Mac Studio M3 Ultra 256GB vs NVIDIA DGX Spark 128GB
For running models locally, priced in the UK. At 8k context the first runs 80 models fully in memory, the second 76.
In short
The Mac Studio M3 Ultra 256GB has more memory for models: 256 GB against 128 GB. At 8k context the Mac Studio M3 Ultra 256GB runs 80 of the models we track fully in memory and the NVIDIA DGX Spark 128GB 76; only the Mac Studio M3 Ultra 256GB holds MiniMax M2. On the models both run fully in memory, the Mac Studio M3 Ultra 256GB is about 3.1× as fast as the NVIDIA DGX Spark 128GB (estimated, median across models). In the UK the Mac Studio M3 Ultra 256GB costs £8,499 at eBay (used) and the NVIDIA DGX Spark 128GB £5,499 at Amazon: the NVIDIA DGX Spark 128GB is £3,000 cheaper.
Updated . Speeds are estimates; how they are worked out.
Specifications
| Spec | Mac Studio M3 Ultra 256GB | NVIDIA DGX Spark 128GB |
|---|---|---|
| Chip | Apple M3 Ultra (80-core GPU) | GB10 Grace Blackwell |
| Memory bus | 1024-bit | 256-bit |
| Memory bandwidth | 819 GB/s | 273 GB/s |
| FP16 compute | 28 TFLOPS | 62 TFLOPS |
| Software | Metal | CUDA |
| Unified memory | 256 GB | 128 GB |
| GPU can use by default | 192 GB | 119 GB |
| GPU can use, tuned | 248 GB | 122 GB |
| Operating system | macos | dgx-os |
| Processor | M3 Ultra 32-core | 20-core Arm (GB10) |
| Storage | 2000 GB | 4000 GB |
What each runs
Estimated decode speed with the most precise quant that fits each one est.
| Model | Mac Studio M3 Ultra 256GB | NVIDIA DGX Spark 128GB |
|---|---|---|
| DeepSeek V4 Flash | 27tok/sMXFP4 | 14tok/sUD-Q2_K_XL |
| GLM 5.3 Flash | 20tok/sUD-Q4_K_XL | 12tok/sUD-Q2_K_XL |
| Qwen 3.8 Flash Next | 5tok/sQ8_0 | 3tok/sQ4_K_M |
| MiniMax M2.7 | 28tok/sQ6_K | 15tok/sUD-Q3_K_M |
| Qwen 3.8 27B | 18tok/sQ8_0 | 6tok/sQ8_0 |
| Qwen 3.5 122B-A10B | 30tok/sQ8_0 | 12tok/sQ6_K |
| Qwen 3.6 27B | 18tok/sQ8_0 | 6tok/sQ8_0 |
| gpt-oss 120B | 93tok/sMXFP4 | 30tok/sMXFP4 |
| Qwen3 Coder Next | 73tok/sQ8_0 | 23tok/sQ8_0 |
| Nemotron 3 Super 120B-A12B | 25tok/sQ8_0 | 9tok/sUD-Q6_K |
| Gemma 4 31B | 16tok/sQ8_0 | 5tok/sQ8_0 |
| Mistral Small 4 119B | 42tok/sQ8_0 | 13tok/sQ8_0 |
| Qwen 3.6 35B-A3B | 97tok/sQ8_0 | 31tok/sQ8_0 |
| Qwen 3.5 27B | 18tok/sQ8_0 | 6tok/sQ8_0 |
| Gemma 4 26B-A4B | 70tok/sQ8_0 | 22tok/sQ8_0 |
| GLM 4.5 Air | 16tok/sQ8_0 | 5tok/sQ8_0 |
| Qwen 3.5 35B-A3B | 97tok/sQ8_0 | 31tok/sQ8_0 |
| Qwen3 Next 80B-A3B | 94tok/sQ8_0 | 30tok/sQ8_0 |
| GLM 4.7 Flash | 56tok/sQ8_0 | 18tok/sQ8_0 |
