Hardware6

Apple M1 Max

115 runs
Best decode · TG128 @ 1 ctx
366.4tok/s
Best prefill · PP512
5,884tok/s

Apple M3 Ultra

104 runs
Best decode · TG128 @ 1 ctx
488.1tok/s
Best prefill · PP512
12,301tok/s

NVIDIA GB10

94 runs
Best decode · TG128 @ 1 ctx
456tok/s
Best prefill · PP512
49,488tok/s

Apple M4 Max

79 runs
Best decode · TG128 @ 1 ctx
573.4tok/s
Best prefill · PP512
10,006tok/s

Apple M4 Pro

67 runs
Best decode · TG128 @ 1 ctx
401.9tok/s
Best prefill · PP512
5,025tok/s

unknown

41 runs
Best decode · TG128 @ 1 ctx
450.2tok/s
Best prefill · PP512
51,746tok/s
Badges6
Record1
Pioneer1
Volume1
Coverage3
257 decode records
Fastest result in a tested configuration
Record
First run
Submitted a benchmark report
Pioneer
40 runs
Sustained contributor
Volume
Model explorer
39 models covered
Coverage
Hardware explorer
6 devices covered
Coverage
Multi-backend
cuda + metal
Coverage
Submissions500
Sort by
Order
Prefill size
500 submissions · PP512 selected
Model / runtime / formatDeviceBackendReport
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
111.4 tok/s
TG128 @ 1 ctx
2,310 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
136.6 tok/s
TG128 @ 1 ctx
2,329 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
38.3 tok/s
TG128 @ 1 ctx
410 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
228.6 tok/s
TG128 @ 1 ctx
5,433 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
227.4 tok/s
TG128 @ 1 ctx
5,418 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
313.4 tok/s
TG128 @ 1 ctx
5,478 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
312.3 tok/s
TG128 @ 1 ctx
5,495 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
331.4 tok/s
TG128 @ 1 ctx
10,125 tok/s
PP512
Qwen3-0.6B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
488.1 tok/s
TG128 @ 1 ctx
12,301 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
262.3 tok/s
TG128 @ 1 ctx
9,865 tok/s
PP512
Qwen3-0.6B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
418.6 tok/s
TG128 @ 1 ctx
11,505 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
415.1 tok/s
TG128 @ 1 ctx
8,900 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
314.9 tok/s
TG128 @ 1 ctx
5,751 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
311.3 tok/s
TG128 @ 1 ctx
5,484 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
356.8 tok/s
TG128 @ 1 ctx
9,006 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
305.2 tok/s
TG128 @ 1 ctx
5,442 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
246.8 tok/s
TG128 @ 1 ctx
5,666 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
170.9 tok/s
TG128 @ 1 ctx
2,591 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
232.5 tok/s
TG128 @ 1 ctx
5,415 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
230.2 tok/s
TG128 @ 1 ctx
5,282 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
203.1 tok/s
TG128 @ 1 ctx
3,306 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
160.2 tok/s
TG128 @ 1 ctx
2,541 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
161.0 tok/s
TG128 @ 1 ctx
2,546 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
142.7 tok/s
TG128 @ 1 ctx
8,609 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
159.9 tok/s
TG128 @ 1 ctx
3,309 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
122.5 tok/s
TG128 @ 1 ctx
2,542 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
122.0 tok/s
TG128 @ 1 ctx
2,550 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
121.5 tok/s
TG128 @ 1 ctx
2,548 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
131.3 tok/s
TG128 @ 1 ctx
1,435 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
98.8 tok/s
TG128 @ 1 ctx
3,540 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
118.3 tok/s
TG128 @ 1 ctx
1,398 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
125.7 tok/s
TG128 @ 1 ctx
1,430 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
122.4 tok/s
TG128 @ 1 ctx
8,469 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
81.7 tok/s
TG128 @ 1 ctx
1,427 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
78.1 tok/s
TG128 @ 1 ctx
1,423 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
78.0 tok/s
TG128 @ 1 ctx
3,503 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
75.9 tok/s
TG128 @ 1 ctx
1,375 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
38.4 tok/s
TG128 @ 1 ctx
409 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
84.5 tok/s
TG128 @ 1 ctx
2,404 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
137.8 tok/s
TG128 @ 1 ctx
2,330 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
139.2 tok/s
TG128 @ 1 ctx
2,315 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
136.1 tok/s
TG128 @ 1 ctx
2,311 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
76.7 tok/s
TG128 @ 1 ctx
2,306 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
99.3 tok/s
TG128 @ 1 ctx
2,289 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
113.4 tok/s
TG128 @ 1 ctx
2,312 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
60.3 tok/s
TG128 @ 1 ctx
948 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
63.9 tok/s
TG128 @ 1 ctx
945 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
106.5 tok/s
TG128 @ 1 ctx
954 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
110.7 tok/s
TG128 @ 1 ctx
957 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
103.5 tok/s
TG128 @ 1 ctx
1,720 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
105.9 tok/s
TG128 @ 1 ctx
1,716 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
131.1 tok/s
TG128 @ 1 ctx
2,204 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 MaxMetal
201.8 tok/s
TG128 @ 1 ctx
3,900 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 MaxMetal
202.8 tok/s
TG128 @ 1 ctx
3,918 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
122.5 tok/s
TG128 @ 1 ctx
1,723 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
123.1 tok/s
TG128 @ 1 ctx
1,723 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 MaxMetal
