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KAT Coder V2.5 Dev VL oQ6e mtp

Coding model by jason-schulz · 34.13B 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

Tight Fit

KAT Coder V2.5 Dev VL oQ6e mtp can run but will be tight at 80% of RAM. Consider a lower quantization or closing other apps.

tok/s
Q3_K_M19.1 GBBenchmark needed

Alternative: Q2_K (15.4 GB, ~168 tok/s)

Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters34.1B
Architectureqwen3_5_moe
Context Length262K
CategoryCoding
Capabilitiesvision
Mixture of Experts 256 experts, 8 active
Formatgguf
Minimum RAM19.1 GB
Licenseapache-2.0

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 38.6 GB~59 tok/s
Q6_K 30.0 GB~78 tok/s
Q5_K_M 25.9 GB~91 tok/s
Q4_K_M 22.5 GB~107 tok/s
Q3_K_M Recommended 19.1 GB~129 tok/s
Q2_K 15.4 GB~168 tok/s

Which Mac Can Run KAT Coder V2.5 Dev VL oQ6e mtp?

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 Pro 14" — M5 Max 48GB

Q8_0 · benchmark needed · 80% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 40%
Mac Studio · M5 Ultra 256GB Q8_0 15%
Mac Studio · M5 Ultra 512GB Q8_0 8%
Mac Studio · M3 Ultra 96GB Q8_0 40%
Mac Studio · M3 Ultra 256GB Q8_0 15%
Mac Studio · M3 Ultra 512GB Q8_0 8%
Mac Studio · M1 Ultra 64GB Q8_0 60%
Mac Studio · M1 Ultra 128GB Q8_0 30%
Mac Studio · M2 Ultra 64GB Q8_0 60%
Mac Studio · M2 Ultra 128GB Q8_0 30%
Mac Studio · M2 Ultra 192GB Q8_0 20%
MacBook Pro 14" · M5 Max 48GB Q8_0 80%
MacBook Pro 14" · M5 Max 64GB Q8_0 60%
MacBook Pro 14" · M5 Max 128GB Q8_0 30%
MacBook Pro 16" · M5 Max 48GB Q8_0 80%
MacBook Pro 16" · M5 Max 64GB Q8_0 60%
MacBook Pro 16" · M5 Max 128GB Q8_0 30%
Mac Studio · M5 Max 48GB Q8_0 80%
Mac Studio · M5 Max 64GB Q8_0 60%
Mac Studio · M5 Max 128GB Q8_0 30%
MacBook Pro 14" · M4 Max 48GB Q8_0 80%
MacBook Pro 14" · M4 Max 64GB Q8_0 60%
MacBook Pro 14" · M4 Max 128GB Q8_0 30%
MacBook Pro 16" · M4 Max 48GB Q8_0 80%
MacBook Pro 16" · M4 Max 64GB Q8_0 60%
MacBook Pro 16" · M4 Max 128GB Q8_0 30%
Mac Studio · M4 Max 48GB Q8_0 80%
Mac Studio · M4 Max 64GB Q8_0 60%
Mac Studio · M4 Max 128GB Q8_0 30%
MacBook Pro 14" · M1 Max 64GB Q8_0 60%
MacBook Pro 14" · M2 Max 64GB Q8_0 60%
MacBook Pro 14" · M2 Max 96GB Q8_0 40%
MacBook Pro 14" · M3 Max 48GB Q8_0 80%
MacBook Pro 14" · M3 Max 64GB Q8_0 60%
MacBook Pro 14" · M3 Max 96GB Q8_0 40%
MacBook Pro 14" · M3 Max 128GB Q8_0 30%
MacBook Pro 16" · M1 Max 64GB Q8_0 60%
MacBook Pro 16" · M2 Max 64GB Q8_0 60%
MacBook Pro 16" · M2 Max 96GB Q8_0 40%
MacBook Pro 16" · M3 Max 48GB Q8_0 80%
MacBook Pro 16" · M3 Max 64GB Q8_0 60%
MacBook Pro 16" · M3 Max 96GB Q8_0 40%
MacBook Pro 16" · M3 Max 128GB Q8_0 30%
Mac Studio · M1 Max 64GB Q8_0 60%
Mac Studio · M2 Max 64GB Q8_0 60%
Mac Studio · M2 Max 96GB Q8_0 40%
MacBook Pro 14" · M5 Pro 48GB Q8_0 80%
MacBook Pro 14" · M5 Pro 64GB Q8_0 60%
