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HybridMoRMoE

General model by torchllm · 0.29B 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

HybridMoRMoE fits comfortably in your 24 GB Mac using Q8_0 quantization, using 3% of your RAM.

~555 tok/s

Q8_0 · 0.8 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.8 GB~555 tok/s✓
Q6_K 0.8 GB~728 tok/s✓
Q5_K_M 0.7 GB~856 tok/s✓
Q4_K_M 0.7 GB~1,004 tok/s✓
Q3_K_M 0.7 GB~1,213 tok/s✓
Q2_K 0.6 GB~1,574 tok/s✓

Specifications

Parameters294M
Architecturehybrid_mor_moe
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads1,059
View on HuggingFace →

Which Mac Can Run HybridMoRMoE?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~181 tok/s · 10% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~1,479 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,479 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,479 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,445 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,445 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,445 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,445 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,445 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~1,109 2%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~1,109 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~1,109 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~1,109 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~1,109 2%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~1,109 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~1,109 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~1,109 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~986 2%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~986 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~986 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~986 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~986 2%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~986 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~986 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~986 1%
Mac Studio · M4 Max 36GB Q8_0 ~986 2%
Mac Studio · M4 Max 48GB Q8_0 ~986 2%
Mac Studio · M4 Max 64GB Q8_0 ~986 1%
Mac Studio · M4 Max 128GB Q8_0 ~986 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~722 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~722 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~722 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~722 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~722 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~722 2%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~722 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~722 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~722 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~722 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~722 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~722 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~722 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~722 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~722 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~722 2%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~722 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~722 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~722 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~722 1%
Mac Studio · M1 Max 32GB Q8_0 ~722 3%
Mac Studio · M1 Max 64GB Q8_0 ~722 1%
Mac Studio · M2 Max 32GB Q8_0 ~722 3%
Mac Studio · M2 Max 64GB Q8_0 ~722 1%
Mac Studio · M2 Max 96GB Q8_0 ~722 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~555 3%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~555 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~555 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~555 3%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~555 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~555 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~493 3%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~493 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~493 3%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~493 2%
Mac mini · M4 Pro 24GB Q8_0 ~493 3%
Mac mini · M4 Pro 48GB Q8_0 ~493 2%
Mac mini · M4 Pro 64GB Q8_0 ~493 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~361 5%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~361 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~361 5%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~361 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~361 5%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~361 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~361 5%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~361 3%
Mac mini · M2 Pro 16GB Q8_0 ~361 5%
Mac mini · M2 Pro 32GB Q8_0 ~361 3%
MacBook Air · M5 16GB Q8_0 ~276 5%
MacBook Air · M5 24GB Q8_0 ~276 3%
MacBook Air · M5 32GB Q8_0 ~276 3%
MacBook Pro 14" · M5 16GB Q8_0 ~276 5%
MacBook Pro 14" · M5 24GB Q8_0 ~276 3%
MacBook Pro 14" · M5 32GB Q8_0 ~276 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~271 5%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~271 2%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~271 5%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~271 2%
MacBook Air · M4 16GB Q8_0 ~217 5%
MacBook Air · M4 24GB Q8_0 ~217 3%
MacBook Air · M4 32GB Q8_0 ~217 3%
MacBook Pro 14" · M4 16GB Q8_0 ~217 5%
MacBook Pro 14" · M4 24GB Q8_0 ~217 3%
MacBook Pro 14" · M4 32GB Q8_0 ~217 3%
Mac mini · M4 16GB Q8_0 ~217 5%
Mac mini · M4 24GB Q8_0 ~217 3%
Mac mini · M4 32GB Q8_0 ~217 3%
iMac · M4 16GB Q8_0 ~217 5%
iMac · M4 24GB Q8_0 ~217 3%
iMac · M4 32GB Q8_0 ~217 3%
MacBook Air · M2 8GB Q8_0 ~181 10%
MacBook Air · M2 16GB Q8_0 ~181 5%
MacBook Air · M2 24GB Q8_0 ~181 3%
MacBook Air · M3 8GB Q8_0 ~181 10%
MacBook Air · M3 16GB Q8_0 ~181 5%
MacBook Air · M3 24GB Q8_0 ~181 3%
MacBook Pro 14" · M3 8GB Q8_0 ~181 10%
MacBook Pro 14" · M3 16GB Q8_0 ~181 5%
MacBook Pro 14" · M3 24GB Q8_0 ~181 3%
Mac mini · M2 8GB Q8_0 ~181 10%
Mac mini · M2 16GB Q8_0 ~181 5%
Mac mini · M2 24GB Q8_0 ~181 3%
iMac · M3 8GB Q8_0 ~181 10%
iMac · M3 16GB Q8_0 ~181 5%
iMac · M3 24GB Q8_0 ~181 3%
MacBook Air · M1 8GB Q8_0 ~123 10%
MacBook Air · M1 16GB Q8_0 ~123 5%
Mac mini · M1 8GB Q8_0 ~123 10%
Mac mini · M1 16GB Q8_0 ~123 5%
iMac · M1 8GB Q8_0 ~123 10%
iMac · M1 16GB Q8_0 ~123 5%

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