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ru en RoSBERTa

General model by ai-forever · 0.4B 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, Mac mini M5 Pro

Runs Excellently

ru en RoSBERTa fits comfortably in your 24 GB Mac using Q8_0 quantization, using 4% of your RAM.

~402tok/s
Q8_00.9 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters404M
Architectureroberta
Context Length514
CategoryGeneral
Formatgguf
Minimum RAM1 GB
Licensemit
HuggingFace Downloads97,336
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.9 GB~402 tok/s✓
Q6_K 0.8 GB~528 tok/s✓
Q5_K_M 0.8 GB~621 tok/s✓
Q4_K_M 0.8 GB~728 tok/s✓
Q3_K_M 0.7 GB~879 tok/s✓
Q2_K 0.7 GB~1,141 tok/s✓

Which Mac Can Run ru en RoSBERTa?

Affiliate disclosure: the shop icons in this table are Amazon affiliate links. As an Amazon Associate, ModelPiper earns from qualifying purchases. Every fit rating, quantization and tok/s figure below is computed from the hardware specs and is not influenced by that.

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~131 tok/s · 12% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~1,608 1%
Mac Studio · M5 Ultra 256GB Q8_0 ~1,608 0%
Mac Studio · M5 Ultra 512GB Q8_0 ~1,608 0%
Mac Studio · M3 Ultra 96GB Q8_0 ~1,073 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,073 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,073 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,048 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,048 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,048 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,048 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,048 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~804 3%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~804 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~804 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~804 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~804 3%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~804 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~804 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~804 1%
Mac Studio · M5 Max 36GB Q8_0 ~804 3%
Mac Studio · M5 Max 48GB Q8_0 ~804 2%
Mac Studio · M5 Max 64GB Q8_0 ~804 1%
Mac Studio · M5 Max 128GB Q8_0 ~804 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~715 3%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~715 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~715 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~715 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~715 3%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~715 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~715 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~715 1%
Mac Studio · M4 Max 36GB Q8_0 ~715 3%
Mac Studio · M4 Max 48GB Q8_0 ~715 2%
Mac Studio · M4 Max 64GB Q8_0 ~715 1%
Mac Studio · M4 Max 128GB Q8_0 ~715 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~524 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~524 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~524 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~524 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~524 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~524 3%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~524 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~524 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~524 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~524 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~524 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~524 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~524 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~524 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~524 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~524 3%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~524 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~524 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~524 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~524 1%
Mac Studio · M1 Max 32GB Q8_0 ~524 3%
Mac Studio · M1 Max 64GB Q8_0 ~524 1%
Mac Studio · M2 Max 32GB Q8_0 ~524 3%
Mac Studio · M2 Max 64GB Q8_0 ~524 1%
Mac Studio · M2 Max 96GB Q8_0 ~524 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~402 4%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~402 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~402 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~402 4%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~402 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~402 1%
Mac mini · M5 Pro 24GB Q8_0 ~402 4%
Mac mini · M5 Pro 48GB Q8_0 ~402 2%
Mac mini · M5 Pro 64GB Q8_0 ~402 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~357 4%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~357 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~357 4%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~357 2%
Mac mini · M4 Pro 24GB Q8_0 ~357 4%
Mac mini · M4 Pro 48GB Q8_0 ~357 2%
Mac mini · M4 Pro 64GB Q8_0 ~357 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~262 6%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~262 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~262 6%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~262 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~262 6%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~262 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~262 6%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~262 3%
Mac mini · M2 Pro 16GB Q8_0 ~262 6%
Mac mini · M2 Pro 32GB Q8_0 ~262 3%
Mac mini · M6 16GB Q8_0 ~223 6%
Mac mini · M6 24GB Q8_0 ~223 4%
Mac mini · M6 32GB Q8_0 ~223 3%
MacBook Air · M5 16GB Q8_0 ~200 6%
MacBook Air · M5 24GB Q8_0 ~200 4%
MacBook Air · M5 32GB Q8_0 ~200 3%
MacBook Pro 14" · M5 16GB Q8_0 ~200 6%
MacBook Pro 14" · M5 24GB Q8_0 ~200 4%
MacBook Pro 14" · M5 32GB Q8_0 ~200 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~196 5%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~196 3%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~196 5%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~196 3%
MacBook Air · M4 16GB Q8_0 ~157 6%
MacBook Air · M4 24GB Q8_0 ~157 4%
MacBook Air · M4 32GB Q8_0 ~157 3%
MacBook Pro 14" · M4 16GB Q8_0 ~157 6%
MacBook Pro 14" · M4 24GB Q8_0 ~157 4%
MacBook Pro 14" · M4 32GB Q8_0 ~157 3%
Mac mini · M4 16GB Q8_0 ~157 6%
Mac mini · M4 24GB Q8_0 ~157 4%
Mac mini · M4 32GB Q8_0 ~157 3%
iMac · M4 16GB Q8_0 ~157 6%
iMac · M4 24GB Q8_0 ~157 4%
iMac · M4 32GB Q8_0 ~157 3%
MacBook Air · M2 8GB Q8_0 ~131 12%
MacBook Air · M2 16GB Q8_0 ~131 6%
MacBook Air · M2 24GB Q8_0 ~131 4%
MacBook Air · M3 8GB Q8_0 ~131 12%
MacBook Air · M3 16GB Q8_0 ~131 6%
MacBook Air · M3 24GB Q8_0 ~131 4%
MacBook Pro 14" · M3 8GB Q8_0 ~131 12%
MacBook Pro 14" · M3 16GB Q8_0 ~131 6%
MacBook Pro 14" · M3 24GB Q8_0 ~131 4%
Mac mini · M2 8GB Q8_0 ~131 12%
Mac mini · M2 16GB Q8_0 ~131 6%
Mac mini · M2 24GB Q8_0 ~131 4%
iMac · M3 8GB Q8_0 ~131 12%
iMac · M3 16GB Q8_0 ~131 6%
iMac · M3 24GB Q8_0 ~131 4%
MacBook Air · M1 8GB Q8_0 ~89 12%
MacBook Air · M1 16GB Q8_0 ~89 6%
Mac mini · M1 8GB Q8_0 ~89 12%
Mac mini · M1 16GB Q8_0 ~89 6%
iMac · M1 8GB Q8_0 ~89 12%
iMac · M1 16GB Q8_0 ~89 6%

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