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MMfreeLM 2.7B

General model by ridger · 2.7B parameters

Chip
Unified Memory
Bandwidth 307 GB/s
Available for Models ~21 GB

Everything this chip runs, machine by machine: MacBook Pro 14" M5 Pro, MacBook Pro 16" M5 Pro

Runs Excellently

MMfreeLM 2.7B fits comfortably in your 24 GB Mac using Q8_0 quantization, using 15% of your RAM.

~60 tok/s

Q8_0 · 3.5 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 3.5 GB~60 tok/s✓
Q6_K 2.8 GB~78 tok/s✓
Q5_K_M 2.5 GB~92 tok/s✓
Q4_K_M 2.2 GB~108 tok/s✓
Q3_K_M 2.0 GB~130 tok/s✓
Q2_K 1.7 GB~169 tok/s✓

Specifications

Parameters2.7B
Architecturehgrn_bit
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1.5 GB
HuggingFace Downloads1,324
View on HuggingFace →

Which Mac Can Run MMfreeLM 2.7B?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~19 tok/s · 44% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~159 4%
Mac Studio · M3 Ultra 256GB Q8_0 ~159 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~159 1%
Mac Studio · M1 Ultra 64GB Q8_0 ~155 5%
Mac Studio · M1 Ultra 128GB Q8_0 ~155 3%
Mac Studio · M2 Ultra 64GB Q8_0 ~155 5%
Mac Studio · M2 Ultra 128GB Q8_0 ~155 3%
Mac Studio · M2 Ultra 192GB Q8_0 ~155 2%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~119 10%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~119 7%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~119 5%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~119 3%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~119 10%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~119 7%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~119 5%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~119 3%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~106 10%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~106 7%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~106 5%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~106 3%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~106 10%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~106 7%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~106 5%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~106 3%
Mac Studio · M4 Max 36GB Q8_0 ~106 10%
Mac Studio · M4 Max 48GB Q8_0 ~106 7%
Mac Studio · M4 Max 64GB Q8_0 ~106 5%
Mac Studio · M4 Max 128GB Q8_0 ~106 3%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~78 11%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~78 5%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~78 11%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~78 5%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~78 4%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~78 10%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~78 7%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~78 5%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~78 4%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~78 3%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~78 11%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~78 5%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~78 11%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~78 5%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~78 4%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~78 10%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~78 7%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~78 5%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~78 4%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~78 3%
Mac Studio · M1 Max 32GB Q8_0 ~78 11%
Mac Studio · M1 Max 64GB Q8_0 ~78 5%
Mac Studio · M2 Max 32GB Q8_0 ~78 11%
Mac Studio · M2 Max 64GB Q8_0 ~78 5%
Mac Studio · M2 Max 96GB Q8_0 ~78 4%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~60 15%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~60 7%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~60 5%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~60 15%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~60 7%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~60 5%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~53 15%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~53 7%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~53 15%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~53 7%
Mac mini · M4 Pro 24GB Q8_0 ~53 15%
Mac mini · M4 Pro 48GB Q8_0 ~53 7%
Mac mini · M4 Pro 64GB Q8_0 ~53 5%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~39 22%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~39 11%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~39 22%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~39 11%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~39 22%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~39 11%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~39 22%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~39 11%
Mac mini · M2 Pro 16GB Q8_0 ~39 22%
Mac mini · M2 Pro 32GB Q8_0 ~39 11%
MacBook Air · M5 16GB Q8_0 ~30 22%
MacBook Air · M5 24GB Q8_0 ~30 15%
MacBook Air · M5 32GB Q8_0 ~30 11%
MacBook Pro 14" · M5 16GB Q8_0 ~30 22%
MacBook Pro 14" · M5 24GB Q8_0 ~30 15%
MacBook Pro 14" · M5 32GB Q8_0 ~30 11%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~29 20%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~29 10%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~29 20%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~29 10%
MacBook Air · M4 16GB Q8_0 ~23 22%
MacBook Air · M4 24GB Q8_0 ~23 15%
MacBook Air · M4 32GB Q8_0 ~23 11%
MacBook Pro 14" · M4 16GB Q8_0 ~23 22%
MacBook Pro 14" · M4 24GB Q8_0 ~23 15%
MacBook Pro 14" · M4 32GB Q8_0 ~23 11%
Mac mini · M4 16GB Q8_0 ~23 22%
Mac mini · M4 24GB Q8_0 ~23 15%
Mac mini · M4 32GB Q8_0 ~23 11%
iMac · M4 16GB Q8_0 ~23 22%
iMac · M4 24GB Q8_0 ~23 15%
iMac · M4 32GB Q8_0 ~23 11%
MacBook Air · M2 8GB Q8_0 ~19 44%
MacBook Air · M2 16GB Q8_0 ~19 22%
MacBook Air · M2 24GB Q8_0 ~19 15%
MacBook Air · M3 8GB Q8_0 ~19 44%
MacBook Air · M3 16GB Q8_0 ~19 22%
MacBook Air · M3 24GB Q8_0 ~19 15%
MacBook Pro 14" · M3 8GB Q8_0 ~19 44%
MacBook Pro 14" · M3 16GB Q8_0 ~19 22%
MacBook Pro 14" · M3 24GB Q8_0 ~19 15%
Mac mini · M2 8GB Q8_0 ~19 44%
Mac mini · M2 16GB Q8_0 ~19 22%
Mac mini · M2 24GB Q8_0 ~19 15%
iMac · M3 8GB Q8_0 ~19 44%
iMac · M3 16GB Q8_0 ~19 22%
iMac · M3 24GB Q8_0 ~19 15%
MacBook Air · M1 8GB Q8_0 ~13 44%
MacBook Air · M1 16GB Q8_0 ~13 22%
Mac mini · M1 8GB Q8_0 ~13 44%
Mac mini · M1 16GB Q8_0 ~13 22%
iMac · M1 8GB Q8_0 ~13 44%
iMac · M1 16GB Q8_0 ~13 22%

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