298.8 tok/s
TG128 @ 1 ctx
3,966 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 MaxMetal
303.2 tok/s
TG128 @ 1 ctx
3,949 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
188.3 tok/s
TG128 @ 1 ctx
2,109 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
138.5 tok/s
TG128 @ 1 ctx
2,059 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
138.3 tok/s
TG128 @ 1 ctx
2,079 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
18.1 tok/s
TG128 @ 1 ctx
144 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
18.1 tok/s
TG128 @ 1 ctx
144 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
54.7 tok/s
TG128 @ 1 ctx
3,156 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
91.4 tok/s
TG128 @ 1 ctx
880 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
54.3 tok/s
TG128 @ 1 ctx
3,663 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
89.7 tok/s
TG128 @ 1 ctx
857 tok/s
PP512
Qwen3.6-27B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
10.9 tok/s
TG128 @ 1 ctx
142 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
8.3 tok/s
TG128 @ 1 ctx
1,722 tok/s
PP512
Qwen3.6-27B-cuda-q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
7.5 tok/s
TG128 @ 1 ctx
1,700 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
142 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
73.1 tok/s
TG128 @ 1 ctx
3,919 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 ProMetal
173.9 tok/s
TG128 @ 1 ctx
1,810 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
78.0 tok/s
TG128 @ 1 ctx
4,334 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
104.8 tok/s
TG128 @ 1 ctx
2,765 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
104.8 tok/s
TG128 @ 1 ctx
2,937 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 ProMetal
112.7 tok/s
TG128 @ 1 ctx
1,793 tok/s
PP512
Qwen3.6-27B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
12.3 tok/s
TG128 @ 1 ctx
1,729 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
71.8 tok/s
TG128 @ 1 ctx
871 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
13.1 tok/s
TG128 @ 1 ctx
849 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
13.1 tok/s
TG128 @ 1 ctx
395 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 ProMetal
113.4 tok/s
TG128 @ 1 ctx
1,812 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
70.5 tok/s
TG128 @ 1 ctx
828 tok/s
PP512
Qwen3.5-2B-cuda-q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
110.5 tok/s
TG128 @ 1 ctx
17,866 tok/s
PP512
Qwen3.5-2B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
148.7 tok/s
TG128 @ 1 ctx
18,297 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
182.5 tok/s
TG128 @ 1 ctx
6,875 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 ProMetal
172.3 tok/s
TG128 @ 1 ctx
1,835 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
188.6 tok/s
TG128 @ 1 ctx
2,105 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
183.2 tok/s
TG128 @ 1 ctx
6,988 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
73.9 tok/s
TG128 @ 1 ctx
1,677 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
72.3 tok/s
TG128 @ 1 ctx
737 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
73.2 tok/s
TG128 @ 1 ctx
729 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
78.6 tok/s
TG128 @ 1 ctx
731 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
31.9 tok/s
TG128 @ 1 ctx
392 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
33.6 tok/s
TG128 @ 1 ctx
391 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.1 tok/s
TG128 @ 1 ctx
727 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.0 tok/s
TG128 @ 1 ctx
726 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
77.8 tok/s
TG128 @ 1 ctx
727 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
142.2 tok/s
TG128 @ 1 ctx
1,790 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
77.8 tok/s
TG128 @ 1 ctx
725 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
80.3 tok/s
TG128 @ 1 ctx
1,669 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
59.6 tok/s
TG128 @ 1 ctx
942 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
113.4 tok/s
TG128 @ 1 ctx
1,809 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
112.3 tok/s
TG128 @ 1 ctx
1,812 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
103.0 tok/s
TG128 @ 1 ctx
959 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
172.5 tok/s
TG128 @ 1 ctx
1,815 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.6 tok/s
TG128 @ 1 ctx
828 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
71.7 tok/s
TG128 @ 1 ctx
877 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
60.6 tok/s
TG128 @ 1 ctx
856 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
64.5 tok/s
TG128 @ 1 ctx
893 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
143 tok/s
PP512
Qwen3.6-27B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
142 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
44.5 tok/s
TG128 @ 1 ctx
876 tok/s
PP512
muse-glimmer-30B-kquant-dynamic
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
14.3 tok/s
TG128 @ 1 ctx
135 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
91.5 tok/s
TG128 @ 1 ctx
858 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
92.6 tok/s
TG128 @ 1 ctx
880 tok/s
PP512
muse-glimmer-30B-kquant-17gb
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
17.3 tok/s
TG128 @ 1 ctx
140 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
109.1 tok/s
TG128 @ 1 ctx
853 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
18.1 tok/s
TG128 @ 1 ctx
143 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
87.5 tok/s
TG128 @ 1 ctx
902 tok/s
PP512
Qwen3.5-122B-A10B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
33.2 tok/s
TG128 @ 1 ctx
1,085 tok/s
PP512
gpt-oss-120b-MXFP4
BaseRTmxfp4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
42.2 tok/s
TG128 @ 1 ctx
2,631 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
86.5 tok/s
TG128 @ 1 ctx
