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opensearch neural sparse encoding multilingual v1

General model by opensearch-project · 0.17B 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

opensearch neural sparse encoding multilingual v1 fits comfortably in your 24 GB Mac using Q8_0 quantization, using 3% of your RAM.

~946 tok/s

Q8_0 · 0.7 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.7 GB~946 tok/s✓
Q6_K 0.6 GB~1,242 tok/s✓
Q5_K_M 0.6 GB~1,461 tok/s✓
Q4_K_M 0.6 GB~1,712 tok/s✓
Q3_K_M 0.6 GB~2,069 tok/s✓
Q2_K 0.6 GB~2,684 tok/s✓

Specifications

Parameters167M
Architecturebert
Context Length512
CategoryGeneral
Formatgguf
Minimum RAM1 GB
Licenseapache-2.0
HuggingFace Downloads13,737
View on HuggingFace →

Which Mac Can Run opensearch neural sparse encoding multilingual v1?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~308 tok/s · 9% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~2,524 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~2,524 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~2,524 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~2,465 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~2,465 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~2,465 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~2,465 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~2,465 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~1,892 2%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~1,892 1%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~1,892 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~1,892 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~1,892 2%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~1,892 1%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~1,892 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~1,892 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~1,682 2%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~1,682 1%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~1,682 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~1,682 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~1,682 2%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~1,682 1%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~1,682 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~1,682 1%
Mac Studio · M4 Max 36GB Q8_0 ~1,682 2%
Mac Studio · M4 Max 48GB Q8_0 ~1,682 1%
Mac Studio · M4 Max 64GB Q8_0 ~1,682 1%
Mac Studio · M4 Max 128GB Q8_0 ~1,682 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~1,232 2%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~1,232 2%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~1,232 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~1,232 2%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~1,232 1%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~1,232 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~1,232 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~1,232 2%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~1,232 2%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~1,232 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~1,232 2%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~1,232 1%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~1,232 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~1,232 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~1,232 1%
Mac Studio · M1 Max 32GB Q8_0 ~1,232 2%
Mac Studio · M1 Max 64GB Q8_0 ~1,232 1%
Mac Studio · M2 Max 32GB Q8_0 ~1,232 2%
Mac Studio · M2 Max 64GB Q8_0 ~1,232 1%
Mac Studio · M2 Max 96GB Q8_0 ~1,232 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~946 3%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~946 1%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~946 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~946 3%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~946 1%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~946 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~841 3%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~841 1%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~841 3%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~841 1%
Mac mini · M4 Pro 24GB Q8_0 ~841 3%
Mac mini · M4 Pro 48GB Q8_0 ~841 1%
Mac mini · M4 Pro 64GB Q8_0 ~841 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~616 4%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~616 2%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~616 4%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~616 2%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~616 4%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~616 2%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~616 4%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~616 2%
Mac mini · M2 Pro 16GB Q8_0 ~616 4%
Mac mini · M2 Pro 32GB Q8_0 ~616 2%
MacBook Air · M5 16GB Q8_0 ~471 4%
MacBook Air · M5 24GB Q8_0 ~471 3%
MacBook Air · M5 32GB Q8_0 ~471 2%
MacBook Pro 14" · M5 16GB Q8_0 ~471 4%
MacBook Pro 14" · M5 24GB Q8_0 ~471 3%
MacBook Pro 14" · M5 32GB Q8_0 ~471 2%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~462 4%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~462 2%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~462 4%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~462 2%
MacBook Air · M4 16GB Q8_0 ~370 4%
MacBook Air · M4 24GB Q8_0 ~370 3%
MacBook Air · M4 32GB Q8_0 ~370 2%
MacBook Pro 14" · M4 16GB Q8_0 ~370 4%
MacBook Pro 14" · M4 24GB Q8_0 ~370 3%
MacBook Pro 14" · M4 32GB Q8_0 ~370 2%
Mac mini · M4 16GB Q8_0 ~370 4%
Mac mini · M4 24GB Q8_0 ~370 3%
Mac mini · M4 32GB Q8_0 ~370 2%
iMac · M4 16GB Q8_0 ~370 4%
iMac · M4 24GB Q8_0 ~370 3%
iMac · M4 32GB Q8_0 ~370 2%
MacBook Air · M2 8GB Q8_0 ~308 9%
MacBook Air · M2 16GB Q8_0 ~308 4%
MacBook Air · M2 24GB Q8_0 ~308 3%
MacBook Air · M3 8GB Q8_0 ~308 9%
MacBook Air · M3 16GB Q8_0 ~308 4%
MacBook Air · M3 24GB Q8_0 ~308 3%
MacBook Pro 14" · M3 8GB Q8_0 ~308 9%
MacBook Pro 14" · M3 16GB Q8_0 ~308 4%
MacBook Pro 14" · M3 24GB Q8_0 ~308 3%
Mac mini · M2 8GB Q8_0 ~308 9%
Mac mini · M2 16GB Q8_0 ~308 4%
Mac mini · M2 24GB Q8_0 ~308 3%
iMac · M3 8GB Q8_0 ~308 9%
iMac · M3 16GB Q8_0 ~308 4%
iMac · M3 24GB Q8_0 ~308 3%
MacBook Air · M1 8GB Q8_0 ~210 9%
MacBook Air · M1 16GB Q8_0 ~210 4%
Mac mini · M1 8GB Q8_0 ~210 9%
Mac mini · M1 16GB Q8_0 ~210 4%
iMac · M1 8GB Q8_0 ~210 9%
iMac · M1 16GB Q8_0 ~210 4%

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