Coding model by BigCode · 7.17B parameters · Released 2024-02-20
starcoder2 7b fits comfortably in your 24 GB Mac using Q8_0 quantization, using 35% of your RAM.
~20 tok/s
Q8_0 · 8.5 GB
| Quantization | Memory | Speed | Fits? |
|---|---|---|---|
| Q8_0 Recommended | 8.5 GB | ~20 tok/s | ✓ |
| Q6_K | 6.7 GB | ~26 tok/s | ✓ |
| Q5_K_M | 5.8 GB | ~31 tok/s | ✓ |
| Q4_K_M | 5.1 GB | ~36 tok/s | ✓ |
| Q3_K_M | 4.4 GB | ~44 tok/s | ✓ |
| Q2_K | 3.6 GB | ~57 tok/s | ✓ |
Minimum Mac
MacBook Air — M1 16GB
Q8_0 · ~5 tok/s · 53% RAM
| Mac | Quant | tok/s | RAM % | |
|---|---|---|---|---|
| MacBook Air · M1 16GB | Q8_0 | ~5 | 53% | |
| MacBook Air · M2 16GB | Q8_0 | ~7 | 53% | |
| MacBook Air · M3 16GB | Q8_0 | ~7 | 53% | |
| MacBook Air · M4 16GB | Q8_0 | ~9 | 53% | |
| MacBook Air · M5 16GB | Q8_0 | ~11 | 53% | |
| MacBook Air · M6 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 14" · M1 Pro 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 14" · M2 Pro 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 14" · M5 16GB | Q8_0 | ~11 | 53% | |
| MacBook Pro 14" · M6 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 16" · M1 Pro 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 16" · M2 Pro 16GB | Q8_0 | ~15 | 53% | |
| Mac Mini · M1 16GB | Q8_0 | ~5 | 53% | |
| Mac Mini · M2 16GB | Q8_0 | ~7 | 53% | |
| Mac Mini · M2 Pro 16GB | Q8_0 | ~15 | 53% | |
| Mac Mini · M4 16GB | Q8_0 | ~9 | 53% | |
| Mac Mini · M6 16GB | Q8_0 | ~15 | 53% | |
| iMac · M1 16GB | Q8_0 | ~5 | 53% | |
| iMac · M3 16GB | Q8_0 | ~7 | 53% | |
| iMac · M4 16GB | Q8_0 | ~9 | 53% | |
| iMac · M6 16GB | Q8_0 | ~15 | 53% | |
| MacBook Pro 14" · M3 Pro 18GB | Q8_0 | ~11 | 47% | |
| MacBook Pro 16" · M3 Pro 18GB | Q8_0 | ~11 | 47% | |
| MacBook Air · M2 24GB | Q8_0 | ~7 | 35% | |
| MacBook Air · M3 24GB | Q8_0 | ~7 | 35% | |
| MacBook Air · M4 24GB | Q8_0 | ~9 | 35% | |
| MacBook Air · M5 24GB | Q8_0 | ~11 | 35% | |
| MacBook Air · M6 24GB | Q8_0 | ~15 | 35% | |
| MacBook Pro 14" · M4 Pro 24GB | Q8_0 | ~20 | 35% | |
| MacBook Pro 14" · M5 24GB | Q8_0 | ~11 | 35% | |
| MacBook Pro 14" · M5 Pro 24GB | Q8_0 | ~22 | 35% | |
| MacBook Pro 14" · M6 24GB | Q8_0 | ~15 | 35% | |
| MacBook Pro 14" · M6 Pro 24GB | Q8_0 | ~30 | 35% | |
| MacBook Pro 16" · M4 Pro 24GB | Q8_0 | ~20 | 35% | |
| MacBook Pro 16" · M5 Pro 24GB | Q8_0 | ~22 | 35% | |
| MacBook Pro 16" · M6 Pro 24GB | Q8_0 | ~30 | 35% | |
| Mac Mini · M2 24GB | Q8_0 | ~7 | 35% | |
| Mac Mini · M4 24GB | Q8_0 | ~9 | 35% | |
| Mac Mini · M4 Pro 24GB | Q8_0 | ~20 | 35% | |
| Mac Mini · M6 24GB | Q8_0 | ~15 | 35% | |
| Mac Mini · M6 Pro 24GB | Q8_0 | ~30 | 35% | |
| iMac · M3 24GB | Q8_0 | ~7 | 35% | |
| iMac · M4 24GB | Q8_0 | ~9 | 35% | |
