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F2LLM v2 330M

Coding model by codefuse-ai · 0.33B 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

F2LLM v2 330M fits comfortably in your 24 GB Mac using Q8_0 quantization, using 4% of your RAM.

~487tok/s
Q8_00.9 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters334M
Architectureqwen3
Context Length41K
CategoryCoding
Formatgguf
Minimum RAM1 GB
Licenseapache-2.0
HuggingFace Downloads10,115
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 0.9 GB~487 tok/s✓
Q6_K 0.8 GB~640 tok/s✓
Q5_K_M 0.7 GB~752 tok/s✓
Q4_K_M 0.7 GB~882 tok/s✓
Q3_K_M 0.7 GB~1,066 tok/s✓
Q2_K 0.6 GB~1,383 tok/s✓

Which Mac Can Run F2LLM v2 330M?

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 · ~159 tok/s · 11% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~1,300 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~1,300 0%
Mac Studio · M3 Ultra 512GB Q8_0 ~1,300 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~1,270 1%
Mac Studio · M1 Ultra 128GB Q8_0 ~1,270 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~1,270 1%
Mac Studio · M2 Ultra 128GB Q8_0 ~1,270 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~1,270 0%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~975 2%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~975 2%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~975 1%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~975 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~975 2%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~975 2%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~975 1%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~975 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~867 2%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~867 2%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~867 1%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~867 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~867 2%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~867 2%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~867 1%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~867 1%
Mac Studio · M4 Max 36GB Q8_0 ~867 2%
Mac Studio · M4 Max 48GB Q8_0 ~867 2%
Mac Studio · M4 Max 64GB Q8_0 ~867 1%
Mac Studio · M4 Max 128GB Q8_0 ~867 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~635 3%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~635 1%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~635 3%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~635 1%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~635 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~635 2%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~635 2%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~635 1%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~635 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~635 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~635 3%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~635 1%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~635 3%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~635 1%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~635 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~635 2%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~635 2%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~635 1%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~635 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~635 1%
Mac Studio · M1 Max 32GB Q8_0 ~635 3%
Mac Studio · M1 Max 64GB Q8_0 ~635 1%
Mac Studio · M2 Max 32GB Q8_0 ~635 3%
Mac Studio · M2 Max 64GB Q8_0 ~635 1%
Mac Studio · M2 Max 96GB Q8_0 ~635 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~487 4%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~487 2%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~487 1%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~487 4%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~487 2%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~487 1%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~433 4%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~433 2%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~433 4%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~433 2%
Mac mini · M4 Pro 24GB Q8_0 ~433 4%
Mac mini · M4 Pro 48GB Q8_0 ~433 2%
Mac mini · M4 Pro 64GB Q8_0 ~433 1%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~317 5%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~317 3%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~317 5%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~317 3%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~317 5%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~317 3%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~317 5%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~317 3%
Mac mini · M2 Pro 16GB Q8_0 ~317 5%
Mac mini · M2 Pro 32GB Q8_0 ~317 3%
MacBook Air · M5 16GB Q8_0 ~243 5%
MacBook Air · M5 24GB Q8_0 ~243 4%
MacBook Air · M5 32GB Q8_0 ~243 3%
MacBook Pro 14" · M5 16GB Q8_0 ~243 5%
MacBook Pro 14" · M5 24GB Q8_0 ~243 4%
MacBook Pro 14" · M5 32GB Q8_0 ~243 3%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~238 5%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~238 2%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~238 5%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~238 2%
MacBook Air · M4 16GB Q8_0 ~190 5%
MacBook Air · M4 24GB Q8_0 ~190 4%
MacBook Air · M4 32GB Q8_0 ~190 3%
MacBook Pro 14" · M4 16GB Q8_0 ~190 5%
MacBook Pro 14" · M4 24GB Q8_0 ~190 4%
MacBook Pro 14" · M4 32GB Q8_0 ~190 3%
Mac mini · M4 16GB Q8_0 ~190 5%
Mac mini · M4 24GB Q8_0 ~190 4%
Mac mini · M4 32GB Q8_0 ~190 3%
iMac · M4 16GB Q8_0 ~190 5%
iMac · M4 24GB Q8_0 ~190 4%
iMac · M4 32GB Q8_0 ~190 3%
MacBook Air · M2 8GB Q8_0 ~159 11%
MacBook Air · M2 16GB Q8_0 ~159 5%
MacBook Air · M2 24GB Q8_0 ~159 4%
MacBook Air · M3 8GB Q8_0 ~159 11%
MacBook Air · M3 16GB Q8_0 ~159 5%
MacBook Air · M3 24GB Q8_0 ~159 4%
MacBook Pro 14" · M3 8GB Q8_0 ~159 11%
MacBook Pro 14" · M3 16GB Q8_0 ~159 5%
MacBook Pro 14" · M3 24GB Q8_0 ~159 4%
Mac mini · M2 8GB Q8_0 ~159 11%
Mac mini · M2 16GB Q8_0 ~159 5%
Mac mini · M2 24GB Q8_0 ~159 4%
iMac · M3 8GB Q8_0 ~159 11%
iMac · M3 16GB Q8_0 ~159 5%
iMac · M3 24GB Q8_0 ~159 4%
MacBook Air · M1 8GB Q8_0 ~108 11%
MacBook Air · M1 16GB Q8_0 ~108 5%
Mac mini · M1 8GB Q8_0 ~108 11%
Mac mini · M1 16GB Q8_0 ~108 5%
iMac · M1 8GB Q8_0 ~108 11%
iMac · M1 16GB Q8_0 ~108 5%

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