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GPU Passthrough on Linux and Docker for AI, ML, and Plex

We've already figured out how to pass through a GPU to Windows machine but why let Windows have all the fun? Today, we do it on an Ubuntu headless server that's virtualized, run some AI and Deep Learning workloads, then turn up the transcoding on Plex to 11. Video Notes: https://technotim.live/posts/gpu-pass... 📦 Cards I mention that don't require external power GTX 1650 https://amzn.to/3dnG31y GTX 1050 https://amzn.to/2GQlOgO (Affiliate links may be included in this description. I may receive a small commission at no cost to you.) Video mentioned: • Remote Gaming! (and Video Encoding using Proxmox and GPU Passthrough)    • Remote Gaming! (and Video Encoding us...   • 4 Ways to Install Plex (one is unexpected)    • 4 Ways to Install Plex (one is unexpe...   Support me on Patreon:   / technotim   Sponsor me on GitHub: https://github.com/sponsors/timothyst... Subscribe on Twitch:   / technotim   Become a YouTube member:    / @technotim   Merch Shop: https://l.technotim.live/shop Gear Recommendations: https://l.technotim.live/gear Get Help in Our Discord Community: https://l.technotim.live/discord 2nd channel:    / @technotimtalks   (Affiliate links may be included in this description. I may receive a small commission at no cost to you.) 00:00 - Intro 00:47 - Why use a GPU with Docker & Kubernetes? 01:43 - What are we going to do today? 02:17 - Passing through an NVIDIA card with Proxmox 02:55 - Add video card and modify config 03:36 - Install NVIDIA drivers on an Ubuntu headless server 04:25 - Install Docker support for NVIDIA 05:19 - Check NVIDIA driver to make sure it is exposed to Docker 06:09 - Install nvtop to measure and monitor our GPU 06:27 - Launch Deep learning TensorFlow workload 07:30 - Set up Plex using Kubernetes, Docker, Rancher 07:43 - NVIDIA with Rancher and Kubernetes 08:51 - Plex Hardware Accelerated Transcoding in Docker 09:13 - Transcode 4k video with NVENC in Docker 11:00 - Would you ever use this? 11:31 - Stream Highlight -The most unexpected follow yet! #Homelab #Docker #GPUPassthrough #Kubernetes #Rancher #TechnoTim #Proxmox #Virtualization #Plex "Big Buck Bunny" which appears in this video is licensed under the Creative Commons Attribution 3.0 https://peach.blender.org/about/ Thank you for watching!