Reasoning model by mconcat · 22.15B parameters
Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled NVFP4 fits comfortably in your 24 GB Mac using Q6_K quantization, using 82% of your RAM.
~8 tok/s
Q6_K · 19.7 GB
| Quantization | Memory | Speed | Fits? |
|---|---|---|---|
| Q8_0 | 25.2 GB | ~6 tok/s | ✗ |
| Q6_K Recommended | 19.7 GB | ~8 tok/s | ✓ |
| Q5_K_M | 17.0 GB | ~10 tok/s | ✓ |
| Q4_K_M | 14.8 GB | ~12 tok/s | ✓ |
| Q3_K_M | 12.6 GB | ~14 tok/s | ✓ |
| Q2_K | 10.1 GB | ~18 tok/s | ✓ |
Minimum Mac
MacBook Air — M2 24GB
Q6_K · ~3 tok/s · 82% RAM
| Mac | Quant | tok/s | RAM % | |
|---|---|---|---|---|
| MacBook Air · M2 24GB | Q6_K | ~3 | 82% | |
| MacBook Air · M3 24GB | Q6_K | ~3 | 82% | |
| MacBook Air · M4 24GB | Q6_K | ~4 | 82% | |
| MacBook Air · M5 24GB | Q6_K | ~5 | 82% | |
| MacBook Air · M6 24GB | Q6_K | ~6 | 82% | |
| MacBook Pro 14" · M4 Pro 24GB | Q6_K | ~8 | 82% | |
| MacBook Pro 14" · M5 24GB | Q6_K | ~5 | 82% | |
| MacBook Pro 14" · M5 Pro 24GB | Q6_K | ~10 | 82% | |
| MacBook Pro 14" · M6 24GB | Q6_K | ~6 | 82% | |
| MacBook Pro 14" · M6 Pro 24GB | Q6_K | ~13 | 82% | |
| MacBook Pro 16" · M4 Pro 24GB | Q6_K | ~8 | 82% | |
| MacBook Pro 16" · M5 Pro 24GB | Q6_K | ~10 | 82% | |
| MacBook Pro 16" · M6 Pro 24GB | Q6_K | ~13 | 82% | |
| Mac Mini · M2 24GB | Q6_K | ~3 | 82% | |
| Mac Mini · M4 24GB | Q6_K | ~4 | 82% | |
| Mac Mini · M4 Pro 24GB | Q6_K | ~8 | 82% | |
| Mac Mini · M6 24GB | Q6_K | ~6 | 82% | |
| Mac Mini · M6 Pro 24GB | Q6_K | ~13 | 82% | |
| iMac · M3 24GB | Q6_K | ~3 | 82% | |
| iMac · M4 24GB | Q6_K | ~4 | 82% | |
| iMac · M6 24GB | Q6_K | ~6 | 82% | |
| MacBook Air · M4 32GB | Q8_0 | ~3 | 79% | |
| MacBook Air · M5 32GB | Q8_0 | ~4 | 79% | |
| MacBook Air · M6 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 14" · M1 Pro 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 14" · M2 Pro 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 14" · M5 32GB | Q8_0 | ~4 | 79% | |
| MacBook Pro 14" · M6 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 16" · M1 Pro 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 16" · M1 Max 32GB | Q8_0 | ~9 | 79% | |
| MacBook Pro 16" · M2 Pro 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 16" · M2 Max 32GB | Q8_0 | ~9 | 79% | |
| Mac Mini · M2 Pro 32GB | Q8_0 | ~5 | 79% | |
| Mac Mini · M4 32GB | Q8_0 | ~3 | 79% | |
| Mac Mini · M6 32GB | Q8_0 | ~5 | 79% | |
| Mac Studio · M1 Max 32GB | Q8_0 | ~9 | 79% | |
| Mac Studio · M2 Max 32GB | Q8_0 | ~9 | 79% | |
| iMac · M4 32GB | Q8_0 | ~3 | 79% | |
| iMac · M6 32GB | Q8_0 | ~5 | 79% | |
| MacBook Pro 14" · M3 Pro 36GB | Q8_0 | ~4 | 70% | |
| MacBook Pro 14" · M5 Max 36GB | Q8_0 | ~15 | 70% | |
