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MiniMax-M2.1
Performance
32k
tokens
445.0
PP tok/s
18.5
TG tok/s
73642
TTFT (ms)
128.5
Peak mem (GB)
Hardware
Chip
M3 Ultra (80c)
Memory
512 GB
GPU Cores
80
Software
oMLX
v0.2.6
macOS
macOS 26.3
Context
32,768
Performance by Context Length
| Context | PP tok/s | TG tok/s | Peak Mem | |
|---|---|---|---|---|
| 1k | 665.5 | 46.9 | 120.7 GB | view |
| 4k | 753.0 | 40.0 | 121.7 GB | view |
| 8k | 695.7 | 33.9 | 122.6 GB | view |
| 16k | 588.8 | 27.0 | 124.6 GB | view |
| 32k | 445.0 | 18.5 | 128.5 GB | current |
| 64k | 296.6 | 11.6 | 136.4 GB | view |
Batching Results
| Batch Size | TG tok/s | Speedup |
|---|---|---|
| 1× | 46.9 | 1.00× |
| 2× | 70.7 | 1.51× |
| 4× | 101.5 | 2.16× |
| 8× | 141.4 | 3.01× |