Three months wrong about why my 4-node AMD cluster was slow

Alex Ziskind · Beginner ·📐 ML Fundamentals ·4w ago
Skills: ML Pipelines60%

Key Takeaways

Optimizes a 4-node AMD cluster for improved inference speed by identifying and addressing performance bottlenecks

Original Description

Three months on a 4-node Minisforum MS-S1 Max Strix Halo cluster, and the one assumption that was quietly killing my inference speed. 🛒 Gear Links 🛒 👀 2 400Gbps switch: https://bhpho.to/4r9vJi1 👀👀 4 400Gbps switch: https://bhpho.to/4qQqOlI 💻☕ Thunderbolt 5 external SSD: https://amzn.to/3XqetZO 💻☕ Favorite 15" display with magnet: https://amzn.to/3zD1DhQ 🎧⚡ Great 40Gbps T4 enclosure: https://amzn.to/3JNwBGW 🛠️🚀 My nvme ssd: https://amzn.to/3YLEySo 📦🎮 My gear: https://www.amazon.com/shop/alexziskind 🎥 Related Videos 🎥 🏆 Skip M3 Ultra & RTX 5090 for LLMs | NEW 96GB KING - https://youtu.be/bAao58hXo9w 💻 Smallest RTX Pro 6000 rig | OVERKILL - https://youtu.be/JbnBt_Aytd0 🔧 Cheap mini runs a 70B LLM 🤯 - https://youtu.be/xyKEQjUzfAk 🌙 RAM torture test on Mac - https://youtu.be/l3zIwPgan7M 🚀 FREE Local LLMs on Apple Silicon | FAST! - https://youtu.be/bp2eev21Qfo 🪞 REALITY vs Apple’s Memory Claims | vs RTX4090m - https://youtu.be/fdvzQAWXU7A 📦 Set up Conda - https://youtu.be/2Acht_5_HTo 🤖 INSANE Machine Learning on Neural Engine - https://youtu.be/Y2FOUg_jo7k * 🛠️ Developer productivity Playlist - https://www.youtube.com/playlist?list=PLPwbI_iIX3aQCRdFGM7j4TY_7STfv2aXX 🔗 AI for Coding Playlist: 📚 - https://www.youtube.com/playlist?list=PLPwbI_iIX3aSlUmRtYPfbQHt4n0YaX0qw — — — — — — — — — ❤️ SUBSCRIBE TO MY YOUTUBE CHANNEL 📺 Click here to subscribe: https://www.youtube.com/@AZisk?sub_confirmation=1 — — — — — — — — — Join this channel to get access to perks: https://www.youtube.com/channel/UCajiMK_CY9icRhLepS8_3ug/join — — — — — — — — — 📱 ALEX ON X: https://twitter.com/digitalix Donato's channel: https://www.youtube.com/@donatocapitella #macmini #llm #nvidia
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