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Ovis2.6 30B A3B

General model by aidc-ai · 31.38B parameters

Tight Fit

Ovis2.6 30B A3B can run but will be tight at 73% of RAM. Consider a lower quantization or closing other apps.

~91 tok/s

Q3_K_M · 17.6 GB

Alternative: Q2_K (14.2 GB, ~118 tok/s)

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 35.5 GB~42 tok/s
Q6_K 27.7 GB~55 tok/s
Q5_K_M 23.9 GB~64 tok/s
Q4_K_M 20.8 GB~75 tok/s
Q3_K_M Recommended 17.6 GB~91 tok/s
Q2_K 14.2 GB~118 tok/s

Specifications

Parameters31.4B
Architectureovis2_6_moe
Context Length262K
CategoryGeneral
Mixture of Experts 128 experts, 8 active
Formatgguf
Minimum RAM17.5 GB
HuggingFace Downloads59,363

Which Mac Can Run Ovis2.6 30B A3B?

Minimum Mac

MacBook Pro 14" — M3 Pro 36GB

Q6_K · ~30 tok/s · 77% RAM

MacQuanttok/sRAM %
MacBook Pro 14" · M3 Pro 36GB Q6_K ~30 77%
MacBook Pro 14" · M5 Max 36GB Q6_K ~123 77%
MacBook Pro 16" · M3 Pro 36GB Q6_K ~30 77%
MacBook Pro 16" · M3 Max 36GB Q6_K ~80 77%
MacBook Pro 16" · M4 Max 36GB Q6_K ~109 77%
MacBook Pro 16" · M5 Max 36GB Q6_K ~123 77%
Mac Studio · M4 Max 36GB Q6_K ~109 77%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~42 74%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~47 74%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~94 74%
MacBook Pro 14" · M6 Pro 48GB Q8_0 ~63 74%
MacBook Pro 14" · M6 Max 48GB Q8_0 ~141 74%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~61 74%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~42 74%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~83 74%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~47 74%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~94 74%
MacBook Pro 16" · M6 Pro 48GB Q8_0 ~63 74%
MacBook Pro 16" · M6 Max 48GB Q8_0 ~141 74%
Mac Mini · M4 Pro 48GB Q8_0 ~42 74%
Mac Mini · M6 Pro 48GB Q8_0 ~63 74%
Mac Studio · M6 Max 48GB Q8_0 ~141 74%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~47 55%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~94 55%
MacBook Pro 14" · M6 Pro 64GB Q8_0 ~63 55%
MacBook Pro 14" · M6 Max 64GB Q8_0 ~141 55%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~61 55%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~61 55%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~61 55%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~83 55%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~94 55%
MacBook Pro 16" · M6 Pro 64GB Q8_0 ~63 55%
MacBook Pro 16" · M6 Max 64GB Q8_0 ~141 55%
Mac Mini · M6 Pro 64GB Q8_0 ~63 55%
Mac Studio · M1 Max 64GB Q8_0 ~61 55%
Mac Studio · M1 Ultra 64GB Q8_0 ~122 55%
Mac Studio · M2 Max 64GB Q8_0 ~61 55%
Mac Studio · M2 Ultra 64GB Q8_0 ~122 55%
Mac Studio · M4 Max 64GB Q8_0 ~83 55%
Mac Studio · M6 Max 64GB Q8_0 ~141 55%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~61 37%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~61 37%
Mac Studio · M2 Max 96GB Q8_0 ~61 37%
Mac Studio · M2 Ultra 96GB Q8_0 ~122 37%
Mac Pro · M2 Ultra 96GB Q8_0 ~122 37%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~94 28%
MacBook Pro 14" · M6 Max 128GB Q8_0 ~141 28%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~61 28%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~83 28%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~94 28%
MacBook Pro 16" · M6 Max 128GB Q8_0 ~141 28%
Mac Studio · M1 Ultra 128GB Q8_0 ~122 28%
