General model by inclusionai · 16.8B parameters · Released 2025-02-28
Ling lite fits comfortably in your 24 GB Mac using Q8_0 quantization, using 80% of your RAM.
~61 tok/s
Q8_0 · 19.2 GB
| Quantization | Memory | Speed | Fits? |
|---|---|---|---|
| Q8_0 Recommended | 19.2 GB | ~61 tok/s | ✓ |
| Q6_K | 15.0 GB | ~80 tok/s | ✓ |
| Q5_K_M | 13.0 GB | ~95 tok/s | ✓ |
| Q4_K_M | 11.3 GB | ~111 tok/s | ✓ |
| Q3_K_M | 9.7 GB | ~134 tok/s | ✓ |
| Q2_K | 7.8 GB | ~174 tok/s | ✓ |
GGUF Sources
Minimum Mac
MacBook Air — M2 24GB
Q8_0 · ~22 tok/s · 80% RAM
| Mac | Quant | tok/s | RAM % | |
|---|---|---|---|---|
| MacBook Air · M2 24GB | Q8_0 | ~22 | 80% | |
| MacBook Air · M3 24GB | Q8_0 | ~22 | 80% | |
| MacBook Air · M4 24GB | Q8_0 | ~27 | 80% | |
| MacBook Air · M5 24GB | Q8_0 | ~34 | 80% | |
| MacBook Air · M6 24GB | Q8_0 | ~46 | 80% | |
| MacBook Pro 14" · M4 Pro 24GB | Q8_0 | ~61 | 80% | |
| MacBook Pro 14" · M5 24GB | Q8_0 | ~34 | 80% | |
| MacBook Pro 14" · M5 Pro 24GB | Q8_0 | ~69 | 80% | |
| MacBook Pro 14" · M6 24GB | Q8_0 | ~46 | 80% | |
| MacBook Pro 14" · M6 Pro 24GB | Q8_0 | ~92 | 80% | |
| MacBook Pro 16" · M4 Pro 24GB | Q8_0 | ~61 | 80% | |
| MacBook Pro 16" · M5 Pro 24GB | Q8_0 | ~69 | 80% | |
| MacBook Pro 16" · M6 Pro 24GB | Q8_0 | ~92 | 80% | |
| Mac Mini · M2 24GB | Q8_0 | ~22 | 80% | |
| Mac Mini · M4 24GB | Q8_0 | ~27 | 80% | |
| Mac Mini · M4 Pro 24GB | Q8_0 | ~61 | 80% | |
| Mac Mini · M6 24GB | Q8_0 | ~46 | 80% | |
| Mac Mini · M6 Pro 24GB | Q8_0 | ~92 | 80% | |
| iMac · M3 24GB | Q8_0 | ~22 | 80% | |
| iMac · M4 24GB | Q8_0 | ~27 | 80% | |
| iMac · M6 24GB | Q8_0 | ~46 | 80% | |
| MacBook Air · M4 32GB | Q8_0 | ~27 | 60% | |
| MacBook Air · M5 32GB | Q8_0 | ~34 | 60% | |
| MacBook Air · M6 32GB | Q8_0 | ~46 | 60% | |
| MacBook Pro 14" · M1 Pro 32GB | Q8_0 | ~45 | 60% | |
| MacBook Pro 14" · M2 Pro 32GB | Q8_0 | ~45 | 60% | |
| MacBook Pro 14" · M5 32GB | Q8_0 | ~34 | 60% | |
| MacBook Pro 14" · M6 32GB | Q8_0 | ~46 | 60% | |
| MacBook Pro 16" · M1 Pro 32GB | Q8_0 | ~45 | 60% | |
| MacBook Pro 16" · M1 Max 32GB | Q8_0 | ~90 | 60% | |
| MacBook Pro 16" · M2 Pro 32GB | Q8_0 | ~45 | 60% | |
| MacBook Pro 16" · M2 Max 32GB | Q8_0 | ~90 | 60% | |
| Mac Mini · M2 Pro 32GB | Q8_0 | ~45 | 60% | |
| Mac Mini · M4 32GB | Q8_0 | ~27 | 60% | |
| Mac Mini · M6 32GB | Q8_0 | ~46 | 60% | |
| Mac Studio · M1 Max 32GB | Q8_0 | ~90 | 60% | |
| Mac Studio · M2 Max 32GB | Q8_0 | ~90 | 60% | |
| iMac · M4 32GB | Q8_0 | ~27 | 60% | |
| iMac · M6 32GB | Q8_0 | ~46 | 60% | |
| MacBook Pro 14" · M3 Pro 36GB | Q8_0 | ~34 | 53% | |
| MacBook Pro 14" · M5 Max 36GB | Q8_0 | ~138 | 53% | |
| MacBook Pro 16" · M3 Pro 36GB | Q8_0 | ~34 | 53% | |