| MacBook Pro 16" · M3 Pro 36GB | Q8_0 | ~4 | 70% | |
| MacBook Pro 16" · M3 Max 36GB | Q8_0 | ~9 | 70% | |
| MacBook Pro 16" · M4 Max 36GB | Q8_0 | ~13 | 70% | |
| MacBook Pro 16" · M5 Max 36GB | Q8_0 | ~15 | 70% | |
| Mac Studio · M4 Max 36GB | Q8_0 | ~13 | 70% | |
| MacBook Pro 14" · M4 Pro 48GB | Q8_0 | ~6 | 53% | |
| MacBook Pro 14" · M5 Pro 48GB | Q8_0 | ~7 | 53% | |
| MacBook Pro 14" · M5 Max 48GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 14" · M6 Pro 48GB | Q8_0 | ~10 | 53% | |
| MacBook Pro 14" · M6 Max 48GB | Q8_0 | ~22 | 53% | |
| MacBook Pro 16" · M3 Max 48GB | Q8_0 | ~9 | 53% | |
| MacBook Pro 16" · M4 Pro 48GB | Q8_0 | ~6 | 53% | |
| MacBook Pro 16" · M4 Max 48GB | Q8_0 | ~13 | 53% | |
| MacBook Pro 16" · M5 Pro 48GB | Q8_0 | ~7 | 53% | |
| MacBook Pro 16" · M5 Max 48GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 16" · M6 Pro 48GB | Q8_0 | ~10 | 53% | |
| MacBook Pro 16" · M6 Max 48GB | Q8_0 | ~22 | 53% | |
| Mac Mini · M4 Pro 48GB | Q8_0 | ~6 | 53% | |
| Mac Mini · M6 Pro 48GB | Q8_0 | ~10 | 53% | |
| Mac Studio · M6 Max 48GB | Q8_0 | ~22 | 53% | |
| MacBook Pro 14" · M5 Pro 64GB | Q8_0 | ~7 | 39% | |
| MacBook Pro 14" · M5 Max 64GB | Q8_0 | ~15 | 39% | |
| MacBook Pro 14" · M6 Pro 64GB | Q8_0 | ~10 | 39% | |
| MacBook Pro 14" · M6 Max 64GB | Q8_0 | ~22 | 39% | |
| MacBook Pro 16" · M1 Max 64GB | Q8_0 | ~9 | 39% | |
| MacBook Pro 16" · M2 Max 64GB | Q8_0 | ~9 | 39% | |
| MacBook Pro 16" · M3 Max 64GB | Q8_0 | ~9 | 39% | |
| MacBook Pro 16" · M4 Max 64GB | Q8_0 | ~13 | 39% | |
| MacBook Pro 16" · M5 Max 64GB | Q8_0 | ~15 | 39% | |
| MacBook Pro 16" · M6 Pro 64GB | Q8_0 | ~10 | 39% | |
| MacBook Pro 16" · M6 Max 64GB | Q8_0 | ~22 | 39% | |
| Mac Mini · M6 Pro 64GB | Q8_0 | ~10 | 39% | |
| Mac Studio · M1 Max 64GB | Q8_0 | ~9 | 39% | |
| Mac Studio · M1 Ultra 64GB | Q8_0 | ~19 | 39% | |
| Mac Studio · M2 Max 64GB | Q8_0 | ~9 | 39% | |
| Mac Studio · M2 Ultra 64GB | Q8_0 | ~19 | 39% | |
| Mac Studio · M4 Max 64GB | Q8_0 | ~13 | 39% | |
| Mac Studio · M6 Max 64GB | Q8_0 | ~22 | 39% | |
| MacBook Pro 16" · M2 Max 96GB | Q8_0 | ~9 | 26% | |
| MacBook Pro 16" · M3 Max 96GB | Q8_0 | ~9 | 26% | |
| Mac Studio · M2 Max 96GB | Q8_0 | ~9 | 26% | |
| Mac Studio · M2 Ultra 96GB | Q8_0 | ~19 | 26% | |
| Mac Pro · M2 Ultra 96GB | Q8_0 | ~19 | 26% | |
| MacBook Pro 14" · M5 Max 128GB | Q8_0 | ~15 | 20% | |
| MacBook Pro 14" · M6 Max 128GB | Q8_0 | ~22 | 20% | |
| MacBook Pro 16" · M3 Max 128GB | Q8_0 | ~9 | 20% | |
| MacBook Pro 16" · M4 Max 128GB | Q8_0 | ~13 | 20% | |
| MacBook Pro 16" · M5 Max 128GB | Q8_0 | ~15 | 20% | |
| MacBook Pro 16" · M6 Max 128GB | Q8_0 | ~22 | 20% | |
| Mac Studio · M1 Ultra 128GB | Q8_0 | ~19 | 20% | |
