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Nandi Mini 600M Early Checkpoint

General model by frontiersmind · 0.65B 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

Nandi Mini 600M Early Checkpoint fits comfortably in your 24 GB Mac using Q8_0 quantization, using 5% of your RAM.

~247 tok/s

Q8_0 · 1.2 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.2 GB~247 tok/s✓
Q6_K 1.1 GB~325 tok/s✓
Q5_K_M 1.0 GB~382 tok/s✓
Q4_K_M 0.9 GB~448 tok/s✓
Q3_K_M 0.9 GB~541 tok/s✓
Q2_K 0.8 GB~702 tok/s✓

Specifications

Parameters645M
Architecturenandi
Context Length2K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads19,157
View on HuggingFace →

Which Mac Can Run Nandi Mini 600M Early Checkpoint?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~81 tok/s · 15% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~660 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~660 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~660 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~645 2%
Mac Studio · M1 Ultra 128GB Q8_0 ~645 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~645 2%
Mac Studio · M2 Ultra 128GB Q8_0 ~645 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~645 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~495 3%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~495 3%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~495 2%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~495 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~495 3%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~495 3%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~495 2%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~495 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~440 3%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~440 3%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~440 2%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~440 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~440 3%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~440 3%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~440 2%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~440 1%
Mac Studio · M4 Max 36GB Q8_0 ~440 3%
Mac Studio · M4 Max 48GB Q8_0 ~440 3%
Mac Studio · M4 Max 64GB Q8_0 ~440 2%
Mac Studio · M4 Max 128GB Q8_0 ~440 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~322 4%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~322 2%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~322 4%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~322 2%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~322 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~322 3%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~322 3%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~322 2%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~322 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~322 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~322 4%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~322 2%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~322 4%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~322 2%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~322 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~322 3%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~322 3%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~322 2%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~322 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~322 1%
Mac Studio · M1 Max 32GB Q8_0 ~322 4%
Mac Studio · M1 Max 64GB Q8_0 ~322 2%
Mac Studio · M2 Max 32GB Q8_0 ~322 4%
Mac Studio · M2 Max 64GB Q8_0 ~322 2%
Mac Studio · M2 Max 96GB Q8_0 ~322 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~247 5%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~247 3%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~247 2%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~247 5%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~247 3%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~247 2%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~220 5%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~220 3%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~220 5%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~220 3%
Mac mini · M4 Pro 24GB Q8_0 ~220 5%
Mac mini · M4 Pro 48GB Q8_0 ~220 3%
Mac mini · M4 Pro 64GB Q8_0 ~220 2%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~161 8%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~161 4%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~161 8%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~161 4%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~161 8%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~161 4%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~161 8%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~161 4%
Mac mini · M2 Pro 16GB Q8_0 ~161 8%
Mac mini · M2 Pro 32GB Q8_0 ~161 4%
MacBook Air · M5 16GB Q8_0 ~123 8%
MacBook Air · M5 24GB Q8_0 ~123 5%
MacBook Air · M5 32GB Q8_0 ~123 4%
MacBook Pro 14" · M5 16GB Q8_0 ~123 8%
MacBook Pro 14" · M5 24GB Q8_0 ~123 5%
MacBook Pro 14" · M5 32GB Q8_0 ~123 4%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~121 7%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~121 3%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~121 7%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~121 3%
MacBook Air · M4 16GB Q8_0 ~97 8%
MacBook Air · M4 24GB Q8_0 ~97 5%
MacBook Air · M4 32GB Q8_0 ~97 4%
MacBook Pro 14" · M4 16GB Q8_0 ~97 8%
MacBook Pro 14" · M4 24GB Q8_0 ~97 5%
MacBook Pro 14" · M4 32GB Q8_0 ~97 4%
Mac mini · M4 16GB Q8_0 ~97 8%
Mac mini · M4 24GB Q8_0 ~97 5%
Mac mini · M4 32GB Q8_0 ~97 4%
iMac · M4 16GB Q8_0 ~97 8%
iMac · M4 24GB Q8_0 ~97 5%
iMac · M4 32GB Q8_0 ~97 4%
MacBook Air · M2 8GB Q8_0 ~81 15%
MacBook Air · M2 16GB Q8_0 ~81 8%
MacBook Air · M2 24GB Q8_0 ~81 5%
MacBook Air · M3 8GB Q8_0 ~81 15%
MacBook Air · M3 16GB Q8_0 ~81 8%
MacBook Air · M3 24GB Q8_0 ~81 5%
MacBook Pro 14" · M3 8GB Q8_0 ~81 15%
MacBook Pro 14" · M3 16GB Q8_0 ~81 8%
MacBook Pro 14" · M3 24GB Q8_0 ~81 5%
Mac mini · M2 8GB Q8_0 ~81 15%
Mac mini · M2 16GB Q8_0 ~81 8%
Mac mini · M2 24GB Q8_0 ~81 5%
iMac · M3 8GB Q8_0 ~81 15%
iMac · M3 16GB Q8_0 ~81 8%
iMac · M3 24GB Q8_0 ~81 5%
MacBook Air · M1 8GB Q8_0 ~55 15%
MacBook Air · M1 16GB Q8_0 ~55 8%
Mac mini · M1 8GB Q8_0 ~55 15%
Mac mini · M1 16GB Q8_0 ~55 8%
iMac · M1 8GB Q8_0 ~55 15%
iMac · M1 16GB Q8_0 ~55 8%

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