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ProCIR

Multimodal model by yuandaxia · 0.85B parameters

By , Founder & Lead Engineer
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

ProCIR fits comfortably in your 24 GB Mac using Q8_0 quantization, using 6% of your RAM.

~189 tok/s

Q8_0 · 1.4 GB · Estimated

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

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.4 GB~189 tok/s
Q6_K 1.2 GB~248 tok/s
Q5_K_M 1.1 GB~292 tok/s
Q4_K_M 1.0 GB~342 tok/s
Q3_K_M 1.0 GB~414 tok/s
Q2_K 0.9 GB~537 tok/s

Specifications

Parameters853M
Architectureqwen3_5
Context Length262K
CategoryMultimodal
Capabilitiesvision
Formatgguf
Minimum RAM1 GB
Licenseother

Which Mac Can Run ProCIR?

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 · ~62 tok/s · 18% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~505 2%
Mac Studio · M3 Ultra 256GB Q8_0 ~505 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~505 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~493 2%
Mac Studio · M1 Ultra 128GB Q8_0 ~493 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~493 2%
Mac Studio · M2 Ultra 128GB Q8_0 ~493 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~493 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~378 4%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~378 3%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~378 2%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~378 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~378 4%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~378 3%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~378 2%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~378 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~336 4%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~336 3%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~336 2%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~336 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~336 4%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~336 3%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~336 2%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~336 1%
Mac Studio · M4 Max 36GB Q8_0 ~336 4%
Mac Studio · M4 Max 48GB Q8_0 ~336 3%
Mac Studio · M4 Max 64GB Q8_0 ~336 2%
Mac Studio · M4 Max 128GB Q8_0 ~336 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~246 5%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~246 2%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~246 5%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~246 2%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~246 2%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~246 4%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~246 3%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~246 2%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~246 2%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~246 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~246 5%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~246 2%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~246 5%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~246 2%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~246 2%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~246 4%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~246 3%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~246 2%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~246 2%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~246 1%
Mac Studio · M1 Max 32GB Q8_0 ~246 5%
Mac Studio · M1 Max 64GB Q8_0 ~246 2%
Mac Studio · M2 Max 32GB Q8_0 ~246 5%
Mac Studio · M2 Max 64GB Q8_0 ~246 2%
Mac Studio · M2 Max 96GB Q8_0 ~246 2%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~189 6%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~189 3%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~189 2%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~189 6%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~189 3%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~189 2%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~168 6%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~168 3%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~168 6%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~168 3%
Mac mini · M4 Pro 24GB Q8_0 ~168 6%
Mac mini · M4 Pro 48GB Q8_0 ~168 3%
Mac mini · M4 Pro 64GB Q8_0 ~168 2%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~123 9%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~123 5%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~123 9%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~123 5%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~123 9%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~123 5%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~123 9%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~123 5%
Mac mini · M2 Pro 16GB Q8_0 ~123 9%
Mac mini · M2 Pro 32GB Q8_0 ~123 5%
MacBook Air · M5 16GB Q8_0 ~94 9%
MacBook Air · M5 24GB Q8_0 ~94 6%
MacBook Air · M5 32GB Q8_0 ~94 5%
MacBook Pro 14" · M5 16GB Q8_0 ~94 9%
MacBook Pro 14" · M5 24GB Q8_0 ~94 6%
MacBook Pro 14" · M5 32GB Q8_0 ~94 5%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~92 8%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~92 4%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~92 8%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~92 4%
MacBook Air · M4 16GB Q8_0 ~74 9%
MacBook Air · M4 24GB Q8_0 ~74 6%
MacBook Air · M4 32GB Q8_0 ~74 5%
MacBook Pro 14" · M4 16GB Q8_0 ~74 9%
MacBook Pro 14" · M4 24GB Q8_0 ~74 6%
MacBook Pro 14" · M4 32GB Q8_0 ~74 5%
Mac mini · M4 16GB Q8_0 ~74 9%
Mac mini · M4 24GB Q8_0 ~74 6%
Mac mini · M4 32GB Q8_0 ~74 5%
iMac · M4 16GB Q8_0 ~74 9%
iMac · M4 24GB Q8_0 ~74 6%
iMac · M4 32GB Q8_0 ~74 5%
MacBook Air · M2 8GB Q8_0 ~62 18%
MacBook Air · M2 16GB Q8_0 ~62 9%
MacBook Air · M2 24GB Q8_0 ~62 6%
MacBook Air · M3 8GB Q8_0 ~62 18%
MacBook Air · M3 16GB Q8_0 ~62 9%
MacBook Air · M3 24GB Q8_0 ~62 6%
MacBook Pro 14" · M3 8GB Q8_0 ~62 18%
MacBook Pro 14" · M3 16GB Q8_0 ~62 9%
MacBook Pro 14" · M3 24GB Q8_0 ~62 6%
Mac mini · M2 8GB Q8_0 ~62 18%
Mac mini · M2 16GB Q8_0 ~62 9%
Mac mini · M2 24GB Q8_0 ~62 6%
iMac · M3 8GB Q8_0 ~62 18%
iMac · M3 16GB Q8_0 ~62 9%
iMac · M3 24GB Q8_0 ~62 6%
MacBook Air · M1 8GB Q8_0 ~42 18%
MacBook Air · M1 16GB Q8_0 ~42 9%
Mac mini · M1 8GB Q8_0 ~42 18%
Mac mini · M1 16GB Q8_0 ~42 9%
iMac · M1 8GB Q8_0 ~42 18%
iMac · M1 16GB Q8_0 ~42 9%

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