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C2S Pythia 410m cell type prediction

General model by vandijklab · 0.41B 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

C2S Pythia 410m cell type prediction fits comfortably in your 24 GB Mac using Q8_0 quantization, using 4% of your RAM.

~392tok/s
Q8_01.0 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters405M
Architecturegpt_neox
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads1,397
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.0 GB~392 tok/s✓
Q6_K 0.9 GB~515 tok/s✓
Q5_K_M 0.8 GB~606 tok/s✓
Q4_K_M 0.8 GB~710 tok/s✓
Q3_K_M 0.7 GB~858 tok/s✓
Q2_K 0.7 GB~1,113 tok/s✓

Which Mac Can Run C2S Pythia 410m cell type prediction?

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 · ~128 tok/s · 12% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~1,569 1%
Mac Studio · M5 Ultra 256GB Q8_0 ~1,569 0%
Mac Studio · M5 Ultra 512GB Q8_0 ~1,569 0%
Mac Studio · M3 Ultra 96GB Q8_0 ~1,046 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,046 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,046 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,022 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,022 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,022 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,022 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,022 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~784 3%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~784 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~784 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~784 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~784 3%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~784 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~784 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~784 1%
Mac Studio · M5 Max 36GB Q8_0 ~784 3%
Mac Studio · M5 Max 48GB Q8_0 ~784 2%
Mac Studio · M5 Max 64GB Q8_0 ~784 1%
Mac Studio · M5 Max 128GB Q8_0 ~784 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~698 3%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~698 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~698 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~698 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~698 3%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~698 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~698 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~698 1%
Mac Studio · M4 Max 36GB Q8_0 ~698 3%
Mac Studio · M4 Max 48GB Q8_0 ~698 2%
Mac Studio · M4 Max 64GB Q8_0 ~698 1%
Mac Studio · M4 Max 128GB Q8_0 ~698 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~511 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~511 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~511 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~511 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~511 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~511 3%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~511 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~511 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~511 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~511 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~511 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~511 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~511 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~511 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~511 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~511 3%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~511 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~511 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~511 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~511 1%
Mac Studio · M1 Max 32GB Q8_0 ~511 3%
Mac Studio · M1 Max 64GB Q8_0 ~511 1%
Mac Studio · M2 Max 32GB Q8_0 ~511 3%
Mac Studio · M2 Max 64GB Q8_0 ~511 1%
Mac Studio · M2 Max 96GB Q8_0 ~511 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~392 4%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~392 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~392 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~392 4%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~392 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~392 1%
Mac mini · M5 Pro 24GB Q8_0 ~392 4%
Mac mini · M5 Pro 48GB Q8_0 ~392 2%
Mac mini · M5 Pro 64GB Q8_0 ~392 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~349 4%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~349 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~349 4%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~349 2%
Mac mini · M4 Pro 24GB Q8_0 ~349 4%
Mac mini · M4 Pro 48GB Q8_0 ~349 2%
Mac mini · M4 Pro 64GB Q8_0 ~349 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~256 6%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~256 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~256 6%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~256 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~256 6%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~256 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~256 6%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~256 3%
Mac mini · M2 Pro 16GB Q8_0 ~256 6%
Mac mini · M2 Pro 32GB Q8_0 ~256 3%
Mac mini · M6 16GB Q8_0 ~217 6%
Mac mini · M6 24GB Q8_0 ~217 4%
Mac mini · M6 32GB Q8_0 ~217 3%
MacBook Air · M5 16GB Q8_0 ~195 6%
MacBook Air · M5 24GB Q8_0 ~195 4%
MacBook Air · M5 32GB Q8_0 ~195 3%
MacBook Pro 14" · M5 16GB Q8_0 ~195 6%
MacBook Pro 14" · M5 24GB Q8_0 ~195 4%
MacBook Pro 14" · M5 32GB Q8_0 ~195 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~192 5%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~192 3%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~192 5%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~192 3%
MacBook Air · M4 16GB Q8_0 ~153 6%
MacBook Air · M4 24GB Q8_0 ~153 4%
MacBook Air · M4 32GB Q8_0 ~153 3%
MacBook Pro 14" · M4 16GB Q8_0 ~153 6%
MacBook Pro 14" · M4 24GB Q8_0 ~153 4%
MacBook Pro 14" · M4 32GB Q8_0 ~153 3%
Mac mini · M4 16GB Q8_0 ~153 6%
Mac mini · M4 24GB Q8_0 ~153 4%
Mac mini · M4 32GB Q8_0 ~153 3%
iMac · M4 16GB Q8_0 ~153 6%
iMac · M4 24GB Q8_0 ~153 4%
iMac · M4 32GB Q8_0 ~153 3%
MacBook Air · M2 8GB Q8_0 ~128 12%
MacBook Air · M2 16GB Q8_0 ~128 6%
MacBook Air · M2 24GB Q8_0 ~128 4%
MacBook Air · M3 8GB Q8_0 ~128 12%
MacBook Air · M3 16GB Q8_0 ~128 6%
MacBook Air · M3 24GB Q8_0 ~128 4%
MacBook Pro 14" · M3 8GB Q8_0 ~128 12%
MacBook Pro 14" · M3 16GB Q8_0 ~128 6%
MacBook Pro 14" · M3 24GB Q8_0 ~128 4%
Mac mini · M2 8GB Q8_0 ~128 12%
Mac mini · M2 16GB Q8_0 ~128 6%
Mac mini · M2 24GB Q8_0 ~128 4%
iMac · M3 8GB Q8_0 ~128 12%
iMac · M3 16GB Q8_0 ~128 6%
iMac · M3 24GB Q8_0 ~128 4%
MacBook Air · M1 8GB Q8_0 ~87 12%
MacBook Air · M1 16GB Q8_0 ~87 6%
Mac mini · M1 8GB Q8_0 ~87 12%
Mac mini · M1 16GB Q8_0 ~87 6%
iMac · M1 8GB Q8_0 ~87 12%
iMac · M1 16GB Q8_0 ~87 6%

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