Mac Studio · M2 Ultra 128GB Q8_0 ~122 28%
Mac Studio · M4 Max 128GB Q8_0 ~83 28%
Mac Studio · M4 Ultra 128GB Q8_0 ~125 28%
Mac Studio · M6 Max 128GB Q8_0 ~141 28%
Mac Pro · M2 Ultra 128GB Q8_0 ~122 28%
Mac Pro · M4 Ultra 128GB Q8_0 ~125 28%
MacBook Pro 14" · M6 Max 192GB Q8_0 ~141 18%
MacBook Pro 16" · M6 Max 192GB Q8_0 ~141 18%
MacBook Pro 16" · M6 Ultra 192GB Q8_0 ~281 18%
Mac Studio · M2 Ultra 192GB Q8_0 ~122 18%
Mac Studio · M4 Ultra 192GB Q8_0 ~125 18%
Mac Studio · M6 Max 192GB Q8_0 ~141 18%
Mac Studio · M6 Ultra 192GB Q8_0 ~281 18%
Mac Pro · M2 Ultra 192GB Q8_0 ~122 18%
Mac Pro · M4 Ultra 192GB Q8_0 ~125 18%
Mac Pro · M6 Ultra 192GB Q8_0 ~281 18%
MacBook Pro 16" · M6 Ultra 256GB Q8_0 ~281 14%
Mac Studio · M4 Ultra 256GB Q8_0 ~125 14%
Mac Studio · M6 Ultra 256GB Q8_0 ~281 14%
Mac Pro · M4 Ultra 256GB Q8_0 ~125 14%
Mac Pro · M6 Ultra 256GB Q8_0 ~281 14%
MacBook Pro 16" · M6 Ultra 384GB Q8_0 ~281 9%
Mac Studio · M6 Ultra 384GB Q8_0 ~281 9%
Mac Pro · M6 Ultra 384GB Q8_0 ~281 9%
MacBook Pro 14" · M3 Pro 18GB Q2_K ~65 79%
MacBook Pro 16" · M3 Pro 18GB Q2_K ~65 79%
MacBook Air · M2 24GB Q3_K_M ~33 73%
MacBook Air · M3 24GB Q3_K_M ~33 73%
MacBook Air · M4 24GB Q3_K_M ~40 73%
MacBook Air · M5 24GB Q3_K_M ~51 73%
MacBook Air · M6 24GB Q3_K_M ~68 73%
MacBook Pro 14" · M4 Pro 24GB Q3_K_M ~91 73%
MacBook Pro 14" · M5 24GB Q3_K_M ~51 73%
MacBook Pro 14" · M5 Pro 24GB Q3_K_M ~102 73%
MacBook Pro 14" · M6 24GB Q3_K_M ~68 73%
MacBook Pro 14" · M6 Pro 24GB Q3_K_M ~137 73%
MacBook Pro 16" · M4 Pro 24GB Q3_K_M ~91 73%
MacBook Pro 16" · M5 Pro 24GB Q3_K_M ~102 73%
MacBook Pro 16" · M6 Pro 24GB Q3_K_M ~137 73%
Mac Mini · M2 24GB Q3_K_M ~33 73%
Mac Mini · M4 24GB Q3_K_M ~40 73%
Mac Mini · M4 Pro 24GB Q3_K_M ~91 73%
Mac Mini · M6 24GB Q3_K_M ~68 73%
Mac Mini · M6 Pro 24GB Q3_K_M ~137 73%
iMac · M3 24GB Q3_K_M ~33 73%
iMac · M4 24GB Q3_K_M ~40 73%
iMac · M6 24GB Q3_K_M ~68 73%
MacBook Air · M4 32GB Q5_K_M ~28 75%
MacBook Air · M5 32GB Q5_K_M ~36 75%
MacBook Air · M6 32GB Q5_K_M ~48 75%
MacBook Pro 14" · M1 Pro 32GB Q5_K_M ~47 75%
MacBook Pro 14" · M2 Pro 32GB Q5_K_M ~47 75%
MacBook Pro 14" · M5 32GB Q5_K_M ~36 75%
MacBook Pro 14" · M6 32GB Q5_K_M ~48 75%
MacBook Pro 16" · M1 Pro 32GB Q5_K_M ~47 75%
MacBook Pro 16" · M1 Max 32GB Q5_K_M ~94 75%
MacBook Pro 16" · M2 Pro 32GB Q5_K_M ~47 75%
MacBook Pro 16" · M2 Max 32GB Q5_K_M ~94 75%
Mac Mini · M2 Pro 32GB Q5_K_M ~47 75%
Mac Mini · M4 32GB Q5_K_M ~28 75%
Mac Mini · M6 32GB Q5_K_M ~48 75%
Mac Studio · M1 Max 32GB Q5_K_M ~94 75%
Mac Studio · M2 Max 32GB Q5_K_M ~94 75%
iMac · M4 32GB Q5_K_M ~28 75%
iMac · M6 32GB Q5_K_M ~48 75%
MacBook Air · M1 8GB 177%
MacBook Air · M2 8GB 177%
MacBook Air · M3 8GB 177%
Mac Mini · M1 8GB 177%
Mac Mini · M2 8GB 177%
iMac · M1 8GB 177%
iMac · M3 8GB 177%
MacBook Air · M1 16GB 89%
MacBook Air · M2 16GB 89%
MacBook Air · M3 16GB 89%
MacBook Air · M4 16GB 89%
MacBook Air · M5 16GB 89%
MacBook Air · M6 16GB 89%
MacBook Pro 14" · M1 Pro 16GB 89%
MacBook Pro 14" · M2 Pro 16GB 89%
MacBook Pro 14" · M5 16GB 89%
MacBook Pro 14" · M6 16GB 89%
MacBook Pro 16" · M1 Pro 16GB 89%
MacBook Pro 16" · M2 Pro 16GB 89%
Mac Mini · M1 16GB 89%
Mac Mini · M2 16GB 89%
Mac Mini · M2 Pro 16GB 89%
Mac Mini · M4 16GB 89%
Mac Mini · M6 16GB 89%
iMac · M1 16GB 89%
iMac · M3 16GB 89%
iMac · M4 16GB 89%
iMac · M6 16GB 89%

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