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Limen0.2B

General model by universalcomputingresearch · 2B 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

Limen0.2B fits comfortably in your 24 GB Mac using Q8_0 quantization, using 11% of your RAM.

~80tok/s
Q8_02.7 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters2.0B
Architecturegpt
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
Licenseapache-2.0
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 2.7 GB~80 tok/s✓
Q6_K 2.2 GB~106 tok/s✓
Q5_K_M 2.0 GB~124 tok/s✓
Q4_K_M 1.8 GB~146 tok/s✓
Q3_K_M 1.6 GB~176 tok/s✓
Q2_K 1.4 GB~228 tok/s✓

Which Mac Can Run Limen0.2B?

Affiliate disclosure: the shop icons in this table are Amazon affiliate links. As an Amazon Associate, ModelPiper earns from qualifying purchases. Every fit rating, quantization and tok/s figure below is computed from the hardware specs and is not influenced by that.

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~26 tok/s · 34% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~215 3%
Mac Studio · M3 Ultra 256GB Q8_0 ~215 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~215 1%
Mac Studio · M1 Ultra 64GB Q8_0 ~210 4%
Mac Studio · M1 Ultra 128GB Q8_0 ~210 2%
Mac Studio · M2 Ultra 64GB Q8_0 ~210 4%
Mac Studio · M2 Ultra 128GB Q8_0 ~210 2%
Mac Studio · M2 Ultra 192GB Q8_0 ~210 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~161 8%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~161 6%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~161 4%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~161 2%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~161 8%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~161 6%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~161 4%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~161 2%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~143 8%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~143 6%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~143 4%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~143 2%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~143 8%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~143 6%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~143 4%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~143 2%
Mac Studio · M4 Max 36GB Q8_0 ~143 8%
Mac Studio · M4 Max 48GB Q8_0 ~143 6%
Mac Studio · M4 Max 64GB Q8_0 ~143 4%
Mac Studio · M4 Max 128GB Q8_0 ~143 2%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~105 9%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~105 4%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~105 9%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~105 4%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~105 3%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~105 8%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~105 6%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~105 4%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~105 3%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~105 2%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~105 9%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~105 4%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~105 9%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~105 4%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~105 3%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~105 8%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~105 6%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~105 4%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~105 3%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~105 2%
Mac Studio · M1 Max 32GB Q8_0 ~105 9%
Mac Studio · M1 Max 64GB Q8_0 ~105 4%
Mac Studio · M2 Max 32GB Q8_0 ~105 9%
Mac Studio · M2 Max 64GB Q8_0 ~105 4%
Mac Studio · M2 Max 96GB Q8_0 ~105 3%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~80 11%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~80 6%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~80 4%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~80 11%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~80 6%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~80 4%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~72 11%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~72 6%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~72 11%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~72 6%
Mac mini · M4 Pro 24GB Q8_0 ~72 11%
Mac mini · M4 Pro 48GB Q8_0 ~72 6%
Mac mini · M4 Pro 64GB Q8_0 ~72 4%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~52 17%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~52 9%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~52 17%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~52 9%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~52 17%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~52 9%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~52 17%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~52 9%
Mac mini · M2 Pro 16GB Q8_0 ~52 17%
Mac mini · M2 Pro 32GB Q8_0 ~52 9%
MacBook Air · M5 16GB Q8_0 ~40 17%
MacBook Air · M5 24GB Q8_0 ~40 11%
MacBook Air · M5 32GB Q8_0 ~40 9%
MacBook Pro 14" · M5 16GB Q8_0 ~40 17%
MacBook Pro 14" · M5 24GB Q8_0 ~40 11%
MacBook Pro 14" · M5 32GB Q8_0 ~40 9%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~39 15%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~39 8%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~39 15%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~39 8%
MacBook Air · M4 16GB Q8_0 ~31 17%
MacBook Air · M4 24GB Q8_0 ~31 11%
MacBook Air · M4 32GB Q8_0 ~31 9%
MacBook Pro 14" · M4 16GB Q8_0 ~31 17%
MacBook Pro 14" · M4 24GB Q8_0 ~31 11%
MacBook Pro 14" · M4 32GB Q8_0 ~31 9%
Mac mini · M4 16GB Q8_0 ~31 17%
Mac mini · M4 24GB Q8_0 ~31 11%
Mac mini · M4 32GB Q8_0 ~31 9%
iMac · M4 16GB Q8_0 ~31 17%
iMac · M4 24GB Q8_0 ~31 11%
iMac · M4 32GB Q8_0 ~31 9%
MacBook Air · M2 8GB Q8_0 ~26 34%
MacBook Air · M2 16GB Q8_0 ~26 17%
MacBook Air · M2 24GB Q8_0 ~26 11%
MacBook Air · M3 8GB Q8_0 ~26 34%
MacBook Air · M3 16GB Q8_0 ~26 17%
MacBook Air · M3 24GB Q8_0 ~26 11%
MacBook Pro 14" · M3 8GB Q8_0 ~26 34%
MacBook Pro 14" · M3 16GB Q8_0 ~26 17%
MacBook Pro 14" · M3 24GB Q8_0 ~26 11%
Mac mini · M2 8GB Q8_0 ~26 34%
Mac mini · M2 16GB Q8_0 ~26 17%
Mac mini · M2 24GB Q8_0 ~26 11%
iMac · M3 8GB Q8_0 ~26 34%
iMac · M3 16GB Q8_0 ~26 17%
iMac · M3 24GB Q8_0 ~26 11%
MacBook Air · M1 8GB Q8_0 ~18 34%
MacBook Air · M1 16GB Q8_0 ~18 17%
Mac mini · M1 8GB Q8_0 ~18 34%
Mac mini · M1 16GB Q8_0 ~18 17%
iMac · M1 8GB Q8_0 ~18 34%
iMac · M1 16GB Q8_0 ~18 17%

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