MacBook Pro 16" · M5 Pro 48GB Q8_0 80%
MacBook Pro 16" · M5 Pro 64GB Q8_0 60%
Mac mini · M5 Pro 48GB Q8_0 80%
Mac mini · M5 Pro 64GB Q8_0 60%
MacBook Pro 14" · M4 Pro 48GB Q8_0 80%
MacBook Pro 16" · M4 Pro 48GB Q8_0 80%
Mac mini · M4 Pro 48GB Q8_0 80%
Mac mini · M4 Pro 64GB Q8_0 60%
MacBook Pro 14" · M5 Max 36GB Q6_K 83%
MacBook Pro 16" · M5 Max 36GB Q6_K 83%
Mac Studio · M5 Max 36GB Q6_K 83%
MacBook Pro 14" · M4 Max 36GB Q6_K 83%
MacBook Pro 16" · M4 Max 36GB Q6_K 83%
Mac Studio · M4 Max 36GB Q6_K 83%
MacBook Pro 14" · M5 Pro 24GB Q3_K_M 80%
MacBook Pro 16" · M5 Pro 24GB Q3_K_M 80%
Mac mini · M5 Pro 24GB Q3_K_M 80%
MacBook Pro 14" · M1 Max 32GB Q5_K_M 81%
MacBook Pro 14" · M2 Max 32GB Q5_K_M 81%
MacBook Pro 16" · M1 Max 32GB Q5_K_M 81%
MacBook Pro 16" · M2 Max 32GB Q5_K_M 81%
Mac Studio · M1 Max 32GB Q5_K_M 81%
Mac Studio · M2 Max 32GB Q5_K_M 81%
MacBook Pro 14" · M4 Pro 24GB Q3_K_M 80%
MacBook Pro 16" · M4 Pro 24GB Q3_K_M 80%
Mac mini · M4 Pro 24GB Q3_K_M 80%
MacBook Pro 14" · M3 Max 36GB Q6_K 83%
MacBook Pro 16" · M3 Max 36GB Q6_K 83%
Mac mini · M6 24GB Q3_K_M 80%
MacBook Air · M5 24GB Q3_K_M 80%
MacBook Pro 14" · M5 24GB Q3_K_M 80%
MacBook Pro 14" · M1 Pro 32GB Q5_K_M 81%
MacBook Pro 14" · M2 Pro 32GB Q5_K_M 81%
MacBook Pro 16" · M1 Pro 32GB Q5_K_M 81%
MacBook Pro 16" · M2 Pro 32GB Q5_K_M 81%
Mac mini · M2 Pro 32GB Q5_K_M 81%
MacBook Air · M4 24GB Q3_K_M 80%
MacBook Pro 14" · M4 24GB Q3_K_M 80%
Mac mini · M4 24GB Q3_K_M 80%
iMac · M4 24GB Q3_K_M 80%
Mac mini · M6 32GB Q5_K_M 81%
MacBook Air · M5 32GB Q5_K_M 81%
MacBook Pro 14" · M5 32GB Q5_K_M 81%
MacBook Air · M2 24GB Q3_K_M 80%
MacBook Air · M3 24GB Q3_K_M 80%
MacBook Pro 14" · M3 24GB Q3_K_M 80%
Mac mini · M2 24GB Q3_K_M 80%
iMac · M3 24GB Q3_K_M 80%
MacBook Pro 14" · M3 Pro 36GB Q6_K 83%
MacBook Pro 16" · M3 Pro 36GB Q6_K 83%
MacBook Air · M4 32GB Q5_K_M 81%
MacBook Pro 14" · M4 32GB Q5_K_M 81%
Mac mini · M4 32GB Q5_K_M 81%
iMac · M4 32GB Q5_K_M 81%
MacBook Pro 14" · M1 Pro 16GB 96%
MacBook Pro 14" · M2 Pro 16GB 96%
MacBook Pro 16" · M1 Pro 16GB 96%
MacBook Pro 16" · M2 Pro 16GB 96%
Mac mini · M2 Pro 16GB 96%
Mac mini · M6 16GB 96%
MacBook Air · M5 16GB 96%
MacBook Pro 14" · M5 16GB 96%
MacBook Pro 14" · M3 Pro 18GB 85%
MacBook Pro 16" · M3 Pro 18GB 85%
MacBook Air · M4 16GB 96%
MacBook Pro 14" · M4 16GB 96%
Mac mini · M4 16GB 96%
iMac · M4 16GB 96%
MacBook Air · M2 8GB 192%
MacBook Air · M2 16GB 96%
MacBook Air · M3 8GB 192%
MacBook Air · M3 16GB 96%
MacBook Pro 14" · M3 8GB 192%
MacBook Pro 14" · M3 16GB 96%
Mac mini · M2 8GB 192%
Mac mini · M2 16GB 96%
iMac · M3 8GB 192%
iMac · M3 16GB 96%
MacBook Air · M1 8GB 192%
MacBook Air · M1 16GB 96%
Mac mini · M1 8GB 192%
Mac mini · M1 16GB 96%
iMac · M1 8GB 192%
iMac · M1 16GB 96%

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