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Qwen3.5 27B Claude Opus 4.6 High Reasoning NVFP4

Reasoning model by harleywang · 19.14B parameters

Chip
Unified Memory
Bandwidth 307 GB/s
Available for Models ~21 GB

Runs Excellently

Qwen3.5 27B Claude Opus 4.6 High Reasoning NVFP4 fits comfortably in your 24 GB Mac using Q6_K quantization, using 71% of your RAM.

~11 tok/s

Q6_K · 17.1 GB

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 21.9 GB~8 tok/s✗
Q6_K Recommended 17.1 GB~11 tok/s✓
Q5_K_M 14.8 GB~13 tok/s✓
Q4_K_M 12.9 GB~15 tok/s✓
Q3_K_M 10.9 GB~18 tok/s✓
Q2_K 8.8 GB~24 tok/s✓

Specifications

Parameters19.1B
Architectureqwen3_5
Context Length262K
CategoryReasoning
Capabilitiestool_use
Formatgguf
Minimum RAM10.7 GB
HuggingFace Downloads8,278
View on HuggingFace →

Which Mac Can Run Qwen3.5 27B Claude Opus 4.6 High Reasoning NVFP4?

Minimum Mac

MacBook Pro 14" — M6 Pro 24GB

Q6_K · ~15 tok/s · 71% RAM

MacQuanttok/sRAM %
MacBook Pro 16" · M6 Ultra 192GB Q8_0 ~50 11%
MacBook Pro 16" · M6 Ultra 256GB Q8_0 ~50 9%
MacBook Pro 16" · M6 Ultra 384GB Q8_0 ~50 6%
Mac Studio · M6 Ultra 192GB Q8_0 ~50 11%
Mac Studio · M6 Ultra 256GB Q8_0 ~50 9%
Mac Studio · M6 Ultra 384GB Q8_0 ~50 6%
Mac Studio · M5 Ultra 128GB Q8_0 ~34 17%
Mac Studio · M5 Ultra 192GB Q8_0 ~34 11%
Mac Studio · M5 Ultra 256GB Q8_0 ~34 9%
MacBook Pro 14" · M6 Max 48GB Q8_0 ~25 46%
MacBook Pro 14" · M6 Max 64GB Q8_0 ~25 34%
MacBook Pro 14" · M6 Max 128GB Q8_0 ~25 17%
MacBook Pro 14" · M6 Max 192GB Q8_0 ~25 11%
MacBook Pro 16" · M6 Max 48GB Q8_0 ~25 46%
MacBook Pro 16" · M6 Max 64GB Q8_0 ~25 34%
MacBook Pro 16" · M6 Max 128GB Q8_0 ~25 17%
MacBook Pro 16" · M6 Max 192GB Q8_0 ~25 11%
Mac Studio · M6 Max 48GB Q8_0 ~25 46%
Mac Studio · M6 Max 64GB Q8_0 ~25 34%
Mac Studio · M6 Max 128GB Q8_0 ~25 17%
Mac Studio · M6 Max 192GB Q8_0 ~25 11%
Mac Studio · M1 Ultra 64GB Q8_0 ~22 34%
Mac Studio · M1 Ultra 128GB Q8_0 ~22 17%
Mac Studio · M2 Ultra 64GB Q8_0 ~22 34%
Mac Studio · M2 Ultra 96GB Q8_0 ~22 23%
Mac Studio · M2 Ultra 128GB Q8_0 ~22 17%
Mac Studio · M2 Ultra 192GB Q8_0 ~22 11%
Mac Studio · M3 Ultra 96GB Q8_0 ~22 23%
Mac Studio · M3 Ultra 192GB Q8_0 ~22 11%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~17 61%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~17 46%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~17 34%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~17 17%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~17 61%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~17 46%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~17 34%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~17 17%
Mac Studio · M5 Max 36GB Q8_0 ~17 61%
Mac Studio · M5 Max 64GB Q8_0 ~17 34%
Mac Studio · M5 Max 128GB Q8_0 ~17 17%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~15 61%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~15 46%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~15 34%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~15 17%
Mac Studio · M4 Max 36GB Q8_0 ~15 61%
Mac Studio · M4 Max 64GB Q8_0 ~15 34%
Mac Studio · M4 Max 128GB Q8_0 ~15 17%
MacBook Pro 14" · M6 Pro 24GB Q6_K ~15 71%
MacBook Pro 16" · M6 Pro 24GB Q6_K ~15 71%
Mac Mini · M6 Pro 24GB Q6_K ~15 71%
MacBook Pro 14" · M6 Pro 48GB Q8_0 ~11 46%
MacBook Pro 14" · M6 Pro 64GB Q8_0 ~11 34%
MacBook Pro 16" · M6 Pro 48GB Q8_0 ~11 46%
MacBook Pro 16" · M6 Pro 64GB Q8_0 ~11 34%
Mac Mini · M6 Pro 48GB Q8_0 ~11 46%
Mac Mini · M6 Pro 64GB Q8_0 ~11 34%
MacBook Pro 14" · M5 Pro 24GB Q6_K ~11 71%
