tok/s
めろんAug 25, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · ncmoe 2 · amd-gpu · Metal · comparison
GCN / Vega
111.45tok/s
20.09tok/s
めろんAug 25, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
167.83tok/s
20.06tok/s
test1-Henbury-DIsableJul 20, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · ncmoe 2 · amd-gpu · Metal · comparison
GCN / Vega
111.01tok/s
19.99tok/s
めろんAug 25, 2026
Qwen3Vl 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
239.43tok/s
19.86tok/s
ToshLLM communityAug 3, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
164.3tok/s
19.86tok/s
ardentwheelJul 19, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
166.97tok/s
19.51tok/s
test0-Henbury-DIsableJul 20, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
1438.6tok/s
19.48tok/s
PixlaAug 29, 2026
GLM 4.5 AirQ4_K_M · MoE · Signed ToshLLM app · ncmoe 11 · amd-gpu · Metal · comparison
GCN / Vega
199.11tok/s
19.4tok/s
warriordr7Oct 8, 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
Unsloth Gguf 4Yqurthx 2BQ6_K · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
147.87tok/s
18.52tok/s
ToshLLM communitySep 23, 2026
Hf 26BQ4_0 · MoE · Signed ToshLLM app · ncmoe 3 · amd-gpu · Metal · comparison
GCN / Vega
126.13tok/s
18.23tok/s
めろんAug 12, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
271.81tok/s
17.97tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3.8 27BUD-Q8_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
164.6tok/s
17.79tok/s
warriordr7Oct 8, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
262.11tok/s
17.59tok/s
Flint Ironstag✓Jul 20, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 22 · amd-gpu · Metal · comparison
RDNA 2
231.85tok/s
17.29tok/s
ArdentwheelJul 20, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon Vega ×463.94 GB VRAM
GCN / Vega
247.23tok/s
17.15tok/s
Flint Ironstag✓Jul 20, 2026
Qwen3 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
170.51tok/s
17.11tok/s
ToshLLM communitySep 3, 2026
Qwen3.8 27BUD-Q4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
143.86tok/s
17.11tok/s
simmc303Aug 25, 2026
Qwen3.6 35B-A3BUD-Q2_K_XL · MoE · Signed ToshLLM app · ncmoe 23 · amd-gpu · Metal · comparison
RDNA 1
287.01tok/s
16.88tok/s
ToshLLM communitySep 7, 2026
DeepSeek Coder V2 Lite InstructIQ2_XS · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
GCN / Vega
111.72tok/s
16.37tok/s
mitchdeSep 24, 2026
Qwen3.8 27BUD-IQ3_S · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
148.95tok/s
16.16tok/s
alifeinbinaryOct 1, 2026
Qwen3.6 35B-A3BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 35 · amd-gpu · Metal · comparison
RDNA 1
141.93tok/s
15.79tok/s
ToshLLM communitySep 10, 2026
Gemma 4 31BQ8_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
156.34tok/s
15.78tok/s
warriordr7Oct 8, 2026
Gemma4 26B-A4BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 20 · amd-gpu · Metal · comparison
RDNA 1
152.43tok/s
14.95tok/s
ToshLLM communitySep 8, 2026
Google Gemma 4 31BQ4_0 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
101.03tok/s
14.91tok/s
simmc303Sep 22, 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
Qwen2.5 Coder 7BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
144.55tok/s
14.75tok/s
ToshLLM communityAug 3, 2026
Carnice Qwen3.6 MoE 35BQ3_K_M · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
Unknown
99.63tok/s
14.52tok/s
1252er✓Aug 2, 2026
Qwen3.6 27BIQ4 · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
127.25tok/s
14.25tok/s
malzzzJul 23, 2026