| Mac Studio · M2 Ultra 128GB | Q8_0 | ~19 | 20% | |
| Mac Studio · M4 Max 128GB | Q8_0 | ~13 | 20% | |
| Mac Studio · M4 Ultra 128GB | Q8_0 | ~19 | 20% | |
| Mac Studio · M6 Max 128GB | Q8_0 | ~22 | 20% | |
| Mac Pro · M2 Ultra 128GB | Q8_0 | ~19 | 20% | |
| Mac Pro · M4 Ultra 128GB | Q8_0 | ~19 | 20% | |
| MacBook Pro 14" · M6 Max 192GB | Q8_0 | ~22 | 13% | |
| MacBook Pro 16" · M6 Max 192GB | Q8_0 | ~22 | 13% | |
| MacBook Pro 16" · M6 Ultra 192GB | Q8_0 | ~44 | 13% | |
| Mac Studio · M2 Ultra 192GB | Q8_0 | ~19 | 13% | |
| Mac Studio · M4 Ultra 192GB | Q8_0 | ~19 | 13% | |
| Mac Studio · M6 Max 192GB | Q8_0 | ~22 | 13% | |
| Mac Studio · M6 Ultra 192GB | Q8_0 | ~44 | 13% | |
| Mac Pro · M2 Ultra 192GB | Q8_0 | ~19 | 13% | |
| Mac Pro · M4 Ultra 192GB | Q8_0 | ~19 | 13% | |
| Mac Pro · M6 Ultra 192GB | Q8_0 | ~44 | 13% | |
| MacBook Pro 16" · M6 Ultra 256GB | Q8_0 | ~44 | 10% | |
| Mac Studio · M4 Ultra 256GB | Q8_0 | ~19 | 10% | |
| Mac Studio · M6 Ultra 256GB | Q8_0 | ~44 | 10% | |
| Mac Pro · M4 Ultra 256GB | Q8_0 | ~19 | 10% | |
| Mac Pro · M6 Ultra 256GB | Q8_0 | ~44 | 10% | |
| MacBook Pro 16" · M6 Ultra 384GB | Q8_0 | ~44 | 7% | |
| Mac Studio · M6 Ultra 384GB | Q8_0 | ~44 | 7% | |
| Mac Pro · M6 Ultra 384GB | Q8_0 | ~44 | 7% | |
| MacBook Air · M1 16GB | Q3_K_M | ~4 | 79% | |
| MacBook Air · M2 16GB | Q3_K_M | ~5 | 79% | |
| MacBook Air · M3 16GB | Q3_K_M | ~5 | 79% | |
| MacBook Air · M4 16GB | Q3_K_M | ~6 | 79% | |
| MacBook Air · M5 16GB | Q3_K_M | ~8 | 79% | |
| MacBook Air · M6 16GB | Q3_K_M | ~11 | 79% | |
| MacBook Pro 14" · M1 Pro 16GB | Q3_K_M | ~10 | 79% | |
| MacBook Pro 14" · M2 Pro 16GB | Q3_K_M | ~10 | 79% | |
| MacBook Pro 14" · M5 16GB | Q3_K_M | ~8 | 79% | |
| MacBook Pro 14" · M6 16GB | Q3_K_M | ~11 | 79% | |
| MacBook Pro 16" · M1 Pro 16GB | Q3_K_M | ~10 | 79% | |
| MacBook Pro 16" · M2 Pro 16GB | Q3_K_M | ~10 | 79% | |
| Mac Mini · M1 16GB | Q3_K_M | ~4 | 79% | |
| Mac Mini · M2 16GB | Q3_K_M | ~5 | 79% | |
| Mac Mini · M2 Pro 16GB | Q3_K_M | ~10 | 79% | |
| Mac Mini · M4 16GB | Q3_K_M | ~6 | 79% | |
| Mac Mini · M6 16GB | Q3_K_M | ~11 | 79% | |
| iMac · M1 16GB | Q3_K_M | ~4 | 79% | |
| iMac · M3 16GB | Q3_K_M | ~5 | 79% | |
| iMac · M4 16GB | Q3_K_M | ~6 | 79% | |
| iMac · M6 16GB | Q3_K_M | ~11 | 79% | |
| MacBook Pro 14" · M3 Pro 18GB | Q4_K_M | ~6 | 82% | |
| MacBook Pro 16" · M3 Pro 18GB | Q4_K_M | ~6 | 82% | |
| MacBook Air · M1 8GB | — | — | 127% | |
| MacBook Air · M2 8GB | — | — | 127% | |
| MacBook Air · M3 8GB | — | — | 127% | |
| Mac Mini · M1 8GB | — | — | 127% | |
| Mac Mini · M2 8GB | — | — | 127% | |
| iMac · M1 8GB | — | — | 127% | |
| iMac · M3 8GB | — | — | 127% |
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