| iMac · M6 24GB | Q8_0 | ~15 | 35% | |
| MacBook Air · M4 32GB | Q8_0 | ~9 | 27% | |
| MacBook Air · M5 32GB | Q8_0 | ~11 | 27% | |
| MacBook Air · M6 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 14" · M1 Pro 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 14" · M2 Pro 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 14" · M5 32GB | Q8_0 | ~11 | 27% | |
| MacBook Pro 14" · M6 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 16" · M1 Pro 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 16" · M1 Max 32GB | Q8_0 | ~29 | 27% | |
| MacBook Pro 16" · M2 Pro 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 16" · M2 Max 32GB | Q8_0 | ~29 | 27% | |
| Mac Mini · M2 Pro 32GB | Q8_0 | ~15 | 27% | |
| Mac Mini · M4 32GB | Q8_0 | ~9 | 27% | |
| Mac Mini · M6 32GB | Q8_0 | ~15 | 27% | |
| Mac Studio · M1 Max 32GB | Q8_0 | ~29 | 27% | |
| Mac Studio · M2 Max 32GB | Q8_0 | ~29 | 27% | |
| iMac · M4 32GB | Q8_0 | ~9 | 27% | |
| iMac · M6 32GB | Q8_0 | ~15 | 27% | |
| MacBook Pro 14" · M3 Pro 36GB | Q8_0 | ~11 | 24% | |
| MacBook Pro 14" · M5 Max 36GB | Q8_0 | ~45 | 24% | |
| MacBook Pro 16" · M3 Pro 36GB | Q8_0 | ~11 | 24% | |
| MacBook Pro 16" · M3 Max 36GB | Q8_0 | ~29 | 24% | |
| MacBook Pro 16" · M4 Max 36GB | Q8_0 | ~40 | 24% | |
| MacBook Pro 16" · M5 Max 36GB | Q8_0 | ~45 | 24% | |
| Mac Studio · M4 Max 36GB | Q8_0 | ~40 | 24% | |
| MacBook Pro 14" · M4 Pro 48GB | Q8_0 | ~20 | 18% | |
| MacBook Pro 14" · M5 Pro 48GB | Q8_0 | ~22 | 18% | |
| MacBook Pro 14" · M5 Max 48GB | Q8_0 | ~45 | 18% | |
| MacBook Pro 14" · M6 Pro 48GB | Q8_0 | ~30 | 18% | |
| MacBook Pro 14" · M6 Max 48GB | Q8_0 | ~67 | 18% | |
| MacBook Pro 16" · M3 Max 48GB | Q8_0 | ~29 | 18% | |
| MacBook Pro 16" · M4 Pro 48GB | Q8_0 | ~20 | 18% | |
| MacBook Pro 16" · M4 Max 48GB | Q8_0 | ~40 | 18% | |
| MacBook Pro 16" · M5 Pro 48GB | Q8_0 | ~22 | 18% | |
| MacBook Pro 16" · M5 Max 48GB | Q8_0 | ~45 | 18% | |
| MacBook Pro 16" · M6 Pro 48GB | Q8_0 | ~30 | 18% | |
| MacBook Pro 16" · M6 Max 48GB | Q8_0 | ~67 | 18% | |
| Mac Mini · M4 Pro 48GB | Q8_0 | ~20 | 18% | |
| Mac Mini · M6 Pro 48GB | Q8_0 | ~30 | 18% | |
| Mac Studio · M6 Max 48GB | Q8_0 | ~67 | 18% | |
| MacBook Pro 14" · M5 Pro 64GB | Q8_0 | ~22 | 13% | |
| MacBook Pro 14" · M5 Max 64GB | Q8_0 | ~45 | 13% | |
| MacBook Pro 14" · M6 Pro 64GB | Q8_0 | ~30 | 13% | |
| MacBook Pro 14" · M6 Max 64GB | Q8_0 | ~67 | 13% | |
| MacBook Pro 16" · M1 Max 64GB | Q8_0 | ~29 | 13% | |
| MacBook Pro 16" · M2 Max 64GB | Q8_0 | ~29 | 13% | |
| MacBook Pro 16" · M3 Max 64GB | Q8_0 | ~29 | 13% | |
| MacBook Pro 16" · M4 Max 64GB | Q8_0 | ~40 | 13% | |
| MacBook Pro 16" · M5 Max 64GB | Q8_0 | ~45 | 13% | |
| MacBook Pro 16" · M6 Pro 64GB | Q8_0 | ~30 | 13% | |
