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gemma-4-31b-abliterated
Performance
32k
tokens
227.7
PP tok/s
11.1
TG tok/s
143929
TTFT (ms)
22.8
Peak mem (GB)
Hardware
Chip
M3 Ultra (60c)
Memory
256 GB
GPU Cores
60
Software
oMLX
v0.3.4
macOS
macOS 26.4
Context
32,768
Performance by Context Length
| Context | PP tok/s | TG tok/s | Peak Mem | |
|---|---|---|---|---|
| 1k | 251.5 | 31.1 | 17.6 GB | view |
| 4k | 255.3 | 27.5 | 19.4 GB | view |
| 8k | 252.5 | 24.8 | 19.7 GB | view |
| 16k | 244.9 | 19.2 | 20.4 GB | view |
| 32k | 227.7 | 11.1 | 22.8 GB | current |
| 64k | 199.2 | 6.0 | 27.6 GB | view |
Batching Results
| Batch Size | TG tok/s | Speedup |
|---|---|---|
| 1× | 31.1 | 1.00× |
| 2× | 47.2 | 1.52× |
| 4× | 53.7 | 1.73× |
| 8× | 60.4 | 1.94× |