903 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
51.6 tok/s
TG128 @ 1 ctx
870 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
18.0 tok/s
TG128 @ 1 ctx
143 tok/s
PP512
gpt-oss-120b-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
35.5 tok/s
TG128 @ 1 ctx
2,623 tok/s
PP512
gpt-oss-120b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
39.9 tok/s
TG128 @ 1 ctx
1,903 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
75.9 tok/s
TG128 @ 1 ctx
891 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
74.8 tok/s
TG128 @ 1 ctx
867 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
81.3 tok/s
TG128 @ 1 ctx
884 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
38.2 tok/s
TG128 @ 1 ctx
501 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
51.3 tok/s
TG128 @ 1 ctx
1,369 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
54.5 tok/s
TG128 @ 1 ctx
3,182 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
38.7 tok/s
TG128 @ 1 ctx
508 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
40.7 tok/s
TG128 @ 1 ctx
510 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
54.3 tok/s
TG128 @ 1 ctx
3,647 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
31.5 tok/s
TG128 @ 1 ctx
393 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
89.6 tok/s
TG128 @ 1 ctx
4,386 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
63.5 tok/s
TG128 @ 1 ctx
511 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
7.5 tok/s
TG128 @ 1 ctx
1,701 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
49.5 tok/s
TG128 @ 1 ctx
7,382 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
60.2 tok/s
TG128 @ 1 ctx
507 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
44.1 tok/s
TG128 @ 1 ctx
1,072 tok/s
PP512
Qwen3.6-27B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
7.5 tok/s
TG128 @ 1 ctx
1,700 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
83.8 tok/s
TG128 @ 1 ctx
3,633 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
55.7 tok/s
TG128 @ 1 ctx
394 tok/s
PP512
gemma-4-26B-A4B-it-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
40.5 tok/s
TG128 @ 1 ctx
6,005 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
75.1 tok/s
TG128 @ 1 ctx
1,383 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
66.4 tok/s
TG128 @ 1 ctx
512 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
52.4 tok/s
TG128 @ 1 ctx
399 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
73.3 tok/s
TG128 @ 1 ctx
3,884 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.6 tok/s
TG128 @ 1 ctx
919 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
92.6 tok/s
TG128 @ 1 ctx
3,995 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
86.3 tok/s
TG128 @ 1 ctx
2,899 tok/s
PP512
Qwen3.6-27B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
11.5 tok/s
TG128 @ 1 ctx
1,711 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.4 tok/s
TG128 @ 1 ctx
923 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
90.6 tok/s
TG128 @ 1 ctx
2,898 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
68.8 tok/s
TG128 @ 1 ctx
1,101 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
99.1 tok/s
TG128 @ 1 ctx
7,437 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
58.5 tok/s
TG128 @ 1 ctx
392 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.2 tok/s
TG128 @ 1 ctx
918 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
77.7 tok/s
TG128 @ 1 ctx
3,911 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
13.1 tok/s
TG128 @ 1 ctx
1,713 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
103.7 tok/s
TG128 @ 1 ctx
4,780 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
88.6 tok/s
TG128 @ 1 ctx
1,239 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
80.8 tok/s
TG128 @ 1 ctx
4,718 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
14.1 tok/s
TG128 @ 1 ctx
385 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
55.8 tok/s
TG128 @ 1 ctx
725 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
118.2 tok/s
TG128 @ 1 ctx
4,523 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
89.4 tok/s
TG128 @ 1 ctx
925 tok/s
PP512
gemma-4-26B-A4B-it-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
44.1 tok/s
TG128 @ 1 ctx
6,188 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
44.0 tok/s
TG128 @ 1 ctx
6,112 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
90.4 tok/s
TG128 @ 1 ctx
922 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
70.7 tok/s
TG128 @ 1 ctx
934 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
59.9 tok/s
TG128 @ 1 ctx
4,448 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
74.8 tok/s
TG128 @ 1 ctx
4,356 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
51.5 tok/s
TG128 @ 1 ctx
4,412 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
121.8 tok/s
TG128 @ 1 ctx
3,736 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
108.6 tok/s
TG128 @ 1 ctx
1,238 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
94.7 tok/s
TG128 @ 1 ctx
934 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
140.5 tok/s
TG128 @ 1 ctx
2,068 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
25.5 tok/s
TG128 @ 1 ctx
7,170 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
30.2 tok/s
TG128 @ 1 ctx
7,662 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
139.1 tok/s
TG128 @ 1 ctx
2,070 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
89.3 tok/s
TG128 @ 1 ctx
734 tok/s
PP512
gemma-4-E2B-it-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
86.9 tok/s
TG128 @ 1 ctx
19,183 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
49.7 tok/s
TG128 @ 1 ctx
1,467 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
104.3 tok/s
TG128 @ 1 ctx
926 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
51.6 tok/s
TG128 @ 1 ctx
7,333 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
71.8 tok/s
TG128 @ 1 ctx
3,593 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
76.3 tok/s
TG128 @ 1 ctx
2,497 tok/s
PP512
