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Cognica PoE v1.0 3B base continual learning

General model by cognica · 3.02B 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

Cognica PoE v1.0 3B base continual learning fits comfortably in your 24 GB Mac using Q8_0 quantization, using 16% of your RAM.

~53 tok/s

Q8_0 · 3.9 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 3.9 GB~53 tok/s✓
Q6_K 3.1 GB~70 tok/s✓
Q5_K_M 2.8 GB~82 tok/s✓
Q4_K_M 2.4 GB~96 tok/s✓
Q3_K_M 2.1 GB~116 tok/s✓
Q2_K 1.8 GB~151 tok/s✓

Specifications

Parameters3.0B
Architecturecognica_poe
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1.7 GB
HuggingFace Downloads1,408
View on HuggingFace →

Which Mac Can Run Cognica PoE v1.0 3B base continual learning?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~17 tok/s · 48% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~142 4%
Mac Studio · M3 Ultra 256GB Q8_0 ~142 2%
Mac Studio · M3 Ultra 512GB Q8_0 ~142 1%
Mac Studio · M1 Ultra 64GB Q8_0 ~139 6%
Mac Studio · M1 Ultra 128GB Q8_0 ~139 3%
Mac Studio · M2 Ultra 64GB Q8_0 ~139 6%
Mac Studio · M2 Ultra 128GB Q8_0 ~139 3%
Mac Studio · M2 Ultra 192GB Q8_0 ~139 2%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~106 11%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~106 8%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~106 6%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~106 3%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~106 11%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~106 8%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~106 6%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~106 3%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~95 11%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~95 8%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~95 6%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~95 3%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~95 11%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~95 8%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~95 6%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~95 3%
Mac Studio · M4 Max 36GB Q8_0 ~95 11%
Mac Studio · M4 Max 48GB Q8_0 ~95 8%
Mac Studio · M4 Max 64GB Q8_0 ~95 6%
Mac Studio · M4 Max 128GB Q8_0 ~95 3%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~69 12%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~69 6%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~69 12%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~69 6%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~69 4%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~69 11%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~69 8%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~69 6%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~69 4%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~69 3%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~69 12%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~69 6%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~69 12%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~69 6%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~69 4%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~69 11%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~69 8%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~69 6%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~69 4%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~69 3%
Mac Studio · M1 Max 32GB Q8_0 ~69 12%
Mac Studio · M1 Max 64GB Q8_0 ~69 6%
Mac Studio · M2 Max 32GB Q8_0 ~69 12%
Mac Studio · M2 Max 64GB Q8_0 ~69 6%
Mac Studio · M2 Max 96GB Q8_0 ~69 4%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~53 16%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~53 8%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~53 6%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~53 16%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~53 8%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~53 6%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~47 16%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~47 8%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~47 16%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~47 8%
Mac mini · M4 Pro 24GB Q8_0 ~47 16%
Mac mini · M4 Pro 48GB Q8_0 ~47 8%
Mac mini · M4 Pro 64GB Q8_0 ~47 6%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~35 24%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~35 12%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~35 24%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~35 12%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~35 24%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~35 12%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~35 24%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~35 12%
Mac mini · M2 Pro 16GB Q8_0 ~35 24%
Mac mini · M2 Pro 32GB Q8_0 ~35 12%
MacBook Air · M5 16GB Q8_0 ~27 24%
MacBook Air · M5 24GB Q8_0 ~27 16%
MacBook Air · M5 32GB Q8_0 ~27 12%
MacBook Pro 14" · M5 16GB Q8_0 ~27 24%
MacBook Pro 14" · M5 24GB Q8_0 ~27 16%
MacBook Pro 14" · M5 32GB Q8_0 ~27 12%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~26 21%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~26 11%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~26 21%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~26 11%
MacBook Air · M4 16GB Q8_0 ~21 24%
MacBook Air · M4 24GB Q8_0 ~21 16%
MacBook Air · M4 32GB Q8_0 ~21 12%
MacBook Pro 14" · M4 16GB Q8_0 ~21 24%
MacBook Pro 14" · M4 24GB Q8_0 ~21 16%
MacBook Pro 14" · M4 32GB Q8_0 ~21 12%
Mac mini · M4 16GB Q8_0 ~21 24%
Mac mini · M4 24GB Q8_0 ~21 16%
Mac mini · M4 32GB Q8_0 ~21 12%
iMac · M4 16GB Q8_0 ~21 24%
iMac · M4 24GB Q8_0 ~21 16%
iMac · M4 32GB Q8_0 ~21 12%
MacBook Air · M2 8GB Q8_0 ~17 48%
MacBook Air · M2 16GB Q8_0 ~17 24%
MacBook Air · M2 24GB Q8_0 ~17 16%
MacBook Air · M3 8GB Q8_0 ~17 48%
MacBook Air · M3 16GB Q8_0 ~17 24%
MacBook Air · M3 24GB Q8_0 ~17 16%
MacBook Pro 14" · M3 8GB Q8_0 ~17 48%
MacBook Pro 14" · M3 16GB Q8_0 ~17 24%
MacBook Pro 14" · M3 24GB Q8_0 ~17 16%
Mac mini · M2 8GB Q8_0 ~17 48%
Mac mini · M2 16GB Q8_0 ~17 24%
Mac mini · M2 24GB Q8_0 ~17 16%
iMac · M3 8GB Q8_0 ~17 48%
iMac · M3 16GB Q8_0 ~17 24%
iMac · M3 24GB Q8_0 ~17 16%
MacBook Air · M1 8GB Q8_0 ~12 48%
MacBook Air · M1 16GB Q8_0 ~12 24%
Mac mini · M1 8GB Q8_0 ~12 48%
Mac mini · M1 16GB Q8_0 ~12 24%
iMac · M1 8GB Q8_0 ~12 48%
iMac · M1 16GB Q8_0 ~12 24%

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