基准测试 (2 articles)

NVIDIA DGX Spark In-Depth Review: A New Benchmark for Local AI Inference

We conducted an in-depth review of NVIDIA DGX Spark, a compact all-in-one system that brings supercomputing-level performance to desktop workstation form factor. While its unified memory design enables running ultra-large models, performance is constrained by memory bandwidth, making it ideal for prototyping and experimentation rather than production deployment.

Mini-SGLang: A Complete Analysis of the Lightweight and Efficient LLM Inference Engine

We introduce Mini-SGLang, a lightweight yet high-performance Large Language Models (LLMs) inference framework that preserves core state-of-the-art features in just 5k lines of Python code, serving as both a reliable inference engine and transparent reference implementation for researchers and developers.