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Tested guide

Mac Studio M3 Ultra (512GB) running DeepSeek V3 671B locally

Hardware Corner benchmarked DeepSeek-V3-0324 (4-bit, MLX) on a 512GB M3 Ultra Mac Studio: ~21 tok/s at tiny context, falling to ~5.8 tok/s at ~16K tokens, with 466GB peak memory.

Solo2-10 peopleDocument search / chat with filesWriting assistant$3k+Sensitivity: Very high (legal/medical/financial)

Hardware

ItemApprox. price (as of 2026-10-16)
On sale −22% Apple Mac Studio M4 Max (14C CPU/32C GPU, 36GB, 512GB) - Apple Certified Refurbished (Apple Refurbished, related current offer)$1,949.00 $2,499.00
On sale −17% Apple Mac Studio M4 Max (1TB) (Micro Center, related current offer)$3,149.99 $3,799.99
Apple Mac Studio (M3 Ultra, 80-core GPU, 512GB unified memory)$10,000 (as stated by source)

Source prices are as stated by the source. Retailer offers: prices checked 2026-10-16, may change. Some links may be affiliate links; we may earn a commission at no extra cost to you. This never changes what we list.

Software stack

  • MLX (mlx-lm)

Models used

  • DeepSeek-V3-0324 (4-bit)

Good at

  • Runs a 671B model on one quiet desktop
  • 21.05 tok/s generation at 69-token context

Weak at

  • At 15,777 tokens: 5.79 tok/s generation and 227s of prompt processing
  • Expensive; long documents mean long waits

Rough total cost

$10,000 for the 512GB configuration, as stated by the source.

Getting started

  1. Install mlx-lm on macOS.
  2. Download DeepSeek-V3-0324 4-bit (~352GB per other reports).
  3. Run generation with MLX; keep prompts short for usable speed.

Source & credit

How Fast is Mac Studio M3 Ultra Running the New DeepSeek V3 LLM? — Hardware Corner

Summarized from the source; quotes are the source author's words. Check the original before buying.

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