Hypertec Group’s Post

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🔥 Why GPU Cluster Testing Is Critical for Your AI Projects 🔥 When training generative AI models, the devil is in the details—and those details can make or break your infrastructure. ⚙️💥 Together AI., leaders in open-source AI research, just shared a must-read guide on how to test and run large GPU clusters, tackling real-world challenges like misconfigured components, high thermal loads, and hardware failures. 🎯 At Hypertec Cloud, we see these issues daily, that’s why this guide resonates. It’s packed with actionable steps, including: 🔍 Proven methods for acceptance testing 🚀 How to avoid hardware pitfalls 🔗 Tips for ensuring reliability 👇 If you’re in the trenches with AI infrastructure, you’ll want to read it. Oh, and stay tuned—we’ve got big news coming soon. 😉 #AI #HPC #CloudComputing #GPUs #CloudInfrastructure Jonathan A. David Bitton Max Spiek Michael Gero Steve Broom Alex B. Rajan Sheth ------------ 🔥  L'importance des tests de clusters GPU pour vos projets d'IA 🔥 👇 Together.ai, chef de file en recherche AI open-source, partage un guide essentiel sur les défis réels de l'infrastructure AI, avec des conseils pour maximiser les performances (article en anglais seulement). Restez à l’affût… grosses nouvelles en préparation. 😉

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GPU cluster reliability is critical for AI/ML workloads, yet challenges persist. Even Meta faced significant hardware issues during their Llama 3.1 training. At Together AI, we've developed a robust validation framework for our GPU clusters before we deploy them to our cloud. Our new blog post covers our rigorous acceptance testing process, including: - Preparing and configuring GPU clusters - Tools used for stress testing - Network performance testing and storage validation - Model use case testing - Observability and continuous monitoring for hardware failures The insights should be useful for any engineering or infrastructure teams looking to deploy AI/ML workloads. Read more here: https://lnkd.in/eNEG8NsC

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