gemma-4-E2B-it-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
76.0 tok/s
TG128 @ 1 ctx
17,897 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
125.3 tok/s
TG128 @ 1 ctx
1,819 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
54.0 tok/s
TG128 @ 1 ctx
7,566 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
131.8 tok/s
TG128 @ 1 ctx
7,481 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
53.3 tok/s
TG128 @ 1 ctx
11,490 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
153.6 tok/s
TG128 @ 1 ctx
2,210 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
112.1 tok/s
TG128 @ 1 ctx
2,557 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
54.9 tok/s
TG128 @ 1 ctx
11,378 tok/s
PP512
Llama-3.2-3B-Instruct-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
67.1 tok/s
TG128 @ 1 ctx
15,528 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
104.7 tok/s
TG128 @ 1 ctx
1,719 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
176.8 tok/s
TG128 @ 1 ctx
2,691 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
232.7 tok/s
TG128 @ 1 ctx
3,357 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
68.2 tok/s
TG128 @ 1 ctx
14,830 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
131.9 tok/s
TG128 @ 1 ctx
11,398 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
188.7 tok/s
TG128 @ 1 ctx
2,102 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
72.8 tok/s
TG128 @ 1 ctx
10,965 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
172.0 tok/s
TG128 @ 1 ctx
1,833 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
72.2 tok/s
TG128 @ 1 ctx
11,179 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
171.1 tok/s
TG128 @ 1 ctx
7,757 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
87.8 tok/s
TG128 @ 1 ctx
14,593 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
184.7 tok/s
TG128 @ 1 ctx
2,096 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
163.4 tok/s
TG128 @ 1 ctx
1,743 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
190.7 tok/s
TG128 @ 1 ctx
1,822 tok/s
PP512
Qwen3.5-2B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
109.1 tok/s
TG128 @ 1 ctx
17,984 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
89.4 tok/s
TG128 @ 1 ctx
2,842 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
220.2 tok/s
TG128 @ 1 ctx
2,230 tok/s
PP512
Llama-3.2-3B-Instruct-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
107.0 tok/s
TG128 @ 1 ctx
15,281 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
220.9 tok/s
TG128 @ 1 ctx
4,030 tok/s
PP512
Qwen3.5-2B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
149.2 tok/s
TG128 @ 1 ctx
18,209 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
199.0 tok/s
TG128 @ 1 ctx
2,679 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
168.2 tok/s
TG128 @ 1 ctx
37,392 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
319.8 tok/s
TG128 @ 1 ctx
6,014 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
238.3 tok/s
TG128 @ 1 ctx
3,348 tok/s
PP512
Llama-3.2-1B-Instruct-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
169.5 tok/s
TG128 @ 1 ctx
36,737 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
181.7 tok/s
TG128 @ 1 ctx
6,739 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
179.0 tok/s
TG128 @ 1 ctx
6,868 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
320.1 tok/s
TG128 @ 1 ctx
4,079 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
172.0 tok/s
TG128 @ 1 ctx
3,428 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
167.3 tok/s
TG128 @ 1 ctx
4,116 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
201.4 tok/s
TG128 @ 1 ctx
7,218 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
371.4 tok/s
TG128 @ 1 ctx
6,067 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
unknownCUDA
191.9 tok/s
TG128 @ 1 ctx
34,471 tok/s
PP512
Qwen3-0.6B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
298.7 tok/s
TG128 @ 1 ctx
4,845 tok/s
PP512
Qwen3-0.6B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
307.9 tok/s
TG128 @ 1 ctx
5,884 tok/s
PP512
gemma-3-1b-it-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
186.3 tok/s
TG128 @ 1 ctx
33,276 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
280.7 tok/s
TG128 @ 1 ctx
7,507 tok/s
PP512
Qwen3-0.6B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
309.4 tok/s
TG128 @ 1 ctx
49,488 tok/s
PP512
Llama-3.2-1B-Instruct-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
254.6 tok/s
TG128 @ 1 ctx
37,864 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
220.7 tok/s
TG128 @ 1 ctx
3,369 tok/s
PP512
Qwen3-0.6B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
466.7 tok/s
TG128 @ 1 ctx
10,006 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
213.6 tok/s
TG128 @ 1 ctx
4,098 tok/s
PP512
gemma-3-1b-it-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
265.1 tok/s
TG128 @ 1 ctx
33,122 tok/s
PP512
Qwen3-0.6B-cuda-q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
450.2 tok/s
TG128 @ 1 ctx
51,746 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
351.9 tok/s
TG128 @ 1 ctx
7,705 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
288.6 tok/s
TG128 @ 1 ctx
14,025 tok/s
PP512
Qwen3-0.6B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
401.9 tok/s
TG128 @ 1 ctx
5,025 tok/s
PP512
Qwen3-0.6B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
366.4 tok/s
TG128 @ 1 ctx
5,861 tok/s
PP512
Qwen3-0.6B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
unknownCUDA
404.0 tok/s
TG128 @ 1 ctx
51,376 tok/s
PP512
Qwen3-0.6B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
573.4 tok/s
TG128 @ 1 ctx
9,924 tok/s
PP512
Qwen3-0.6B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
456.0 tok/s
TG128 @ 1 ctx
21,115 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
94.9 tok/s
TG128 @ 1 ctx
1,638 tok/s
PP512
Qwen3.6-27B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
17.5 tok/s
TG128 @ 1 ctx
222 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