| MacBook Pro 16" · M6 Max 64GB | Q8_0 | ~67 | 13% | |
| Mac Mini · M6 Pro 64GB | Q8_0 | ~30 | 13% | |
| Mac Studio · M1 Max 64GB | Q8_0 | ~29 | 13% | |
| Mac Studio · M1 Ultra 64GB | Q8_0 | ~58 | 13% | |
| Mac Studio · M2 Max 64GB | Q8_0 | ~29 | 13% | |
| Mac Studio · M2 Ultra 64GB | Q8_0 | ~58 | 13% | |
| Mac Studio · M4 Max 64GB | Q8_0 | ~40 | 13% | |
| Mac Studio · M6 Max 64GB | Q8_0 | ~67 | 13% | |
| MacBook Pro 16" · M2 Max 96GB | Q8_0 | ~29 | 9% | |
| MacBook Pro 16" · M3 Max 96GB | Q8_0 | ~29 | 9% | |
| Mac Studio · M2 Max 96GB | Q8_0 | ~29 | 9% | |
| Mac Studio · M2 Ultra 96GB | Q8_0 | ~58 | 9% | |
| Mac Pro · M2 Ultra 96GB | Q8_0 | ~58 | 9% | |
| MacBook Pro 14" · M5 Max 128GB | Q8_0 | ~45 | 7% | |
| MacBook Pro 14" · M6 Max 128GB | Q8_0 | ~67 | 7% | |
| MacBook Pro 16" · M3 Max 128GB | Q8_0 | ~29 | 7% | |
| MacBook Pro 16" · M4 Max 128GB | Q8_0 | ~40 | 7% | |
| MacBook Pro 16" · M5 Max 128GB | Q8_0 | ~45 | 7% | |
| MacBook Pro 16" · M6 Max 128GB | Q8_0 | ~67 | 7% | |
| Mac Studio · M1 Ultra 128GB | Q8_0 | ~58 | 7% | |
| Mac Studio · M2 Ultra 128GB | Q8_0 | ~58 | 7% | |
| Mac Studio · M4 Max 128GB | Q8_0 | ~40 | 7% | |
| Mac Studio · M4 Ultra 128GB | Q8_0 | ~60 | 7% | |
| Mac Studio · M6 Max 128GB | Q8_0 | ~67 | 7% | |
| Mac Pro · M2 Ultra 128GB | Q8_0 | ~58 | 7% | |
| Mac Pro · M4 Ultra 128GB | Q8_0 | ~60 | 7% | |
| MacBook Pro 14" · M6 Max 192GB | Q8_0 | ~67 | 4% | |
| MacBook Pro 16" · M6 Max 192GB | Q8_0 | ~67 | 4% | |
| MacBook Pro 16" · M6 Ultra 192GB | Q8_0 | ~135 | 4% | |
| Mac Studio · M2 Ultra 192GB | Q8_0 | ~58 | 4% | |
| Mac Studio · M4 Ultra 192GB | Q8_0 | ~60 | 4% | |
| Mac Studio · M6 Max 192GB | Q8_0 | ~67 | 4% | |
| Mac Studio · M6 Ultra 192GB | Q8_0 | ~135 | 4% | |
| Mac Pro · M2 Ultra 192GB | Q8_0 | ~58 | 4% | |
| Mac Pro · M4 Ultra 192GB | Q8_0 | ~60 | 4% | |
| Mac Pro · M6 Ultra 192GB | Q8_0 | ~135 | 4% | |
| MacBook Pro 16" · M6 Ultra 256GB | Q8_0 | ~135 | 3% | |
| Mac Studio · M4 Ultra 256GB | Q8_0 | ~60 | 3% | |
| Mac Studio · M6 Ultra 256GB | Q8_0 | ~135 | 3% | |
| Mac Pro · M4 Ultra 256GB | Q8_0 | ~60 | 3% | |
| Mac Pro · M6 Ultra 256GB | Q8_0 | ~135 | 3% | |
| MacBook Pro 16" · M6 Ultra 384GB | Q8_0 | ~135 | 2% | |
| Mac Studio · M6 Ultra 384GB | Q8_0 | ~135 | 2% | |
| Mac Pro · M6 Ultra 384GB | Q8_0 | ~135 | 2% | |
| MacBook Air · M1 8GB | Q5_K_M | ~8 | 73% | |
| MacBook Air · M2 8GB | Q5_K_M | ~11 | 73% | |
| MacBook Air · M3 8GB | Q5_K_M | ~11 | 73% | |
| Mac Mini · M1 8GB | Q5_K_M | ~8 | 73% | |
| Mac Mini · M2 8GB | Q5_K_M | ~11 | 73% | |
| iMac · M1 8GB | Q5_K_M | ~8 | 73% | |
| iMac · M3 8GB | Q5_K_M | ~11 | 73% |
ToolPiper downloads, manages, and runs models with one click. Apple Silicon optimized.
Get ToolPiper — Free