GPT OSS 20BMXFP4 · MoE · Signed ToshLLM app · ncmoe 15 · amd-gpu · Metal · comparison
RDNA 1
188.97tok/s
14.22tok/s
mnerdJul 31, 2026
Qwen3.8 27BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
142.67tok/s
14.11tok/s
ToshLLM communityAug 24, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
164.7tok/s
14.07tok/s
ardentwheelJul 18, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
164.44tok/s
14.03tok/s
test1-Henbury-EnableJul 20, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 2
164.13tok/s
13.97tok/s
test0-Henbury-EnableJul 20, 2026
Qwen3.6 35B-A3BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 35 · amd-gpu · Metal · comparison
RDNA 1
141.58tok/s
13.96tok/s
ToshLLM communitySep 10, 2026
DeepSeek Coder V2 Lite InstructIQ2_XS · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
GCN / Vega
111.55tok/s
13.52tok/s
mitchdeSep 25, 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
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
152.03tok/s
13.22tok/s
oldwongSep 22, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
148.47tok/s
13.21tok/s
ToshLLM communitySep 5, 2026
GLM 4 9BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Unknown
106.9tok/s
13.2tok/s
1252er✓Aug 2, 2026
Ornith 1.5 35BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
138.8tok/s
13.19tok/s
ToshLLM communitySep 10, 2026
Ornith 1.5 35B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
142.36tok/s
13.13tok/s
oldwongSep 22, 2026
Qwen3.8 27BUD-IQ2_S · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
104.51tok/s
13.11tok/s
goroSep 24, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
148.37tok/s
13.09tok/s
oldwongSep 16, 2026
Ornith 1.5 35B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
138.68tok/s
13.06tok/s
oldwongSep 16, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 30 · amd-gpu · Metal · comparison
RDNA 1
149.38tok/s
13.05tok/s
ToshLLM communitySep 5, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 1
141.19tok/s
12.86tok/s
ToshLLM communitySep 4, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
175.87tok/s
12.82tok/s
ToshLLM communitySep 3, 2026
LLaMA V2 7BQ4_0 · Dense · Signed ToshLLM app · standard-auto · Metal · comparison
Apple M111.84 GB VRAM
Apple Silicon
128.09tok/s
12.75tok/s
bastenJul 18, 2026
Ornith 1.5 35B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 1
136.37tok/s
12.62tok/s
oldwongSep 22, 2026
Ornith 1.5 35BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 1
132.87tok/s
12.47tok/s
ToshLLM communitySep 10, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 1
141.28tok/s
12.44tok/s
oldwongSep 16, 2026
Qwen3 Coder 30B-A3BQ2_K · MoE · Signed ToshLLM app · ncmoe 42 · amd-gpu · Metal · comparison
GCN / Vega
82.07tok/s
12.39tok/s
mitchdeSep 29, 2026
Qwen3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
49.91tok/s
12.33tok/s
toshllm@wbig.gsSep 22, 2026
Qwen3.8 27BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
620.65tok/s
12.12tok/s
PixlaAug 29, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
72.84tok/s
12.09tok/s
ToshLLM communitySep 24, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 16 · amd-gpu · Metal · comparison
RDNA 2
471.86tok/s
11.84tok/s
ToshLLM communityAug 22, 2026
Hy MT2 30BQ6_K · MoE · Signed ToshLLM app · ncmoe 38 · amd-gpu · Metal · comparison
RDNA 1
114.59tok/s
11.81tok/s
ToshLLM communitySep 1, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 38 · amd-gpu · Metal · comparison
RDNA 1
167.09tok/s
11.78tok/s