MacBook Pro 16" · M5 Pro 24GB Q6_K ~11 71%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~11 68%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~11 34%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~11 68%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~11 34%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~11 23%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~11 61%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~11 46%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~11 34%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~11 23%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~11 17%
Mac Studio · M1 Max 32GB Q8_0 ~11 68%
Mac Studio · M1 Max 64GB Q8_0 ~11 34%
Mac Studio · M2 Max 32GB Q8_0 ~11 68%
Mac Studio · M2 Max 64GB Q8_0 ~11 34%
Mac Studio · M2 Max 96GB Q8_0 ~11 23%
MacBook Pro 14" · M4 Pro 24GB Q6_K ~10 71%
MacBook Pro 16" · M4 Pro 24GB Q6_K ~10 71%
Mac Mini · M4 Pro 24GB Q6_K ~10 71%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~8 46%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~8 34%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~8 46%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~7 46%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~7 46%
Mac Mini · M4 Pro 48GB Q8_0 ~7 46%
MacBook Air · M6 24GB Q6_K ~7 71%
MacBook Pro 14" · M6 24GB Q6_K ~7 71%
Mac Mini · M6 24GB Q6_K ~7 71%
iMac · M6 24GB Q6_K ~7 71%
MacBook Air · M6 32GB Q8_0 ~6 68%
MacBook Pro 14" · M6 32GB Q8_0 ~6 68%
Mac Mini · M6 32GB Q8_0 ~6 68%
iMac · M6 32GB Q8_0 ~6 68%
MacBook Air · M5 24GB Q6_K ~6 71%
MacBook Pro 14" · M5 24GB Q6_K ~6 71%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~5 68%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~5 68%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~5 68%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~5 68%
Mac Mini · M2 Pro 32GB Q8_0 ~5 68%
MacBook Air · M4 24GB Q6_K ~4 71%
Mac Mini · M4 24GB Q6_K ~4 71%
iMac · M4 24GB Q6_K ~4 71%
MacBook Air · M5 32GB Q8_0 ~4 68%
MacBook Pro 14" · M5 32GB Q8_0 ~4 68%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~4 61%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~4 61%
MacBook Air · M2 24GB Q6_K ~4 71%
MacBook Air · M3 24GB Q6_K ~4 71%
Mac Mini · M2 24GB Q6_K ~4 71%
iMac · M3 24GB Q6_K ~4 71%
MacBook Air · M4 32GB Q8_0 ~3 68%
Mac Mini · M4 32GB Q8_0 ~3 68%
iMac · M4 32GB Q8_0 ~3 68%
MacBook Air · M6 16GB Q4_K_M ~10 80%
MacBook Pro 14" · M6 16GB Q4_K_M ~10 80%
Mac Mini · M6 16GB Q4_K_M ~10 80%
iMac · M6 16GB Q4_K_M ~10 80%
MacBook Pro 14" · M1 Pro 16GB Q4_K_M ~10 80%
MacBook Pro 14" · M2 Pro 16GB Q4_K_M ~10 80%
MacBook Pro 16" · M1 Pro 16GB Q4_K_M ~10 80%
MacBook Pro 16" · M2 Pro 16GB Q4_K_M ~10 80%
Mac Mini · M2 Pro 16GB Q4_K_M ~10 80%
MacBook Air · M5 16GB Q4_K_M ~8 80%
MacBook Pro 14" · M5 16GB Q4_K_M ~8 80%
MacBook Pro 14" · M3 Pro 18GB Q5_K_M ~6 82%
MacBook Pro 16" · M3 Pro 18GB Q5_K_M ~6 82%
MacBook Air · M4 16GB Q4_K_M ~6 80%
Mac Mini · M4 16GB Q4_K_M ~6 80%
iMac · M4 16GB Q4_K_M ~6 80%
MacBook Air · M2 16GB Q4_K_M ~5 80%
MacBook Air · M3 16GB Q4_K_M ~5 80%
Mac Mini · M2 16GB Q4_K_M ~5 80%
iMac · M3 16GB Q4_K_M ~5 80%
MacBook Air · M1 16GB Q4_K_M ~3 80%
Mac Mini · M1 16GB Q4_K_M ~3 80%
iMac · M1 16GB Q4_K_M ~3 80%
MacBook Air · M2 8GB — — 110%
MacBook Air · M3 8GB — — 110%
Mac Mini · M2 8GB — — 110%
iMac · M3 8GB — — 110%
MacBook Air · M1 8GB — — 110%
Mac Mini · M1 8GB — — 110%
iMac · M1 8GB — — 110%

Run Qwen3.5 27B Claude Opus 4.6 High Reasoning NVFP4 locally on your Mac

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