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PairRM hf

General model by llm-blender · 0.44B 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

PairRM hf fits comfortably in your 24 GB Mac using Q8_0 quantization, using 4% of your RAM.

~365 tok/s

Q8_0 · 1.0 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.0 GB~365 tok/s✓
Q6_K 0.9 GB~480 tok/s✓
Q5_K_M 0.8 GB~564 tok/s✓
Q4_K_M 0.8 GB~662 tok/s✓
Q3_K_M 0.7 GB~799 tok/s✓
Q2_K 0.7 GB~1,037 tok/s✓

Specifications

Parameters436M
Architecturedeberta-v2
Context Length512
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads2,235
View on HuggingFace →

Which Mac Can Run PairRM hf?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~119 tok/s · 12% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~975 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~975 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~975 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~952 2%
Mac Studio · M1 Ultra 128GB Q8_0 ~952 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~952 2%
Mac Studio · M2 Ultra 128GB Q8_0 ~952 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~952 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~731 3%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~731 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~731 2%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~731 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~731 3%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~731 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~731 2%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~731 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~650 3%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~650 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~650 2%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~650 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~650 3%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~650 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~650 2%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~650 1%
Mac Studio · M4 Max 36GB Q8_0 ~650 3%
Mac Studio · M4 Max 48GB Q8_0 ~650 2%
Mac Studio · M4 Max 64GB Q8_0 ~650 2%
Mac Studio · M4 Max 128GB Q8_0 ~650 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~476 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~476 2%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~476 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~476 2%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~476 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~476 3%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~476 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~476 2%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~476 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~476 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~476 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~476 2%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~476 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~476 2%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~476 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~476 3%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~476 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~476 2%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~476 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~476 1%
Mac Studio · M1 Max 32GB Q8_0 ~476 3%
Mac Studio · M1 Max 64GB Q8_0 ~476 2%
Mac Studio · M2 Max 32GB Q8_0 ~476 3%
Mac Studio · M2 Max 64GB Q8_0 ~476 2%
Mac Studio · M2 Max 96GB Q8_0 ~476 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~365 4%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~365 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~365 2%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~365 4%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~365 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~365 2%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~325 4%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~325 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~325 4%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~325 2%
Mac mini · M4 Pro 24GB Q8_0 ~325 4%
Mac mini · M4 Pro 48GB Q8_0 ~325 2%
Mac mini · M4 Pro 64GB Q8_0 ~325 2%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~238 6%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~238 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~238 6%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~238 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~238 6%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~238 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~238 6%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~238 3%
Mac mini · M2 Pro 16GB Q8_0 ~238 6%
Mac mini · M2 Pro 32GB Q8_0 ~238 3%
MacBook Air · M5 16GB Q8_0 ~182 6%
MacBook Air · M5 24GB Q8_0 ~182 4%
MacBook Air · M5 32GB Q8_0 ~182 3%
MacBook Pro 14" · M5 16GB Q8_0 ~182 6%
MacBook Pro 14" · M5 24GB Q8_0 ~182 4%
MacBook Pro 14" · M5 32GB Q8_0 ~182 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~179 6%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~179 3%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~179 6%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~179 3%
MacBook Air · M4 16GB Q8_0 ~143 6%
MacBook Air · M4 24GB Q8_0 ~143 4%
MacBook Air · M4 32GB Q8_0 ~143 3%
MacBook Pro 14" · M4 16GB Q8_0 ~143 6%
MacBook Pro 14" · M4 24GB Q8_0 ~143 4%
MacBook Pro 14" · M4 32GB Q8_0 ~143 3%
Mac mini · M4 16GB Q8_0 ~143 6%
Mac mini · M4 24GB Q8_0 ~143 4%
Mac mini · M4 32GB Q8_0 ~143 3%
iMac · M4 16GB Q8_0 ~143 6%
iMac · M4 24GB Q8_0 ~143 4%
iMac · M4 32GB Q8_0 ~143 3%
MacBook Air · M2 8GB Q8_0 ~119 12%
MacBook Air · M2 16GB Q8_0 ~119 6%
MacBook Air · M2 24GB Q8_0 ~119 4%
MacBook Air · M3 8GB Q8_0 ~119 12%
MacBook Air · M3 16GB Q8_0 ~119 6%
MacBook Air · M3 24GB Q8_0 ~119 4%
MacBook Pro 14" · M3 8GB Q8_0 ~119 12%
MacBook Pro 14" · M3 16GB Q8_0 ~119 6%
MacBook Pro 14" · M3 24GB Q8_0 ~119 4%
Mac mini · M2 8GB Q8_0 ~119 12%
Mac mini · M2 16GB Q8_0 ~119 6%
Mac mini · M2 24GB Q8_0 ~119 4%
iMac · M3 8GB Q8_0 ~119 12%
iMac · M3 16GB Q8_0 ~119 6%
iMac · M3 24GB Q8_0 ~119 4%
MacBook Air · M1 8GB Q8_0 ~81 12%
MacBook Air · M1 16GB Q8_0 ~81 6%
Mac mini · M1 8GB Q8_0 ~81 12%
Mac mini · M1 16GB Q8_0 ~81 6%
iMac · M1 8GB Q8_0 ~81 12%
iMac · M1 16GB Q8_0 ~81 6%

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