ToshLLM communityJul 24, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 32 · amd-gpu · Metal · comparison
RDNA 1
140.53tok/s
11.7tok/s
mnerdAug 26, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
157.18tok/s
11.59tok/s
ToshLLM communitySep 1, 2026
Qwen3 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 35 · amd-gpu · Metal · comparison
RDNA 1
154.45tok/s
11.55tok/s
mnerdJul 31, 2026
Hy MT2 30BQ6_K · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
109.04tok/s
11.53tok/s
ToshLLM communitySep 1, 2026
Qwen3.8 27BUD-Q4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
Apple M1 Max51.84 GB VRAM
Apple Silicon
104.23tok/s
11.2tok/s
simmc303Sep 22, 2026
Gemma 4 26B-A4BUD-Q4_K_XL · MoE · Signed ToshLLM app · ncmoe 22 · amd-gpu · Metal · comparison
RDNA 1
207.43tok/s
11.19tok/s
mnerdJul 30, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
174.36tok/s
11.17tok/s
ToshLLM communitySep 2, 2026
Deepseek Ai Coder 6.7BQ3_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
40.69tok/s
11.08tok/s
mitchdeSep 18, 2026
Hy MT2 30BQ6_K · MoE · Signed ToshLLM app · ncmoe 43 · amd-gpu · Metal · comparison
RDNA 1
103.56tok/s
10.88tok/s
ToshLLM communityAug 31, 2026
Hy MT2 30BQ6_K · MoE · Signed ToshLLM app · ncmoe 43 · amd-gpu · Metal · comparison
RDNA 1
99.65tok/s
10.83tok/s
ToshLLM communitySep 1, 2026
Qwen3.6 35B-A3BUD-IQ4_XS · MoE · Signed ToshLLM app · amd-gpu · Metal · comparison
AMD Radeon VII15.98 GB VRAM
GCN / Vega
26.84tok/s
10.63tok/s
1252er✓Jul 21, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 37 · amd-gpu · Metal · comparison
RDNA 1
105.03tok/s
10.6tok/s
ToshLLM communitySep 4, 2026
Qwen3.8 27BUD-Q8_K_XL · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
126.88tok/s
10.48tok/s
sedtamensum redditAug 25, 2026
Qwen3 Coder 30B-A3BQ2_K · MoE · Signed ToshLLM app · ncmoe 43 · amd-gpu · Metal · comparison
GCN / Vega
82.3tok/s
10.4tok/s
mitchdeSep 25, 2026
Qwen3.6 35B-A3BUD-IQ4_XS · MoE · Signed ToshLLM app · ncmoe 10 · amd-gpu · Metal · comparison
Unknown
25.65tok/s
10.31tok/s
1252er✓Jul 21, 2026
Qwen3.6 35B-A3BUD-IQ4_XS · MoE · Signed ToshLLM app · ncmoe 6 · amd-gpu · Metal · comparison
Unknown
24.35tok/s
10.23tok/s
1252er✓Aug 2, 2026
Gemma 4 26B-A4BUD-Q6_K · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
113.05tok/s
10.19tok/s
ToshLLM communitySep 2, 2026
Qwen3.6 35B-A3BUD-Q4_K_S · MoE · Signed ToshLLM app · ncmoe 33 · amd-gpu · Metal · comparison
RDNA 1
132.78tok/s
10.14tok/s
mnerdJul 30, 2026
Llama 3.3 70BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
70.36tok/s
10.01tok/s
warriordr7Oct 8, 2026
Gemma 4 26B-A4BUD-Q6_K · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
RDNA 1
99.85tok/s
9.88tok/s
ToshLLM communitySep 1, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 35 · amd-gpu · Metal · comparison
GCN / Vega
71.18tok/s
9.83tok/s
ToshLLM communityAug 10, 2026
Gemma 4 26B-A4BUD-Q4_K_XL · MoE · Signed ToshLLM app · ncmoe 35 · amd-gpu · Metal · comparison
RDNA 1
150.24tok/s
9.71tok/s
mnerdJul 30, 2026
Hy MT2 30BQ6_K · MoE · Signed ToshLLM app · ncmoe 43 · amd-gpu · Metal · comparison
RDNA 1
99.37tok/s
8.93tok/s
ToshLLM communityAug 31, 2026
Llama 3.3 70BUD-IQ1_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 2
291.49tok/s
8.6tok/s
walrunsAug 22, 2026
Qwen3.6 35B-A3BUD-IQ4_XS · MoE · Signed ToshLLM app · ncmoe 25 · amd-gpu · Metal · comparison
Unknown
74.01tok/s
7.85tok/s
1252er✓Aug 2, 2026
Qwen3.6 35B-A3BQ8_0 · MoE · Signed ToshLLM app · ncmoe 39 · amd-gpu · Metal · comparison
GCN / Vega
38.69tok/s
7.68tok/s
