Sebastian Raschka • 10/29/2025

DGX Spark and Mac Mini for Local PyTorch Development

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This article provides a detailed technical benchmark comparison between the DGX Spark and a Mac Mini M4 Pro for local PyTorch development and LLM inference. It covers performance in tasks like running a custom 0.6B parameter model, discusses VRAM advantages, and compares results to cloud GPUs like the H100 and A100, focusing on PyTorch workflows and optimizations.

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#llm #benchmark #local development
DGX Spark and Mac Mini for Local PyTorch Development

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