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starcoderbase 1b

Coding model by BigCode · 1.14B 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

starcoderbase 1b fits comfortably in your 24 GB Mac using Q8_0 quantization, using 7% of your RAM.

~141tok/s
Q8_01.8 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters1.1B
Architecturegpt_bigcode
Context Length4K
CategoryCoding
Formatgguf
Minimum RAM1 GB
Licensebigcode-openrail-m
HuggingFace Downloads4,282
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.8 GB~141 tok/s✓
Q6_K 1.5 GB~185 tok/s✓
Q5_K_M 1.3 GB~218 tok/s✓
Q4_K_M 1.2 GB~255 tok/s✓
Q3_K_M 1.1 GB~309 tok/s✓
Q2_K 1.0 GB~400 tok/s✓

Which Mac Can Run starcoderbase 1b?

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 · ~46 tok/s · 22% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~564 2%
Mac Studio · M5 Ultra 256GB Q8_0 ~564 1%
Mac Studio · M5 Ultra 512GB Q8_0 ~564 0%
Mac Studio · M3 Ultra 96GB Q8_0 ~376 2%
Mac Studio · M3 Ultra 256GB Q8_0 ~376 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~376 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~368 3%
Mac Studio · M1 Ultra 128GB Q8_0 ~368 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~368 3%
Mac Studio · M2 Ultra 128GB Q8_0 ~368 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~368 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~282 5%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~282 4%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~282 3%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~282 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~282 5%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~282 4%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~282 3%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~282 1%
Mac Studio · M5 Max 36GB Q8_0 ~282 5%
Mac Studio · M5 Max 48GB Q8_0 ~282 4%
Mac Studio · M5 Max 64GB Q8_0 ~282 3%
Mac Studio · M5 Max 128GB Q8_0 ~282 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~251 5%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~251 4%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~251 3%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~251 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~251 5%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~251 4%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~251 3%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~251 1%
Mac Studio · M4 Max 36GB Q8_0 ~251 5%
Mac Studio · M4 Max 48GB Q8_0 ~251 4%
Mac Studio · M4 Max 64GB Q8_0 ~251 3%
Mac Studio · M4 Max 128GB Q8_0 ~251 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~184 6%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~184 3%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~184 6%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~184 3%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~184 2%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~184 5%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~184 4%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~184 3%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~184 2%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~184 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~184 6%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~184 3%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~184 6%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~184 3%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~184 2%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~184 5%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~184 4%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~184 3%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~184 2%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~184 1%
Mac Studio · M1 Max 32GB Q8_0 ~184 6%
Mac Studio · M1 Max 64GB Q8_0 ~184 3%
Mac Studio · M2 Max 32GB Q8_0 ~184 6%
Mac Studio · M2 Max 64GB Q8_0 ~184 3%
Mac Studio · M2 Max 96GB Q8_0 ~184 2%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~141 7%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~141 4%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~141 3%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~141 7%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~141 4%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~141 3%
Mac mini · M5 Pro 24GB Q8_0 ~141 7%
Mac mini · M5 Pro 48GB Q8_0 ~141 4%
Mac mini · M5 Pro 64GB Q8_0 ~141 3%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~125 7%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~125 4%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~125 7%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~125 4%
Mac mini · M4 Pro 24GB Q8_0 ~125 7%
Mac mini · M4 Pro 48GB Q8_0 ~125 4%
Mac mini · M4 Pro 64GB Q8_0 ~125 3%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~92 11%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~92 6%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~92 11%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~92 6%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~92 11%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~92 6%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~92 11%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~92 6%
Mac mini · M2 Pro 16GB Q8_0 ~92 11%
Mac mini · M2 Pro 32GB Q8_0 ~92 6%
Mac mini · M6 16GB Q8_0 ~78 11%
Mac mini · M6 24GB Q8_0 ~78 7%
Mac mini · M6 32GB Q8_0 ~78 6%
MacBook Air · M5 16GB Q8_0 ~70 11%
MacBook Air · M5 24GB Q8_0 ~70 7%
MacBook Air · M5 32GB Q8_0 ~70 6%
MacBook Pro 14" · M5 16GB Q8_0 ~70 11%
MacBook Pro 14" · M5 24GB Q8_0 ~70 7%
MacBook Pro 14" · M5 32GB Q8_0 ~70 6%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~69 10%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~69 5%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~69 10%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~69 5%
MacBook Air · M4 16GB Q8_0 ~55 11%
MacBook Air · M4 24GB Q8_0 ~55 7%
MacBook Air · M4 32GB Q8_0 ~55 6%
MacBook Pro 14" · M4 16GB Q8_0 ~55 11%
MacBook Pro 14" · M4 24GB Q8_0 ~55 7%
MacBook Pro 14" · M4 32GB Q8_0 ~55 6%
Mac mini · M4 16GB Q8_0 ~55 11%
Mac mini · M4 24GB Q8_0 ~55 7%
Mac mini · M4 32GB Q8_0 ~55 6%
iMac · M4 16GB Q8_0 ~55 11%
iMac · M4 24GB Q8_0 ~55 7%
iMac · M4 32GB Q8_0 ~55 6%
MacBook Air · M2 8GB Q8_0 ~46 22%
MacBook Air · M2 16GB Q8_0 ~46 11%
MacBook Air · M2 24GB Q8_0 ~46 7%
MacBook Air · M3 8GB Q8_0 ~46 22%
MacBook Air · M3 16GB Q8_0 ~46 11%
MacBook Air · M3 24GB Q8_0 ~46 7%
MacBook Pro 14" · M3 8GB Q8_0 ~46 22%
MacBook Pro 14" · M3 16GB Q8_0 ~46 11%
MacBook Pro 14" · M3 24GB Q8_0 ~46 7%
Mac mini · M2 8GB Q8_0 ~46 22%
Mac mini · M2 16GB Q8_0 ~46 11%
Mac mini · M2 24GB Q8_0 ~46 7%
iMac · M3 8GB Q8_0 ~46 22%
iMac · M3 16GB Q8_0 ~46 11%
iMac · M3 24GB Q8_0 ~46 7%
MacBook Air · M1 8GB Q8_0 ~31 22%
MacBook Air · M1 16GB Q8_0 ~31 11%
Mac mini · M1 8GB Q8_0 ~31 22%
Mac mini · M1 16GB Q8_0 ~31 11%
iMac · M1 8GB Q8_0 ~31 22%
iMac · M1 16GB Q8_0 ~31 11%

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