| Devstral Small 2 24B | 20tok/sQ8_0 | 6tok/sQ8_0 |
| Nemotron 3.5 Lightning 30B-A3B | 93tok/sUD-Q6_K_XL | 30tok/sUD-Q6_K_XL |
| gpt-oss 20B | 121tok/sMXFP4 | 39tok/sMXFP4 |
| Kimi Linear 48B-A3B | 97tok/sQ8_0 | 31tok/sQ8_0 |
| Qwen3 Coder 30B-A3B | 80tok/sQ8_0 | 25tok/sQ8_0 |
| Qwen3 32B | 14tok/sQ8_0 | 5tok/sQ8_0 |
| Gemma 4 12B | 41tok/sQ8_0 | 13tok/sQ8_0 |
| Qwen 3.5 9B | 54tok/sQ8_0 | 17tok/sQ8_0 |
| Mistral Small 3.2 24B | 20tok/sQ8_0 | 6tok/sQ8_0 |
| Gemma 3 27B | 18tok/sQ8_0 | 6tok/sQ8_0 |
| DeepSeek R1 Distill Qwen 32B | 14tok/sQ8_0 | 5tok/sQ8_0 |
| Llama 3.3 70B | 7tok/sQ8_0 | 2tok/sQ8_0 |
| Ministral 3 14B | 34tok/sQ8_0 | 11tok/sQ8_0 |
| Qwen3 14B | 31tok/sQ8_0 | 10tok/sQ8_0 |
| DeepSeek R1 0528 Qwen3 8B | 54tok/sQ8_0 | 17tok/sQ8_0 |
| Qwen3 8B | 54tok/sQ8_0 | 17tok/sQ8_0 |
| Phi-4 14B | 31tok/sQ8_0 | 10tok/sQ8_0 |
| Qwen 3.5 4B | 111tok/sQ8_0 | 35tok/sQ8_0 |
| Ministral 3 8B | 52tok/sQ8_0 | 17tok/sQ8_0 |
| Granite 4.2 8B | 50tok/sQ8_0 | 16tok/sQ8_0 |
| Gemma 4 E4B | 63tok/sQ8_0 | 20tok/sQ8_0 |
| LFM2.5 8B-A1B | 218tok/sQ8_0 | 69tok/sQ8_0 |
| Llama 3.1 8B | 69tok/sQ6_K | 22tok/sQ6_K |
| Qwen2.5 0.5B | 843tok/sQ8_0 | 268tok/sQ8_0 |
| Qwen3.5 0.8B | 572tok/sQ8_0 | 182tok/sQ8_0 |
| Qwen3.5 2B | 342tok/sQ5_K_M | 109tok/sQ5_K_M |
| DeepSeek R1 Distill Qwen 1.5B | 250tok/sQ8_0 | 80tok/sQ8_0 |
| MiniCPM5 2B | 176tok/sQ8_0 | 56tok/sQ8_0 |
| LFM2.5 2.6B | 158tok/sQ8_0 | 50tok/sQ8_0 |
| LFM2.5 VL 3B | 158tok/sQ8_0 | 50tok/sQ8_0 |
| Spark X2.5 4B | 157tok/smlx-4bit | 50tok/smlx-4bit |
| granite vision 4.1 4b | 124tok/sQ8_0 | 39tok/sQ8_0 |
| granite 4.2 3b | 117tok/sQ8_0 | 37tok/sQ8_0 |
| LFM2.5 24B A2B | 114tok/sQ8_0 | 36tok/sQ8_0 |
| Mellum2.1 12B A2.5B Thinking | 113tok/sQ8_0 | 36tok/sQ8_0 |
| Kimi VL A3B Thinking 2506 | 95tok/sQ8_0 | 30tok/sQ8_0 |
| Kimi VL A3B | 91tok/smlx-8bit | 29tok/smlx-8bit |
| DeepSeek R1 Distill Qwen 7B | 62tok/sQ8_0 | 20tok/sQ8_0 |
| GLM 4 9B 0414 | 62tok/smlx-5bit | 20tok/smlx-5bit |
| DeepSeek R1 Distill Llama 8B | 55tok/sQ8_0 | 18tok/sQ8_0 |
| Ministral 3 8B Reasoning 2512 | 52tok/sQ8_0 | 17tok/sQ8_0 |
| GLM 4.6V Flash | 52tok/sQ8_0 | 16tok/sQ8_0 |
| GLM 4.1V 9B Thinking | 44tok/smlx-8bit | 14tok/smlx-8bit |
| DeepSeek R1 Distill Qwen 14B | 31tok/sQ8_0 | 10tok/sQ8_0 |
| MiniMax M2 | 29tok/sQ6_K | won't run |
| MiniMax M2.1 | 29tok/sQ6_K | won't run |
| MiniMax M2.5 | 29tok/sQ6_K | 13tok/sMXFP4 |
| Qwen3.8 27B OBLITERATED | 25tok/smlx-4bit | 8tok/smlx-4bit |
