With 512 GB unified memory (about 384.0 GB usable by the GPU), these are the best open models that fit. The top pick is Qwen3-Coder 480B-A35B (MoE) at Q4_K_M (~292.4 GB, ~15 tok/s): ollama run qwen3-coder:480b.
Best for coding: Qwen3-Coder 480B-A35B (MoE) (qwen3-coder:480b), DeepSeek V3.1 671B (MoE) (deepseek-v3.1:671b), Qwen3 235B-A22B (MoE) (qwen3:235b-a22b-q8_0).
Runtimes available for this hardware: Ollama, LM Studio, llama.cpp, MLX.
Open the interactive checker for Mac Studio M3 Ultra (80c GPU) 512GB| # | Model | Quant | Memory needed | Fit | Speed | Command |
|---|---|---|---|---|---|---|
| 1 | Qwen3-Coder 480B-A35B (MoE) | Q4_K_M | 292.4 GB | fits in fast memory | ~15 tok/s | ollama run qwen3-coder:480b |
| 2 | Llama 4 Maverick 400B (MoE) | Q4_K_M | 247.3 GB | fits in fast memory | ~31 tok/s | ollama run llama4:128x17b |
| 3 | DeepSeek R1 671B (full, MoE) | Q4_K_M | 406.4 GB | raise | ~15 tok/s | ollama run deepseek-r1:671b |
| 4 | DeepSeek V3.1 671B (MoE) | Q4_K_M | 406.4 GB | raise | ~15 tok/s | ollama run deepseek-v3.1:671b |
| 5 | Qwen3 235B-A22B (MoE) | Q8_0 | 252.3 GB | fits in fast memory | ~14 tok/s | ollama run qwen3:235b-a22b-q8_0 |
| 6 | Llama 4 Scout 109B (MoE) | Q4_K_M | 69.3 GB | fits in fast memory | ~31 tok/s | ollama run llama4:16x17b |
| 7 | gpt-oss 120B (MoE, MXFP4) | MXFP4 | 67.3 GB | fits in fast memory | ~116 tok/s | ollama run gpt-oss:120b |
| 8 | Qwen3-Next 80B-A3B (MoE) | Q8_0 | 87.3 GB | fits in fast memory | ~103 tok/s | ollama run qwen3-next:80b-a3b-instruct-q8_0 |
| 9 | Qwen3 30B-A3B (MoE) | Q8_0 | 34.4 GB | fits in fast memory | ~92 tok/s | ollama run qwen3:30b-a3b-q8_0 |
| 10 | Qwen3-Coder 30B-A3B (MoE) | Q8_0 | 33.4 GB | fits in fast memory | ~95 tok/s | ollama run qwen3-coder:30b-a3b-q8_0 |
| 11 | Llama 3.3 70B | Q8_0 | 79.1 GB | fits in fast memory | ~9 tok/s | ollama run llama3.3:70b-instruct-q8_0 |
| 12 | DeepSeek R1 Distill Llama 70B | Q8_0 | 79.1 GB | fits in fast memory | ~9 tok/s | ollama run deepseek-r1:70b-llama-distill-q8_0 |
Estimates, not benchmarks. Model sizes are ollama.com download sizes; memory needed adds headroom for ~8k tokens of context; speeds are rough figures from memory bandwidth. Data updated 2026-10-14.
A project by OnDevice Labs · llms.txt