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granite embedding 311m multilingual r2

Embedding model by ibm-granite · 0.31B 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

granite embedding 311m multilingual r2 fits comfortably in your 24 GB Mac using Q8_0 quantization, using 4% of your RAM.

~519 tok/s

Q8_0 · 0.8 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.8 GB~519 tok/s✓
Q6_K 0.8 GB~681 tok/s✓
Q5_K_M 0.7 GB~801 tok/s✓
Q4_K_M 0.7 GB~939 tok/s✓
Q3_K_M 0.7 GB~1,135 tok/s✓
Q2_K 0.6 GB~1,472 tok/s✓

Specifications

Parameters312M
Architecturemodernbert
Context Length33K
CategoryEmbedding
Formatgguf
Minimum RAM1 GB
Licenseapache-2.0
HuggingFace Downloads412,918
View on HuggingFace →

Which Mac Can Run granite embedding 311m multilingual r2?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~169 tok/s · 11% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~1,384 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,384 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,384 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,352 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,352 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,352 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,352 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,352 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~1,037 2%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~1,037 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~1,037 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~1,037 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~1,037 2%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~1,037 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~1,037 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~1,037 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~923 2%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~923 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~923 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~923 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~923 2%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~923 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~923 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~923 1%
Mac Studio · M4 Max 36GB Q8_0 ~923 2%
Mac Studio · M4 Max 48GB Q8_0 ~923 2%
Mac Studio · M4 Max 64GB Q8_0 ~923 1%
Mac Studio · M4 Max 128GB Q8_0 ~923 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~676 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~676 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~676 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~676 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~676 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~676 2%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~676 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~676 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~676 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~676 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~676 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~676 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~676 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~676 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~676 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~676 2%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~676 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~676 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~676 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~676 1%
Mac Studio · M1 Max 32GB Q8_0 ~676 3%
Mac Studio · M1 Max 64GB Q8_0 ~676 1%
Mac Studio · M2 Max 32GB Q8_0 ~676 3%
Mac Studio · M2 Max 64GB Q8_0 ~676 1%
Mac Studio · M2 Max 96GB Q8_0 ~676 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~519 4%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~519 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~519 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~519 4%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~519 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~519 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~461 4%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~461 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~461 4%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~461 2%
Mac mini · M4 Pro 24GB Q8_0 ~461 4%
Mac mini · M4 Pro 48GB Q8_0 ~461 2%
Mac mini · M4 Pro 64GB Q8_0 ~461 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~338 5%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~338 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~338 5%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~338 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~338 5%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~338 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~338 5%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~338 3%
Mac mini · M2 Pro 16GB Q8_0 ~338 5%
Mac mini · M2 Pro 32GB Q8_0 ~338 3%
MacBook Air · M5 16GB Q8_0 ~259 5%
MacBook Air · M5 24GB Q8_0 ~259 4%
MacBook Air · M5 32GB Q8_0 ~259 3%
MacBook Pro 14" · M5 16GB Q8_0 ~259 5%
MacBook Pro 14" · M5 24GB Q8_0 ~259 4%
MacBook Pro 14" · M5 32GB Q8_0 ~259 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~253 5%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~253 2%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~253 5%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~253 2%
MacBook Air · M4 16GB Q8_0 ~203 5%
MacBook Air · M4 24GB Q8_0 ~203 4%
MacBook Air · M4 32GB Q8_0 ~203 3%
MacBook Pro 14" · M4 16GB Q8_0 ~203 5%
MacBook Pro 14" · M4 24GB Q8_0 ~203 4%
MacBook Pro 14" · M4 32GB Q8_0 ~203 3%
Mac mini · M4 16GB Q8_0 ~203 5%
Mac mini · M4 24GB Q8_0 ~203 4%
Mac mini · M4 32GB Q8_0 ~203 3%
iMac · M4 16GB Q8_0 ~203 5%
iMac · M4 24GB Q8_0 ~203 4%
iMac · M4 32GB Q8_0 ~203 3%
MacBook Air · M2 8GB Q8_0 ~169 11%
MacBook Air · M2 16GB Q8_0 ~169 5%
MacBook Air · M2 24GB Q8_0 ~169 4%
MacBook Air · M3 8GB Q8_0 ~169 11%
MacBook Air · M3 16GB Q8_0 ~169 5%
MacBook Air · M3 24GB Q8_0 ~169 4%
MacBook Pro 14" · M3 8GB Q8_0 ~169 11%
MacBook Pro 14" · M3 16GB Q8_0 ~169 5%
MacBook Pro 14" · M3 24GB Q8_0 ~169 4%
Mac mini · M2 8GB Q8_0 ~169 11%
Mac mini · M2 16GB Q8_0 ~169 5%
Mac mini · M2 24GB Q8_0 ~169 4%
iMac · M3 8GB Q8_0 ~169 11%
iMac · M3 16GB Q8_0 ~169 5%
iMac · M3 24GB Q8_0 ~169 4%
MacBook Air · M1 8GB Q8_0 ~115 11%
MacBook Air · M1 16GB Q8_0 ~115 5%
Mac mini · M1 8GB Q8_0 ~115 11%
Mac mini · M1 16GB Q8_0 ~115 5%
iMac · M1 8GB Q8_0 ~115 11%
iMac · M1 16GB Q8_0 ~115 5%

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