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lfm2.5 230m code math exp

Coding model by hauser458b · 0.23B 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

lfm2.5 230m code math exp fits comfortably in your 24 GB Mac using Q8_0 quantization, using 3% of your RAM.

~699tok/s
Q8_00.8 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters230M
Architecturelfm2
Context Length4K
CategoryCoding
Formatgguf
Minimum RAM1 GB
Licenselfm1.0
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.8 GB~699 tok/s✓
Q6_K 0.7 GB~918 tok/s✓
Q5_K_M 0.7 GB~1,080 tok/s✓
Q4_K_M 0.6 GB~1,266 tok/s✓
Q3_K_M 0.6 GB~1,529 tok/s✓
Q2_K 0.6 GB~1,984 tok/s✓

Which Mac Can Run lfm2.5 230m code math exp?

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 · ~228 tok/s · 9% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~1,865 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,865 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,865 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,822 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,822 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,822 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,822 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,822 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~1,398 2%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~1,398 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~1,398 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~1,398 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~1,398 2%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~1,398 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~1,398 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~1,398 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~1,243 2%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~1,243 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~1,243 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~1,243 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~1,243 2%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~1,243 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~1,243 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~1,243 1%
Mac Studio · M4 Max 36GB Q8_0 ~1,243 2%
Mac Studio · M4 Max 48GB Q8_0 ~1,243 2%
Mac Studio · M4 Max 64GB Q8_0 ~1,243 1%
Mac Studio · M4 Max 128GB Q8_0 ~1,243 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~911 2%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~911 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~911 2%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~911 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~911 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~911 2%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~911 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~911 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~911 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~911 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~911 2%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~911 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~911 2%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~911 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~911 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~911 2%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~911 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~911 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~911 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~911 1%
Mac Studio · M1 Max 32GB Q8_0 ~911 2%
Mac Studio · M1 Max 64GB Q8_0 ~911 1%
Mac Studio · M2 Max 32GB Q8_0 ~911 2%
Mac Studio · M2 Max 64GB Q8_0 ~911 1%
Mac Studio · M2 Max 96GB Q8_0 ~911 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~699 3%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~699 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~699 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~699 3%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~699 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~699 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~622 3%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~622 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~622 3%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~622 2%
Mac mini · M4 Pro 24GB Q8_0 ~622 3%
Mac mini · M4 Pro 48GB Q8_0 ~622 2%
Mac mini · M4 Pro 64GB Q8_0 ~622 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~455 5%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~455 2%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~455 5%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~455 2%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~455 5%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~455 2%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~455 5%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~455 2%
Mac mini · M2 Pro 16GB Q8_0 ~455 5%
Mac mini · M2 Pro 32GB Q8_0 ~455 2%
MacBook Air · M5 16GB Q8_0 ~348 5%
MacBook Air · M5 24GB Q8_0 ~348 3%
MacBook Air · M5 32GB Q8_0 ~348 2%
MacBook Pro 14" · M5 16GB Q8_0 ~348 5%
MacBook Pro 14" · M5 24GB Q8_0 ~348 3%
MacBook Pro 14" · M5 32GB Q8_0 ~348 2%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~342 4%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~342 2%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~342 4%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~342 2%
MacBook Air · M4 16GB Q8_0 ~273 5%
MacBook Air · M4 24GB Q8_0 ~273 3%
MacBook Air · M4 32GB Q8_0 ~273 2%
MacBook Pro 14" · M4 16GB Q8_0 ~273 5%
MacBook Pro 14" · M4 24GB Q8_0 ~273 3%
MacBook Pro 14" · M4 32GB Q8_0 ~273 2%
Mac mini · M4 16GB Q8_0 ~273 5%
Mac mini · M4 24GB Q8_0 ~273 3%
Mac mini · M4 32GB Q8_0 ~273 2%
iMac · M4 16GB Q8_0 ~273 5%
iMac · M4 24GB Q8_0 ~273 3%
iMac · M4 32GB Q8_0 ~273 2%
MacBook Air · M2 8GB Q8_0 ~228 9%
MacBook Air · M2 16GB Q8_0 ~228 5%
MacBook Air · M2 24GB Q8_0 ~228 3%
MacBook Air · M3 8GB Q8_0 ~228 9%
MacBook Air · M3 16GB Q8_0 ~228 5%
MacBook Air · M3 24GB Q8_0 ~228 3%
MacBook Pro 14" · M3 8GB Q8_0 ~228 9%
MacBook Pro 14" · M3 16GB Q8_0 ~228 5%
MacBook Pro 14" · M3 24GB Q8_0 ~228 3%
Mac mini · M2 8GB Q8_0 ~228 9%
Mac mini · M2 16GB Q8_0 ~228 5%
Mac mini · M2 24GB Q8_0 ~228 3%
iMac · M3 8GB Q8_0 ~228 9%
iMac · M3 16GB Q8_0 ~228 5%
iMac · M3 24GB Q8_0 ~228 3%
MacBook Air · M1 8GB Q8_0 ~155 9%
MacBook Air · M1 16GB Q8_0 ~155 5%
Mac mini · M1 8GB Q8_0 ~155 9%
Mac mini · M1 16GB Q8_0 ~155 5%
iMac · M1 8GB Q8_0 ~155 9%
iMac · M1 16GB Q8_0 ~155 5%

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