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Recurrent Llama 3.2 train recurrence 32

General model by smcleish · 1.39B 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

Recurrent Llama 3.2 train recurrence 32 fits comfortably in your 24 GB Mac using Q8_0 quantization, using 9% of your RAM.

~116 tok/s

Q8_0 · 2.1 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 2.1 GB~116 tok/s✓
Q6_K 1.7 GB~152 tok/s✓
Q5_K_M 1.5 GB~179 tok/s✓
Q4_K_M 1.4 GB~209 tok/s✓
Q3_K_M 1.3 GB~253 tok/s✓
Q2_K 1.1 GB~328 tok/s✓

Specifications

Parameters1.4B
Architecturehuginn_raven
Context Length4.2M
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads5,397
View on HuggingFace →

Which Mac Can Run Recurrent Llama 3.2 train recurrence 32?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~38 tok/s · 26% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~309 2%
Mac Studio · M3 Ultra 256GB Q8_0 ~309 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~309 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~301 3%
Mac Studio · M1 Ultra 128GB Q8_0 ~301 2%
Mac Studio · M2 Ultra 64GB Q8_0 ~301 3%
Mac Studio · M2 Ultra 128GB Q8_0 ~301 2%
Mac Studio · M2 Ultra 192GB Q8_0 ~301 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~231 6%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~231 4%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~231 3%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~231 2%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~231 6%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~231 4%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~231 3%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~231 2%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~206 6%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~206 4%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~206 3%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~206 2%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~206 6%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~206 4%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~206 3%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~206 2%
Mac Studio · M4 Max 36GB Q8_0 ~206 6%
Mac Studio · M4 Max 48GB Q8_0 ~206 4%
Mac Studio · M4 Max 64GB Q8_0 ~206 3%
Mac Studio · M4 Max 128GB Q8_0 ~206 2%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~151 6%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~151 3%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~151 6%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~151 3%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~151 2%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~151 6%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~151 4%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~151 3%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~151 2%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~151 2%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~151 6%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~151 3%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~151 6%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~151 3%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~151 2%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~151 6%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~151 4%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~151 3%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~151 2%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~151 2%
Mac Studio · M1 Max 32GB Q8_0 ~151 6%
Mac Studio · M1 Max 64GB Q8_0 ~151 3%
Mac Studio · M2 Max 32GB Q8_0 ~151 6%
Mac Studio · M2 Max 64GB Q8_0 ~151 3%
Mac Studio · M2 Max 96GB Q8_0 ~151 2%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~116 9%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~116 4%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~116 3%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~116 9%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~116 4%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~116 3%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~103 9%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~103 4%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~103 9%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~103 4%
Mac mini · M4 Pro 24GB Q8_0 ~103 9%
Mac mini · M4 Pro 48GB Q8_0 ~103 4%
Mac mini · M4 Pro 64GB Q8_0 ~103 3%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~75 13%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~75 6%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~75 13%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~75 6%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~75 13%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~75 6%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~75 13%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~75 6%
Mac mini · M2 Pro 16GB Q8_0 ~75 13%
Mac mini · M2 Pro 32GB Q8_0 ~75 6%
MacBook Air · M5 16GB Q8_0 ~58 13%
MacBook Air · M5 24GB Q8_0 ~58 9%
MacBook Air · M5 32GB Q8_0 ~58 6%
MacBook Pro 14" · M5 16GB Q8_0 ~58 13%
MacBook Pro 14" · M5 24GB Q8_0 ~58 9%
MacBook Pro 14" · M5 32GB Q8_0 ~58 6%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~57 11%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~57 6%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~57 11%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~57 6%
MacBook Air · M4 16GB Q8_0 ~45 13%
MacBook Air · M4 24GB Q8_0 ~45 9%
MacBook Air · M4 32GB Q8_0 ~45 6%
MacBook Pro 14" · M4 16GB Q8_0 ~45 13%
MacBook Pro 14" · M4 24GB Q8_0 ~45 9%
MacBook Pro 14" · M4 32GB Q8_0 ~45 6%
Mac mini · M4 16GB Q8_0 ~45 13%
Mac mini · M4 24GB Q8_0 ~45 9%
Mac mini · M4 32GB Q8_0 ~45 6%
iMac · M4 16GB Q8_0 ~45 13%
iMac · M4 24GB Q8_0 ~45 9%
iMac · M4 32GB Q8_0 ~45 6%
MacBook Air · M2 8GB Q8_0 ~38 26%
MacBook Air · M2 16GB Q8_0 ~38 13%
MacBook Air · M2 24GB Q8_0 ~38 9%
MacBook Air · M3 8GB Q8_0 ~38 26%
MacBook Air · M3 16GB Q8_0 ~38 13%
MacBook Air · M3 24GB Q8_0 ~38 9%
MacBook Pro 14" · M3 8GB Q8_0 ~38 26%
MacBook Pro 14" · M3 16GB Q8_0 ~38 13%
MacBook Pro 14" · M3 24GB Q8_0 ~38 9%
Mac mini · M2 8GB Q8_0 ~38 26%
Mac mini · M2 16GB Q8_0 ~38 13%
Mac mini · M2 24GB Q8_0 ~38 9%
iMac · M3 8GB Q8_0 ~38 26%
iMac · M3 16GB Q8_0 ~38 13%
iMac · M3 24GB Q8_0 ~38 9%
MacBook Air · M1 8GB Q8_0 ~26 26%
MacBook Air · M1 16GB Q8_0 ~26 13%
Mac mini · M1 8GB Q8_0 ~26 26%
Mac mini · M1 16GB Q8_0 ~26 13%
iMac · M1 8GB Q8_0 ~26 26%
iMac · M1 16GB Q8_0 ~26 13%

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