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Midm 2.0 Mini Instruct

Chat model by k-intelligence · 2.31B parameters · Released 2025-07-03

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

Midm 2.0 Mini Instruct fits comfortably in your 24 GB Mac using Q8_0 quantization, using 13% of your RAM.

~70tok/s
Q8_03.1 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters2.3B
Architecturellama
Context Length33K
CategoryChat
Formatgguf
Minimum RAM1.3 GB
Licensemit
HuggingFace Downloads19,855
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 3.1 GB~70 tok/s✓
Q6_K 2.5 GB~91 tok/s✓
Q5_K_M 2.2 GB~107 tok/s✓
Q4_K_M 2.0 GB~126 tok/s✓
Q3_K_M 1.8 GB~152 tok/s✓
Q2_K 1.5 GB~198 tok/s✓

Which Mac Can Run Midm 2.0 Mini Instruct?

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 · ~23 tok/s · 38% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~278 3%
Mac Studio · M5 Ultra 256GB Q8_0 ~278 1%
Mac Studio · M5 Ultra 512GB Q8_0 ~278 1%
Mac Studio · M3 Ultra 96GB Q8_0 ~186 3%
Mac Studio · M3 Ultra 256GB Q8_0 ~186 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~186 1%
Mac Studio · M1 Ultra 64GB Q8_0 ~181 5%
Mac Studio · M1 Ultra 128GB Q8_0 ~181 2%
Mac Studio · M2 Ultra 64GB Q8_0 ~181 5%
Mac Studio · M2 Ultra 128GB Q8_0 ~181 2%
Mac Studio · M2 Ultra 192GB Q8_0 ~181 2%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~139 9%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~139 6%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~139 5%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~139 2%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~139 9%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~139 6%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~139 5%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~139 2%
Mac Studio · M5 Max 36GB Q8_0 ~139 9%
Mac Studio · M5 Max 48GB Q8_0 ~139 6%
Mac Studio · M5 Max 64GB Q8_0 ~139 5%
Mac Studio · M5 Max 128GB Q8_0 ~139 2%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~124 9%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~124 6%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~124 5%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~124 2%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~124 9%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~124 6%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~124 5%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~124 2%
Mac Studio · M4 Max 36GB Q8_0 ~124 9%
Mac Studio · M4 Max 48GB Q8_0 ~124 6%
Mac Studio · M4 Max 64GB Q8_0 ~124 5%
Mac Studio · M4 Max 128GB Q8_0 ~124 2%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~91 10%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~91 5%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~91 10%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~91 5%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~91 3%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~91 9%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~91 6%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~91 5%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~91 3%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~91 2%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~91 10%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~91 5%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~91 10%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~91 5%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~91 3%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~91 9%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~91 6%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~91 5%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~91 3%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~91 2%
Mac Studio · M1 Max 32GB Q8_0 ~91 10%
Mac Studio · M1 Max 64GB Q8_0 ~91 5%
Mac Studio · M2 Max 32GB Q8_0 ~91 10%
Mac Studio · M2 Max 64GB Q8_0 ~91 5%
Mac Studio · M2 Max 96GB Q8_0 ~91 3%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~70 13%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~70 6%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~70 5%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~70 13%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~70 6%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~70 5%
Mac mini · M5 Pro 24GB Q8_0 ~70 13%
Mac mini · M5 Pro 48GB Q8_0 ~70 6%
Mac mini · M5 Pro 64GB Q8_0 ~70 5%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~62 13%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~62 6%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~62 13%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~62 6%
Mac mini · M4 Pro 24GB Q8_0 ~62 13%
Mac mini · M4 Pro 48GB Q8_0 ~62 6%
Mac mini · M4 Pro 64GB Q8_0 ~62 5%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~45 19%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~45 10%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~45 19%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~45 10%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~45 19%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~45 10%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~45 19%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~45 10%
Mac mini · M2 Pro 16GB Q8_0 ~45 19%
Mac mini · M2 Pro 32GB Q8_0 ~45 10%
Mac mini · M6 16GB Q8_0 ~39 19%
Mac mini · M6 24GB Q8_0 ~39 13%
Mac mini · M6 32GB Q8_0 ~39 10%
MacBook Air · M5 16GB Q8_0 ~35 19%
MacBook Air · M5 24GB Q8_0 ~35 13%
MacBook Air · M5 32GB Q8_0 ~35 10%
MacBook Pro 14" · M5 16GB Q8_0 ~35 19%
MacBook Pro 14" · M5 24GB Q8_0 ~35 13%
MacBook Pro 14" · M5 32GB Q8_0 ~35 10%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~34 17%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~34 9%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~34 17%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~34 9%
MacBook Air · M4 16GB Q8_0 ~27 19%
MacBook Air · M4 24GB Q8_0 ~27 13%
MacBook Air · M4 32GB Q8_0 ~27 10%
MacBook Pro 14" · M4 16GB Q8_0 ~27 19%
MacBook Pro 14" · M4 24GB Q8_0 ~27 13%
MacBook Pro 14" · M4 32GB Q8_0 ~27 10%
Mac mini · M4 16GB Q8_0 ~27 19%
Mac mini · M4 24GB Q8_0 ~27 13%
Mac mini · M4 32GB Q8_0 ~27 10%
iMac · M4 16GB Q8_0 ~27 19%
iMac · M4 24GB Q8_0 ~27 13%
iMac · M4 32GB Q8_0 ~27 10%
MacBook Air · M2 8GB Q8_0 ~23 38%
MacBook Air · M2 16GB Q8_0 ~23 19%
MacBook Air · M2 24GB Q8_0 ~23 13%
MacBook Air · M3 8GB Q8_0 ~23 38%
MacBook Air · M3 16GB Q8_0 ~23 19%
MacBook Air · M3 24GB Q8_0 ~23 13%
MacBook Pro 14" · M3 8GB Q8_0 ~23 38%
MacBook Pro 14" · M3 16GB Q8_0 ~23 19%
MacBook Pro 14" · M3 24GB Q8_0 ~23 13%
Mac mini · M2 8GB Q8_0 ~23 38%
Mac mini · M2 16GB Q8_0 ~23 19%
Mac mini · M2 24GB Q8_0 ~23 13%
iMac · M3 8GB Q8_0 ~23 38%
iMac · M3 16GB Q8_0 ~23 19%
iMac · M3 24GB Q8_0 ~23 13%
MacBook Air · M1 8GB Q8_0 ~15 38%
MacBook Air · M1 16GB Q8_0 ~15 19%
Mac mini · M1 8GB Q8_0 ~15 38%
Mac mini · M1 16GB Q8_0 ~15 19%
iMac · M1 8GB Q8_0 ~15 38%
iMac · M1 16GB Q8_0 ~15 19%

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