17.7 tok/s
TG128 @ 1 ctx
221 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
104.6 tok/s
TG128 @ 1 ctx
878 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
31.5 tok/s
TG128 @ 1 ctx
221 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
95.9 tok/s
TG128 @ 1 ctx
1,795 tok/s
PP512
gpt-oss-120b-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
121.4 tok/s
TG128 @ 1 ctx
1,695 tok/s
PP512
gpt-oss-120b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
129.4 tok/s
TG128 @ 1 ctx
1,646 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-BF16
BaseRTbf16
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
71.8 tok/s
TG128 @ 1 ctx
691 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
73.8 tok/s
TG128 @ 1 ctx
1,679 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
185.1 tok/s
TG128 @ 1 ctx
2,554 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
175.8 tok/s
TG128 @ 1 ctx
2,627 tok/s
PP512
Qwen3.8-27B-Q4-mtp
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
39.5 tok/s
TG128 @ 1 ctx
288 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
171.6 tok/s
TG128 @ 1 ctx
2,295 tok/s
PP512
muse-glimmer-30B-kquant-dynamic
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
27.3 tok/s
TG128 @ 1 ctx
399 tok/s
PP512
muse-glimmer-30B-kquant-dynamic
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
22.8 tok/s
TG128 @ 1 ctx
254 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
139.7 tok/s
TG128 @ 1 ctx
886 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
140.1 tok/s
TG128 @ 1 ctx
895 tok/s
PP512
muse-glimmer-30B-kquant-17gb
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
27.2 tok/s
TG128 @ 1 ctx
266 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
169.1 tok/s
TG128 @ 1 ctx
1,632 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
204.6 tok/s
TG128 @ 1 ctx
2,685 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
193.1 tok/s
TG128 @ 1 ctx
1,828 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
179.1 tok/s
TG128 @ 1 ctx
1,150 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
176.8 tok/s
TG128 @ 1 ctx
1,150 tok/s
PP512
Qwen3.8-27B-Q4-mtp
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M4 MaxMetal
31.5 tok/s
TG128 @ 1 ctx
221 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
179.3 tok/s
TG128 @ 1 ctx
2,692 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
125.3 tok/s
TG128 @ 1 ctx
1,822 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
90.3 tok/s
TG128 @ 1 ctx
734 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
113.5 tok/s
TG128 @ 1 ctx
1,138 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
113.9 tok/s
TG128 @ 1 ctx
1,149 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
95.0 tok/s
TG128 @ 1 ctx
943 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
77.9 tok/s
TG128 @ 1 ctx
727 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
78.4 tok/s
TG128 @ 1 ctx
732 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
139.8 tok/s
TG128 @ 1 ctx
1,789 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
126.0 tok/s
TG128 @ 1 ctx
3,722 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
71.2 tok/s
TG128 @ 1 ctx
943 tok/s
PP512
gemma-3-1b-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
328.0 tok/s
TG128 @ 1 ctx
9,903 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
410.1 tok/s
TG128 @ 1 ctx
9,066 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
257.8 tok/s
TG128 @ 1 ctx
9,953 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
306.7 tok/s
TG128 @ 1 ctx
1,759 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
307.4 tok/s
TG128 @ 1 ctx
5,420 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
293.8 tok/s
TG128 @ 1 ctx
1,756 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
345.2 tok/s
TG128 @ 1 ctx
9,055 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
238.6 tok/s
TG128 @ 1 ctx
5,698 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
165.7 tok/s
TG128 @ 1 ctx
2,461 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
222.9 tok/s
TG128 @ 1 ctx
1,756 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
222.4 tok/s
TG128 @ 1 ctx
1,696 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.3 tok/s
TG128 @ 1 ctx
726 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
195.4 tok/s
TG128 @ 1 ctx
3,241 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
170.0 tok/s
TG128 @ 1 ctx
4,120 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
153.7 tok/s
TG128 @ 1 ctx
2,529 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
242.1 tok/s
TG128 @ 1 ctx
3,333 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
155.6 tok/s
TG128 @ 1 ctx
2,582 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
219.7 tok/s
TG128 @ 1 ctx
2,244 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
137.4 tok/s
TG128 @ 1 ctx
8,996 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
140.1 tok/s
TG128 @ 1 ctx
1,797 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
192.9 tok/s
TG128 @ 1 ctx
429 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
154.4 tok/s
TG128 @ 1 ctx
3,316 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
116.8 tok/s
TG128 @ 1 ctx
2,441 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
118.3 tok/s
TG128 @ 1 ctx
2,557 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
118.2 tok/s
TG128 @ 1 ctx
2,559 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
190.0 tok/s
TG128 @ 1 ctx
439 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
129.3 tok/s
TG128 @ 1 ctx
1,440 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
94.6 tok/s
TG128 @ 1 ctx
3,610 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
113.6 tok/s
TG128 @ 1 ctx
1,357 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
153.9 tok/s
TG128 @ 1 ctx
2,223 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
229.4 tok/s
TG128 @ 1 ctx
3,372 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
124.4 tok/s
