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NV Embed v2

Embedding model by nvidia · 7.85B 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

NV Embed v2 fits comfortably in your 24 GB Mac using Q8_0 quantization, using 39% of your RAM.

~20 tok/s

Q8_0 · 9.3 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 9.3 GB~20 tok/s✓
Q6_K 7.3 GB~27 tok/s✓
Q5_K_M 6.4 GB~32 tok/s✓
Q4_K_M 5.6 GB~37 tok/s✓
Q3_K_M 4.8 GB~45 tok/s✓
Q2_K 3.9 GB~58 tok/s✓

Specifications

Parameters7.9B
Architecturenvembed
Context Length33K
CategoryEmbedding
Formatgguf
Minimum RAM4.4 GB
HuggingFace Downloads24,316
View on HuggingFace →

Which Mac Can Run NV Embed v2?

Minimum Mac

MacBook Pro 14" — M1 Pro 16GB

Q8_0 · ~13 tok/s · 58% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~55 10%
Mac Studio · M3 Ultra 256GB Q8_0 ~55 4%
Mac Studio · M3 Ultra 512GB Q8_0 ~55 2%
Mac Studio · M1 Ultra 64GB Q8_0 ~53 14%
Mac Studio · M1 Ultra 128GB Q8_0 ~53 7%
Mac Studio · M2 Ultra 64GB Q8_0 ~53 14%
Mac Studio · M2 Ultra 128GB Q8_0 ~53 7%
Mac Studio · M2 Ultra 192GB Q8_0 ~53 5%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~41 26%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~41 19%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~41 14%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~41 7%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~41 26%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~41 19%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~41 14%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~41 7%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~36 26%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~36 19%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~36 14%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~36 7%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~36 26%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~36 19%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~36 14%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~36 7%
Mac Studio · M4 Max 36GB Q8_0 ~36 26%
Mac Studio · M4 Max 48GB Q8_0 ~36 19%
Mac Studio · M4 Max 64GB Q8_0 ~36 14%
Mac Studio · M4 Max 128GB Q8_0 ~36 7%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~27 29%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~27 14%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~27 29%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~27 14%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~27 10%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~27 26%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~27 19%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~27 14%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~27 10%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~27 7%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~27 29%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~27 14%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~27 29%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~27 14%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~27 10%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~27 26%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~27 19%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~27 14%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~27 10%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~27 7%
Mac Studio · M1 Max 32GB Q8_0 ~27 29%
Mac Studio · M1 Max 64GB Q8_0 ~27 14%
Mac Studio · M2 Max 32GB Q8_0 ~27 29%
Mac Studio · M2 Max 64GB Q8_0 ~27 14%
Mac Studio · M2 Max 96GB Q8_0 ~27 10%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~20 39%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~20 19%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~20 14%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~20 39%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~20 19%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~20 14%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~18 39%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~18 19%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~18 39%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~18 19%
Mac mini · M4 Pro 24GB Q8_0 ~18 39%
Mac mini · M4 Pro 48GB Q8_0 ~18 19%
Mac mini · M4 Pro 64GB Q8_0 ~18 14%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~13 58%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~13 29%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~13 58%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~13 29%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~13 58%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~13 29%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~13 58%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~13 29%
Mac mini · M2 Pro 16GB Q8_0 ~13 58%
Mac mini · M2 Pro 32GB Q8_0 ~13 29%
MacBook Air · M5 16GB Q8_0 ~10 58%
MacBook Air · M5 24GB Q8_0 ~10 39%
MacBook Air · M5 32GB Q8_0 ~10 29%
MacBook Pro 14" · M5 16GB Q8_0 ~10 58%
MacBook Pro 14" · M5 24GB Q8_0 ~10 39%
MacBook Pro 14" · M5 32GB Q8_0 ~10 29%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~10 51%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~10 26%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~10 51%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~10 26%
MacBook Air · M4 16GB Q8_0 ~8 58%
MacBook Air · M4 24GB Q8_0 ~8 39%
MacBook Air · M4 32GB Q8_0 ~8 29%
MacBook Pro 14" · M4 16GB Q8_0 ~8 58%
MacBook Pro 14" · M4 24GB Q8_0 ~8 39%
MacBook Pro 14" · M4 32GB Q8_0 ~8 29%
Mac mini · M4 16GB Q8_0 ~8 58%
Mac mini · M4 24GB Q8_0 ~8 39%
Mac mini · M4 32GB Q8_0 ~8 29%
iMac · M4 16GB Q8_0 ~8 58%
iMac · M4 24GB Q8_0 ~8 39%
iMac · M4 32GB Q8_0 ~8 29%
MacBook Air · M2 16GB Q8_0 ~7 58%
MacBook Air · M2 24GB Q8_0 ~7 39%
MacBook Air · M3 16GB Q8_0 ~7 58%
MacBook Air · M3 24GB Q8_0 ~7 39%
MacBook Pro 14" · M3 16GB Q8_0 ~7 58%
MacBook Pro 14" · M3 24GB Q8_0 ~7 39%
Mac mini · M2 16GB Q8_0 ~7 58%
Mac mini · M2 24GB Q8_0 ~7 39%
iMac · M3 16GB Q8_0 ~7 58%
iMac · M3 24GB Q8_0 ~7 39%
MacBook Air · M1 16GB Q8_0 ~5 58%
Mac mini · M1 16GB Q8_0 ~5 58%
iMac · M1 16GB Q8_0 ~5 58%
MacBook Air · M2 8GB Q5_K_M ~10 79%
MacBook Air · M3 8GB Q5_K_M ~10 79%
MacBook Pro 14" · M3 8GB Q5_K_M ~10 79%
Mac mini · M2 8GB Q5_K_M ~10 79%
iMac · M3 8GB Q5_K_M ~10 79%
MacBook Air · M1 8GB Q5_K_M ~7 79%
Mac mini · M1 8GB Q5_K_M ~7 79%
iMac · M1 8GB Q5_K_M ~7 79%

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