| MacBook Pro 16" · M3 Max 36GB | Q8_0 | ~90 | 53% | |
| MacBook Pro 16" · M4 Max 36GB | Q8_0 | ~122 | 53% | |
| MacBook Pro 16" · M5 Max 36GB | Q8_0 | ~138 | 53% | |
| Mac Studio · M4 Max 36GB | Q8_0 | ~122 | 53% | |
| MacBook Pro 14" · M4 Pro 48GB | Q8_0 | ~61 | 40% | |
| MacBook Pro 14" · M5 Pro 48GB | Q8_0 | ~69 | 40% | |
| MacBook Pro 14" · M5 Max 48GB | Q8_0 | ~138 | 40% | |
| MacBook Pro 14" · M6 Pro 48GB | Q8_0 | ~92 | 40% | |
| MacBook Pro 14" · M6 Max 48GB | Q8_0 | ~206 | 40% | |
| MacBook Pro 16" · M3 Max 48GB | Q8_0 | ~90 | 40% | |
| MacBook Pro 16" · M4 Pro 48GB | Q8_0 | ~61 | 40% | |
| MacBook Pro 16" · M4 Max 48GB | Q8_0 | ~122 | 40% | |
| MacBook Pro 16" · M5 Pro 48GB | Q8_0 | ~69 | 40% | |
| MacBook Pro 16" · M5 Max 48GB | Q8_0 | ~138 | 40% | |
| MacBook Pro 16" · M6 Pro 48GB | Q8_0 | ~92 | 40% | |
| MacBook Pro 16" · M6 Max 48GB | Q8_0 | ~206 | 40% | |
| Mac Mini · M4 Pro 48GB | Q8_0 | ~61 | 40% | |
| Mac Mini · M6 Pro 48GB | Q8_0 | ~92 | 40% | |
| Mac Studio · M6 Max 48GB | Q8_0 | ~206 | 40% | |
| MacBook Pro 14" · M5 Pro 64GB | Q8_0 | ~69 | 30% | |
| MacBook Pro 14" · M5 Max 64GB | Q8_0 | ~138 | 30% | |
| MacBook Pro 14" · M6 Pro 64GB | Q8_0 | ~92 | 30% | |
| MacBook Pro 14" · M6 Max 64GB | Q8_0 | ~206 | 30% | |
| MacBook Pro 16" · M1 Max 64GB | Q8_0 | ~90 | 30% | |
| MacBook Pro 16" · M2 Max 64GB | Q8_0 | ~90 | 30% | |
| MacBook Pro 16" · M3 Max 64GB | Q8_0 | ~90 | 30% | |
| MacBook Pro 16" · M4 Max 64GB | Q8_0 | ~122 | 30% | |
| MacBook Pro 16" · M5 Max 64GB | Q8_0 | ~138 | 30% | |
| MacBook Pro 16" · M6 Pro 64GB | Q8_0 | ~92 | 30% | |
| MacBook Pro 16" · M6 Max 64GB | Q8_0 | ~206 | 30% | |
| Mac Mini · M6 Pro 64GB | Q8_0 | ~92 | 30% | |
| Mac Studio · M1 Max 64GB | Q8_0 | ~90 | 30% | |
| Mac Studio · M1 Ultra 64GB | Q8_0 | ~179 | 30% | |
| Mac Studio · M2 Max 64GB | Q8_0 | ~90 | 30% | |
| Mac Studio · M2 Ultra 64GB | Q8_0 | ~179 | 30% | |
| Mac Studio · M4 Max 64GB | Q8_0 | ~122 | 30% | |
| Mac Studio · M6 Max 64GB | Q8_0 | ~206 | 30% | |
| MacBook Pro 16" · M2 Max 96GB | Q8_0 | ~90 | 20% | |
| MacBook Pro 16" · M3 Max 96GB | Q8_0 | ~90 | 20% | |
| Mac Studio · M2 Max 96GB | Q8_0 | ~90 | 20% | |
| Mac Studio · M2 Ultra 96GB | Q8_0 | ~179 | 20% | |
| Mac Pro · M2 Ultra 96GB | Q8_0 | ~179 | 20% | |
| MacBook Pro 14" · M5 Max 128GB | Q8_0 | ~138 | 15% | |
| MacBook Pro 14" · M6 Max 128GB | Q8_0 | ~206 | 15% | |
| MacBook Pro 16" · M3 Max 128GB | Q8_0 | ~90 | 15% | |
| MacBook Pro 16" · M4 Max 128GB | Q8_0 | ~122 | 15% | |
| MacBook Pro 16" · M5 Max 128GB | Q8_0 | ~138 | 15% | |
| MacBook Pro 16" · M6 Max 128GB | Q8_0 | ~206 | 15% | |
| Mac Studio · M1 Ultra 128GB | Q8_0 | ~179 | 15% | |
| Mac Studio · M2 Ultra 128GB | Q8_0 | ~179 | 15% | |