TG128 @ 1 ctx
1,438 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
101.9 tok/s
TG128 @ 1 ctx
927 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.2 tok/s
TG128 @ 1 ctx
731 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
116.6 tok/s
TG128 @ 1 ctx
8,610 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
78.9 tok/s
TG128 @ 1 ctx
1,388 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
141.5 tok/s
TG128 @ 1 ctx
400 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
75.3 tok/s
TG128 @ 1 ctx
1,392 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
75.4 tok/s
TG128 @ 1 ctx
3,499 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
140.7 tok/s
TG128 @ 1 ctx
438 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
72.5 tok/s
TG128 @ 1 ctx
1,338 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
163.9 tok/s
TG128 @ 1 ctx
2,590 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
110.7 tok/s
TG128 @ 1 ctx
1,229 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
36.8 tok/s
TG128 @ 1 ctx
281 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
91.3 tok/s
TG128 @ 1 ctx
922 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
81.5 tok/s
TG128 @ 1 ctx
1,664 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.3 tok/s
TG128 @ 1 ctx
731 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
93.2 tok/s
TG128 @ 1 ctx
921 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
81.5 tok/s
TG128 @ 1 ctx
2,422 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
120.8 tok/s
TG128 @ 1 ctx
4,521 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
40.6 tok/s
TG128 @ 1 ctx
509 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
135.3 tok/s
TG128 @ 1 ctx
2,416 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
137.1 tok/s
TG128 @ 1 ctx
2,287 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
91.1 tok/s
TG128 @ 1 ctx
4,442 tok/s
PP512
muse-glimmer-30B-kquant-17gb
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
31.1 tok/s
TG128 @ 1 ctx
405 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
63.7 tok/s
TG128 @ 1 ctx
509 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
69.1 tok/s
TG128 @ 1 ctx
1,094 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.5 tok/s
TG128 @ 1 ctx
925 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
133.0 tok/s
TG128 @ 1 ctx
947 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
59.0 tok/s
TG128 @ 1 ctx
394 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
133.0 tok/s
TG128 @ 1 ctx
922 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
71.3 tok/s
TG128 @ 1 ctx
920 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
75.3 tok/s
TG128 @ 1 ctx
2,258 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
88.4 tok/s
TG128 @ 1 ctx
1,240 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
178.8 tok/s
TG128 @ 1 ctx
3,337 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
72.1 tok/s
TG128 @ 1 ctx
925 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
66.4 tok/s
TG128 @ 1 ctx
511 tok/s
PP512
Qwen3.6-27B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
22.1 tok/s
TG128 @ 1 ctx
280 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
75.9 tok/s
TG128 @ 1 ctx
1,394 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
52.6 tok/s
TG128 @ 1 ctx
394 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
60.2 tok/s
TG128 @ 1 ctx
507 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
22.1 tok/s
TG128 @ 1 ctx
280 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
30.3 tok/s
TG128 @ 1 ctx
221 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
38.6 tok/s
TG128 @ 1 ctx
509 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
95.9 tok/s
TG128 @ 1 ctx
2,289 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
95.8 tok/s
TG128 @ 1 ctx
2,391 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
52.0 tok/s
TG128 @ 1 ctx
1,368 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
102.1 tok/s
TG128 @ 1 ctx
2,311 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
38.1 tok/s
TG128 @ 1 ctx
500 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
101.9 tok/s
TG128 @ 1 ctx
2,315 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
56.1 tok/s
TG128 @ 1 ctx
394 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
109.6 tok/s
TG128 @ 1 ctx
927 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
82.3 tok/s
TG128 @ 1 ctx
881 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
109.1 tok/s
TG128 @ 1 ctx
939 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
76.7 tok/s
TG128 @ 1 ctx
880 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
110.8 tok/s
TG128 @ 1 ctx
910 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
76.6 tok/s
TG128 @ 1 ctx
890 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
109.5 tok/s
TG128 @ 1 ctx
913 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
17.9 tok/s
TG128 @ 1 ctx
80 tok/s
PP512
gpt-oss-120b-MXFP4
BaseRTmxfp4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
114.0 tok/s
TG128 @ 1 ctx
1,700 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
146.7 tok/s
TG128 @ 1 ctx
1,715 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
83.9 tok/s
TG128 @ 1 ctx
3,628 tok/s
PP512
Qwen3.5-122B-A10B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
66.4 tok/s
TG128 @ 1 ctx
536 tok/s
PP512
Qwen3.5-122B-A10B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M3 UltraMetal
66.3 tok/s
TG128 @ 1 ctx
532 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
51.5 tok/s
TG128 @ 1 ctx
871 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
33.8 tok/s
TG128 @ 1 ctx
393 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
87.2 tok/s
TG128 @ 1 ctx
901 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
146.9 tok/s
TG128 @ 1 ctx
1,700 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
87.7 tok/s
TG128 @ 1 ctx
901 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M3 UltraMetal
38.0 tok/s
