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gemma-4-31b-mxfp8
Performance
1k
tokens
81.2
PP tok/s
6.9
TG tok/s
12620
TTFT (ms)
32.3
Peak mem (GB)
Hardware
Chip
M4 Pro (16c)
Memory
64 GB
GPU Cores
16
Software
oMLX
v0.3.1
macOS
macOS 26.3
Context
1,024
Performance by Context Length
| Context | PP tok/s | TG tok/s | Peak Mem | |
|---|---|---|---|---|
| 1k | 81.2 | 6.9 | 32.3 GB | current |
| 4k | 79.3 | 6.6 | 33.9 GB | view |
| 8k | 78.3 | 6.3 | 34.1 GB | view |
| 16k | 76.1 | 4.4 | 35.0 GB | view |
| 32k | 70.4 | 1.8 | 37.3 GB | view |
| 64k | 52.7 | 1.0 | 42.1 GB | view |
Batching Results
| Batch Size | TG tok/s | Speedup |
|---|---|---|
| 1× | 6.9 | 1.00× |
| 2× | 6.8 | 0.99× |
| 4× | 6.8 | 0.99× |