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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, Mac mini 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.

~116tok/s
Q8_02.1 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

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

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✓

Which Mac Can Run Recurrent Llama 3.2 train recurrence 32?

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 · ~38 tok/s · 26% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~463 2%
Mac Studio · M5 Ultra 256GB Q8_0 ~463 1%
Mac Studio · M5 Ultra 512GB Q8_0 ~463 0%
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%
Mac Studio · M5 Max 36GB Q8_0 ~231 6%
Mac Studio · M5 Max 48GB Q8_0 ~231 4%
Mac Studio · M5 Max 64GB Q8_0 ~231 3%
Mac Studio · 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%
Mac mini · M5 Pro 24GB Q8_0 ~116 9%
Mac mini · M5 Pro 48GB Q8_0 ~116 4%
Mac mini · 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%
Mac mini · M6 16GB Q8_0 ~64 13%
Mac mini · M6 24GB Q8_0 ~64 9%
Mac mini · M6 32GB Q8_0 ~64 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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