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gemma-4-31B-it-uncensored-heretic-oQ4
Performance
64k
tokens
70.2
PP tok/s
6.0
TG tok/s
933861
TTFT (ms)
28.1
Peak mem (GB)
Hardware
Chip
M1 Max (24c)
Memory
64 GB
GPU Cores
24
Software
oMLX
v0.4.0
macOS
macOS 26.5.1
Context
65,536
Performance by Context Length
| Context | PP tok/s | TG tok/s | Peak Mem | |
|---|---|---|---|---|
| 1k | 94.0 | 13.4 | 18.1 GB | view |
| 4k | 93.3 | 12.7 | 19.9 GB | view |
| 8k | 92.1 | 11.9 | 20.3 GB | view |
| 16k | 88.9 | 10.6 | 21.0 GB | view |
| 32k | 81.0 | 8.6 | 23.4 GB | view |
| 64k | 70.2 | 6.0 | 28.1 GB | current |
| 128k | 53.1 | 3.6 | 37.5 GB | view |
Batching Results
| Batch Size | TG tok/s | Speedup |
|---|---|---|
| 1× | 13.4 | 1.00× |
| 2× | 15.0 | 1.12× |
| 4× | 30.6 | 2.28× |