| Mac Studio · M4 Max 128GB | Q8_0 | ~122 | 15% | |
| Mac Studio · M4 Ultra 128GB | Q8_0 | ~184 | 15% | |
| Mac Studio · M6 Max 128GB | Q8_0 | ~206 | 15% | |
| Mac Pro · M2 Ultra 128GB | Q8_0 | ~179 | 15% | |
| Mac Pro · M4 Ultra 128GB | Q8_0 | ~184 | 15% | |
| MacBook Pro 14" · M6 Max 192GB | Q8_0 | ~206 | 10% | |
| MacBook Pro 16" · M6 Max 192GB | Q8_0 | ~206 | 10% | |
| MacBook Pro 16" · M6 Ultra 192GB | Q8_0 | ~413 | 10% | |
| Mac Studio · M2 Ultra 192GB | Q8_0 | ~179 | 10% | |
| Mac Studio · M4 Ultra 192GB | Q8_0 | ~184 | 10% | |
| Mac Studio · M6 Max 192GB | Q8_0 | ~206 | 10% | |
| Mac Studio · M6 Ultra 192GB | Q8_0 | ~413 | 10% | |
| Mac Pro · M2 Ultra 192GB | Q8_0 | ~179 | 10% | |
| Mac Pro · M4 Ultra 192GB | Q8_0 | ~184 | 10% | |
| Mac Pro · M6 Ultra 192GB | Q8_0 | ~413 | 10% | |
| MacBook Pro 16" · M6 Ultra 256GB | Q8_0 | ~413 | 8% | |
| Mac Studio · M4 Ultra 256GB | Q8_0 | ~184 | 8% | |
| Mac Studio · M6 Ultra 256GB | Q8_0 | ~413 | 8% | |
| Mac Pro · M4 Ultra 256GB | Q8_0 | ~184 | 8% | |
| Mac Pro · M6 Ultra 256GB | Q8_0 | ~413 | 8% | |
| MacBook Pro 16" · M6 Ultra 384GB | Q8_0 | ~413 | 5% | |
| Mac Studio · M6 Ultra 384GB | Q8_0 | ~413 | 5% | |
| Mac Pro · M6 Ultra 384GB | Q8_0 | ~413 | 5% | |
| MacBook Air · M1 16GB | Q5_K_M | ~24 | 81% | |
| MacBook Air · M2 16GB | Q5_K_M | ~35 | 81% | |
| MacBook Air · M3 16GB | Q5_K_M | ~35 | 81% | |
| MacBook Air · M4 16GB | Q5_K_M | ~42 | 81% | |
| MacBook Air · M5 16GB | Q5_K_M | ~53 | 81% | |
| MacBook Air · M6 16GB | Q5_K_M | ~71 | 81% | |
| MacBook Pro 14" · M1 Pro 16GB | Q5_K_M | ~69 | 81% | |
| MacBook Pro 14" · M2 Pro 16GB | Q5_K_M | ~69 | 81% | |
| MacBook Pro 14" · M5 16GB | Q5_K_M | ~53 | 81% | |
| MacBook Pro 14" · M6 16GB | Q5_K_M | ~71 | 81% | |
| MacBook Pro 16" · M1 Pro 16GB | Q5_K_M | ~69 | 81% | |
| MacBook Pro 16" · M2 Pro 16GB | Q5_K_M | ~69 | 81% | |
| Mac Mini · M1 16GB | Q5_K_M | ~24 | 81% | |
| Mac Mini · M2 16GB | Q5_K_M | ~35 | 81% | |
| Mac Mini · M2 Pro 16GB | Q5_K_M | ~69 | 81% | |
| Mac Mini · M4 16GB | Q5_K_M | ~42 | 81% | |
| Mac Mini · M6 16GB | Q5_K_M | ~71 | 81% | |
| iMac · M1 16GB | Q5_K_M | ~24 | 81% | |
| iMac · M3 16GB | Q5_K_M | ~35 | 81% | |
| iMac · M4 16GB | Q5_K_M | ~42 | 81% | |
| iMac · M6 16GB | Q5_K_M | ~71 | 81% | |
| MacBook Pro 14" · M3 Pro 18GB | Q6_K | ~44 | 84% | |
| MacBook Pro 16" · M3 Pro 18GB | Q6_K | ~44 | 84% | |
| MacBook Air · M1 8GB | — | — | 98% | |
| MacBook Air · M2 8GB | — | — | 98% | |
| MacBook Air · M3 8GB | — | — | 98% | |
| Mac Mini · M1 8GB | — | — | 98% | |
| Mac Mini · M2 8GB | — | — | 98% | |
| iMac · M1 8GB | — | — | 98% | |
| iMac · M3 8GB | — | — | 98% |
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