TG128 @ 1 ctx
282 tok/s
PP512
Qwen3.8-27B-Q4-mtp
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
18.2 tok/s
TG128 @ 1 ctx
82 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
160.5 tok/s
TG128 @ 1 ctx
1,709 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
32.1 tok/s
TG128 @ 1 ctx
392 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
110.3 tok/s
TG128 @ 1 ctx
870 tok/s
PP512
muse-glimmer-30B-kquant-17gb
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
17.3 tok/s
TG128 @ 1 ctx
140 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
59.6 tok/s
TG128 @ 1 ctx
942 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
93.7 tok/s
TG128 @ 1 ctx
280 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
94.2 tok/s
TG128 @ 1 ctx
278 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
44.5 tok/s
TG128 @ 1 ctx
1,081 tok/s
PP512
gemma-4-E4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
77.4 tok/s
TG128 @ 1 ctx
2,481 tok/s
PP512
muse-glimmer-30B-kquant-dynamic
BaseRTpassthrough_gguf
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
14.3 tok/s
TG128 @ 1 ctx
136 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
60.8 tok/s
TG128 @ 1 ctx
947 tok/s
PP512
gemma-4-26B-A4B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
45.5 tok/s
TG128 @ 1 ctx
877 tok/s
PP512
Qwen3.6-27B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
83 tok/s
PP512
Qwen3-8B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
31.6 tok/s
TG128 @ 1 ctx
392 tok/s
PP512
Qwen3.5-122B-A10B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
30.6 tok/s
TG128 @ 1 ctx
799 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
64.1 tok/s
TG128 @ 1 ctx
946 tok/s
PP512
gpt-oss-120b-MXFP4
BaseRTmxfp4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
41.4 tok/s
TG128 @ 1 ctx
2,622 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
82 tok/s
PP512
gemma-4-E2B-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
132.2 tok/s
TG128 @ 1 ctx
7,448 tok/s
PP512
Qwen3.5-122B-A10B-Q4
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
31.2 tok/s
TG128 @ 1 ctx
795 tok/s
PP512
gpt-oss-120b-MXFP4
BaseRTmxfp4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
41.7 tok/s
TG128 @ 1 ctx
2,626 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
105.5 tok/s
TG128 @ 1 ctx
946 tok/s
PP512
gpt-oss-120b-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
35.8 tok/s
TG128 @ 1 ctx
2,638 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
79.3 tok/s
TG128 @ 1 ctx
732 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
99.2 tok/s
TG128 @ 1 ctx
943 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
11.0 tok/s
TG128 @ 1 ctx
82 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
109.3 tok/s
TG128 @ 1 ctx
2,552 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
110.3 tok/s
TG128 @ 1 ctx
947 tok/s
PP512
gpt-oss-120b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
39.7 tok/s
TG128 @ 1 ctx
2,619 tok/s
PP512
gpt-oss-120b-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
35.5 tok/s
TG128 @ 1 ctx
2,278 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
104.3 tok/s
TG128 @ 1 ctx
1,714 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
64.6 tok/s
TG128 @ 1 ctx
893 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
73.7 tok/s
TG128 @ 1 ctx
731 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
63.7 tok/s
TG128 @ 1 ctx
895 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
104.3 tok/s
TG128 @ 1 ctx
1,723 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
61.1 tok/s
TG128 @ 1 ctx
857 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
55.4 tok/s
TG128 @ 1 ctx
2,181 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
54.7 tok/s
TG128 @ 1 ctx
2,447 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
60.6 tok/s
TG128 @ 1 ctx
858 tok/s
PP512
Qwen3-4B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
105.4 tok/s
TG128 @ 1 ctx
1,712 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
72.0 tok/s
TG128 @ 1 ctx
250 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
54.4 tok/s
TG128 @ 1 ctx
2,188 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
54.2 tok/s
TG128 @ 1 ctx
2,428 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
133.1 tok/s
TG128 @ 1 ctx
2,218 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
61.2 tok/s
TG128 @ 1 ctx
7,253 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
175.3 tok/s
TG128 @ 1 ctx
7,670 tok/s
PP512
Qwen3.5-35B-A3B-Q8
BaseRTQ8
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
Apple M1 MaxMetal
72.2 tok/s
TG128 @ 1 ctx
251 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
7.5 tok/s
TG128 @ 1 ctx
1,127 tok/s
PP512
Qwen3.6-27B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
8.4 tok/s
TG128 @ 1 ctx
1,146 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
49.4 tok/s
TG128 @ 1 ctx
7,315 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
122.7 tok/s
TG128 @ 1 ctx
1,721 tok/s
PP512
Qwen3.8-27B-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
7.6 tok/s
TG128 @ 1 ctx
1,152 tok/s
PP512
Qwen3.6-27B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
7.5 tok/s
TG128 @ 1 ctx
1,141 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
121.9 tok/s
TG128 @ 1 ctx
1,711 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
70.8 tok/s
TG128 @ 1 ctx
247 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 ProMetal
72.7 tok/s
TG128 @ 1 ctx
734 tok/s
PP512
gemma-4-26B-A4B-it-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
40.4 tok/s
TG128 @ 1 ctx
6,045 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
178.8 tok/s
TG128 @ 1 ctx
2,202 tok/s
PP512
Qwen3.6-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
72.8 tok/s
TG128 @ 1 ctx
2,279 tok/s
PP512
Qwen3.5-2B-Base-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
208.0 tok/s
TG128 @ 1 ctx
1,727 tok/s
PP512
Qwen3.5-35B-A3B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
92.4 tok/s