cloudphreniaSep 22, 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
DeepSeek Coder V2 Lite InstructIQ2_XS · MoE · Signed ToshLLM app · ncmoe 50 · amd-gpu · Metal · comparison
GCN / Vega
92.48tok/s
7.56tok/s
mitchdeSep 18, 2026
Qwen3.8 27BUD-IQ1_S · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
36.3tok/s
7.48tok/s
mnerdAug 25, 2026
Gemma 4 26B-A4BUD-IQ3_S · MoE · Signed ToshLLM app · ncmoe 3 · amd-gpu · Metal · comparison
Unknown
116.33tok/s
7.48tok/s
1252er✓Aug 2, 2026
Gemma4 26B-A4BQ8_K · MoE · Signed ToshLLM app · ncmoe 40 · amd-gpu · Metal · comparison
GCN / Vega
46.59tok/s
5.51tok/s
cloudphreniaSep 22, 2026
Qwen3 Coder 30B-A3BQ2_K · MoE · Signed ToshLLM app · ncmoe 48 · amd-gpu · Metal · comparison
GCN / Vega
79.58tok/s
5.24tok/s
mitchdeSep 24, 2026
Carnice Qwen3.6 MoE 35BQ3_K_M · MoE · Signed ToshLLM app · ncmoe 3 · amd-gpu · Metal · comparison
Unknown
72.63tok/s
5.05tok/s
1252er✓Aug 2, 2026
Qwen3 Coder 30B-A3BQ2_K · MoE · Signed ToshLLM app · ncmoe 48 · amd-gpu · Metal · comparison
GCN / Vega
82.22tok/s
4.75tok/s
mitchdeSep 25, 2026
Qwen2.5 Coder 7BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
48.27tok/s
3.55tok/s
mitchdeSep 11, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 48 · amd-gpu · Metal · comparison
GCN / Vega
102.36tok/s
3.41tok/s
ToshLLM communityOct 12, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
115.63tok/s
3.27tok/s
ToshLLM communityAug 30, 2026
Qwen3 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
RDNA 1
153.52tok/s
3.15tok/s
SpidlaDevJul 21, 2026
28bbf2fca3be77b1b80b7548f08c80cfe1bfbe08 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
40.64tok/s
2.91tok/s
mitchdeSep 12, 2026
28bbf2fca3be77b1b80b7548f08c80cfe1bfbe08 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
46.54tok/s
2.91tok/s
mitchdeSep 12, 2026
28bbf2fca3be77b1b80b7548f08c80cfe1bfbe08 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
46.12tok/s
2.91tok/s
mitchdeSep 11, 2026
Meta Llama 3.1 8BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
64.7tok/s
2.85tok/s
ToshLLM communitySep 10, 2026
Gemma 3 4BQ4_K_M · Dense · Signed ToshLLM app · amd-gpu · Metal · comparison
GCN / Vega
115.81tok/s
2.38tok/s
めろんOct 4, 2026
Gemma 4 26B-A4BUD-Q4_K_M · MoE · Signed ToshLLM app · ncmoe 45 · amd-gpu · Metal · comparison
GCN / Vega
138.58tok/s
1.61tok/s
htweedieSep 8, 2026
Qwen3 Coder 30B-A3BQ4_K_M · MoE · Signed ToshLLM app · ncmoe 44 · amd-gpu · Metal · comparison
GCN / Vega
135.45tok/s
1.09tok/s
htweedieSep 8, 2026
Qwen3.8 27BQ4_K_M · Dense · Signed ToshLLM app · off · Metal · comparison
RDNA 1
17.54tok/s
1.07tok/s
ToshLLM communityAug 23, 2026

Reproduction protocol

Same test.
Useful comparison.

01

Control the context

Prompt processing uses 512 tokens; generation uses 128. Run three repetitions after a warm-up.

02

Record the machine

GPU, VRAM, quantization, model hash, ToshLLM version and offload settings travel with every result.

03

Preserve provenance

App-signed runs remain labeled as community data. Internally inconsistent or extreme results wait for manual review.

Standard llama-bench command
TOSH_FA_AMD=1 GGML_METAL_CONCURRENCY_DISABLE=1 GGML_SCHED_PREFETCH_EXPERTS=1 GGML_CPU_NO_REPACK=1 ./llama-bench -m MODEL.gguf -ngl 99 --mmap 0 -fa auto -p 512 -n 128 -r 3 --progress

Measurement note: the environment flags match ToshLLM's AMD and MoE runtime. MTP speculative decoding is not supported by llama-bench; measure it with real generation through llama-server. Read the benchmark guide.