| Devstral Small 2507 | 20tok/sQ8_0 | 6tok/sQ8_0 |
| Magistral Small 2506 | 20tok/sQ8_0 | 6tok/sQ8_0 |
| Magistral Small 2507 | 20tok/sQ8_0 | 6tok/sQ8_0 |
| Magistral Small 2509 | 20tok/sQ8_0 | 6tok/sQ8_0 |
| GLM 4.5V | 19tok/sQ8_0 | 6tok/sQ8_0 |
| GLM 4.6V | 19tok/sQ8_0 | 6tok/sQ8_0 |
| DeepSeek V4 Flash 0731 | 18tok/sMXFP4 | won't run |
| DeepSeek V4 Flash Vision Exp | 17tok/sMXFP4 | won't run |
| granite 4.2 30b | 16tok/sQ8_0 | 5tok/sQ8_0 |
| DeepSeek R1 Distill Llama 70B | 7tok/sQ8_0 | 2tok/sQ8_0 |
| Kimi Dev 72B | 7tok/sQ8_0 | 2tok/sQ8_0 |
| Devstral 2 123B Instruct 2512 | 4tok/sQ8_0 | 2tok/sQ6_K |
| Mistral Medium 3.5 128B | 4tok/sQ8_0 | 2tok/sQ6_K |
| DeepSeek R1 | won't run | won't run |
| DeepSeek R1 0528 | won't run | won't run |
| DeepSeek R1 Zero | won't run | won't run |
| DeepSeek V3 0324 | won't run | won't run |
| DeepSeek V3.1 | won't run | won't run |
| DeepSeek V3.1 Terminus | won't run | won't run |
| DeepSeek V3.2 | won't run | won't run |
| GLM 4.6 | won't run | won't run |
| GLM 4.7 | won't run | won't run |
| GLM 5.1 | won't run | won't run |
| GLM 5.2 | won't run | won't run |
| GLM 5.3 | won't run | won't run |
| Kimi K2 | won't run | won't run |
| Kimi K2 Instruct 0905 | won't run | won't run |
| Kimi K2 Thinking | won't run | won't run |
| Kimi K2.5 | won't run | won't run |
| MiniMax M3 | won't run | won't run |
Questions
- Which is better for local AI, the Mac Studio M3 Ultra 256GB or the NVIDIA DGX Spark 128GB?
- Choose the Mac Studio M3 Ultra 256GB to run bigger models. Choose the Mac Studio M3 Ultra 256GB for speed. Choose the NVIDIA DGX Spark 128GB to spend less.
- Which can run bigger models, the Mac Studio M3 Ultra 256GB or the NVIDIA DGX Spark 128GB?
- At 8k context the Mac Studio M3 Ultra 256GB runs 80 of the models we track fully in memory and the NVIDIA DGX Spark 128GB 76; only the Mac Studio M3 Ultra 256GB holds MiniMax M2.
- Which is faster for local AI, the Mac Studio M3 Ultra 256GB or the NVIDIA DGX Spark 128GB?
- On the models both run fully in memory, the Mac Studio M3 Ultra 256GB is about 3.1× as fast as the NVIDIA DGX Spark 128GB (estimated, median across models).
- What is the price difference between the Mac Studio M3 Ultra 256GB and the NVIDIA DGX Spark 128GB?
- In the UK the Mac Studio M3 Ultra 256GB costs £8,499 at eBay (used) and the NVIDIA DGX Spark 128GB £5,499 at Amazon: the NVIDIA DGX Spark 128GB is £3,000 cheaper.
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