TG128 @ 1 ctx
2,521 tok/s
PP512
Qwen3.6-35B-A3B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
72.2 tok/s
TG128 @ 1 ctx
232 tok/s
PP512
Qwen3.6-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
84.3 tok/s
TG128 @ 1 ctx
2,028 tok/s
PP512
Qwen3.6-27B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
12.3 tok/s
TG128 @ 1 ctx
1,127 tok/s
PP512
Qwen3.5-35B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
84.4 tok/s
TG128 @ 1 ctx
2,093 tok/s
PP512
Qwen3.5-2B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
205.4 tok/s
TG128 @ 1 ctx
1,721 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
99.0 tok/s
TG128 @ 1 ctx
7,439 tok/s
PP512
NVIDIA-Nemotron-3-Nano-30B-A3B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
99.8 tok/s
TG128 @ 1 ctx
3,862 tok/s
PP512
Qwen3.8-27B-Q4-mtp
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
13.1 tok/s
TG128 @ 1 ctx
1,136 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
13.1 tok/s
TG128 @ 1 ctx
1,131 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
157.5 tok/s
TG128 @ 1 ctx
1,725 tok/s
PP512
Qwen3-30B-A3B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
80.7 tok/s
TG128 @ 1 ctx
4,715 tok/s
PP512
Qwen3.6-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
13.0 tok/s
TG128 @ 1 ctx
344 tok/s
PP512
Qwen3-30B-A3B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
81.1 tok/s
TG128 @ 1 ctx
4,738 tok/s
PP512
Qwen3.8-27B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M1 MaxMetal
18.2 tok/s
TG128 @ 1 ctx
82 tok/s
PP512
Qwen3-1.7B-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
224.1 tok/s
TG128 @ 1 ctx
4,025 tok/s
PP512
gemma-4-26B-A4B-it-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
45.3 tok/s
TG128 @ 1 ctx
6,190 tok/s
PP512
gemma-4-26B-A4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
44.0 tok/s
TG128 @ 1 ctx
6,179 tok/s
PP512
gpt-oss-20b-MXFP4
BaseRTmxfp4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
60.2 tok/s
TG128 @ 1 ctx
4,424 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
320.5 tok/s
TG128 @ 1 ctx
6,058 tok/s
PP512
gpt-oss-20b-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
51.4 tok/s
TG128 @ 1 ctx
4,421 tok/s
PP512
gpt-oss-20b-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
57.3 tok/s
TG128 @ 1 ctx
4,292 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
295.1 tok/s
TG128 @ 1 ctx
1,713 tok/s
PP512
Llama-3.1-8B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
25.4 tok/s
TG128 @ 1 ctx
7,299 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
27.0 tok/s
TG128 @ 1 ctx
7,510 tok/s
PP512
gemma-4-E2B-it-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
87.7 tok/s
TG128 @ 1 ctx
19,246 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
301.7 tok/s
TG128 @ 1 ctx
1,718 tok/s
PP512
Llama-3.1-8B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
53.1 tok/s
TG128 @ 1 ctx
7,567 tok/s
PP512
Qwen3-8B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
50.3 tok/s
TG128 @ 1 ctx
1,452 tok/s
PP512
gemma-4-E4B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
71.3 tok/s
TG128 @ 1 ctx
3,674 tok/s
PP512
Mistral-7B-Instruct-v0.3-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
53.5 tok/s
TG128 @ 1 ctx
7,554 tok/s
PP512
gemma-4-E2B-it-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
79.0 tok/s
TG128 @ 1 ctx
18,372 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
318.4 tok/s
TG128 @ 1 ctx
4,146 tok/s
PP512
Qwen3-4B-Instruct-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
54.8 tok/s
TG128 @ 1 ctx
10,970 tok/s
PP512
Qwen3-4B-Thinking-2507-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
54.7 tok/s
TG128 @ 1 ctx
11,473 tok/s
PP512
Llama-3.2-3B-Instruct-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
69.4 tok/s
TG128 @ 1 ctx
14,988 tok/s
PP512
Llama-3.2-3B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
68.7 tok/s
TG128 @ 1 ctx
14,871 tok/s
PP512
gemma-4-E2B-it-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
139.8 tok/s
TG128 @ 1 ctx
12,036 tok/s
PP512
Llama-3.2-1B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
371.7 tok/s
TG128 @ 1 ctx
5,963 tok/s
PP512
Qwen3-4B-Thinking-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
73.2 tok/s
TG128 @ 1 ctx
11,020 tok/s
PP512
Qwen3-4B-Instruct-2507-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
73.7 tok/s
TG128 @ 1 ctx
11,246 tok/s
PP512
Llama-3.2-3B-Instruct-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
89.7 tok/s
TG128 @ 1 ctx
14,073 tok/s
PP512
Qwen3-4B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
91.3 tok/s
TG128 @ 1 ctx
2,822 tok/s
PP512
Qwen3.5-2B-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
113.5 tok/s
TG128 @ 1 ctx
6,754 tok/s
PP512
gemma-3-1b-it-Q8
BaseRTQ8
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
Apple M4 MaxMetal
281.0 tok/s
TG128 @ 1 ctx
7,527 tok/s
PP512
Llama-3.2-3B-Instruct-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
110.5 tok/s
TG128 @ 1 ctx
14,651 tok/s
PP512
Qwen3.5-2B-cuda-q4mix
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
151.5 tok/s
TG128 @ 1 ctx
6,837 tok/s
PP512
Llama-3.2-1B-Instruct-cuda-q8
BaseRTQ4
Nothing in this report ties it to a published model file. Reports from CLI 0.1.0 record only a model name and a file hash, so the run is grouped by the name it reported until it is reconciled.
NVIDIA GB10CUDA
173.7 tok/s
TG128 @ 1 ctx
34,296 tok/s
PP512
Llama-3.2-1B-Instruct-Q8
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
172.8 tok/s
TG128 @ 1 ctx
35,941 tok/s
PP512
Qwen3.5-2B-Base-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
181.9 tok/s
TG128 @ 1 ctx
4,191 tok/s
PP512
Qwen3.5-2B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
181.6 tok/s
TG128 @ 1 ctx
4,185 tok/s
PP512
Qwen3-1.7B-Q4
BaseRTQ4
The report's model SHA-256 matches a file published on Hugging Face, so the exact model bytes are known. This does not attest benchmark execution.
NVIDIA GB10CUDA
202.5 tok/s
TG128 @ 1 ctx
7,394 tok/s
PP512