GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications
![Tears... after hours of reinstalling Proxmox and Nvidia drivers and Conda and cuDF, I now have LXC with GPU passthrough. On the same LXC, the same dataset I'm using, speed is improved Tears... after hours of reinstalling Proxmox and Nvidia drivers and Conda and cuDF, I now have LXC with GPU passthrough. On the same LXC, the same dataset I'm using, speed is improved](https://preview.redd.it/q0fntvnxecd81.png?width=1278&format=png&auto=webp&s=2addc02d801f1e6ca5b988195ad4b6e85ec026c3)
Tears... after hours of reinstalling Proxmox and Nvidia drivers and Conda and cuDF, I now have LXC with GPU passthrough. On the same LXC, the same dataset I'm using, speed is improved
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1400/1*bGAg80uXNcQ4EAUo2Qn-Vw.png)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1400/1*_VftoWc9gOIZoQLppLa42g.png)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1400/1*DNfY41D-2ruwQ3RiIxL9HA.png)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1400/1*p4FqlLz0_o9IImI38BphBQ.png)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1200/1*7jD0zQ2rv0evCP2DdETqFg.jpeg)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![Figure 6 from GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar Figure 6 from GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/b80e8e0856bf066443a78a76744ce787507073c5/6-Figure6-1.png)
Figure 6 from GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar
![PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/b80e8e0856bf066443a78a76744ce787507073c5/6-Figure5-1.png)
PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar
![Episode 3: Performance Comparison of Native GPU to Virtualized GPU and Scalability of Virtualized GPUs for Machine Learning - VROOM! Performance Blog Episode 3: Performance Comparison of Native GPU to Virtualized GPU and Scalability of Virtualized GPUs for Machine Learning - VROOM! Performance Blog](http://blogs.vmware.com/performance/files/2017/10/testbed-nativeGPU-virtualGPU.png)
Episode 3: Performance Comparison of Native GPU to Virtualized GPU and Scalability of Virtualized GPUs for Machine Learning - VROOM! Performance Blog
![PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/b80e8e0856bf066443a78a76744ce787507073c5/5-Figure4-1.png)
PDF] GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications | Semantic Scholar
GPU Passthrough Performance: A Comparison of KVM, Xen, VMWare ESXi, and LXC for CUDA and OpenCL Applications
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1400/1*YpUmttxYoJtwmZQVQDU7vA.png)
Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium
![on Twitter: "@RealOrangeOne @jellyfin Hi! What distro + lxc version are you using? I followed the guide using Debian Bullseye and the /dev/nvidia* devices show up in the container but are on Twitter: "@RealOrangeOne @jellyfin Hi! What distro + lxc version are you using? I followed the guide using Debian Bullseye and the /dev/nvidia* devices show up in the container but are](https://pbs.twimg.com/media/ErWxabkWMAAh9aK.png)
on Twitter: "@RealOrangeOne @jellyfin Hi! What distro + lxc version are you using? I followed the guide using Debian Bullseye and the /dev/nvidia* devices show up in the container but are
![Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium Journey to Deep Learning: Nvidia GPU passthrough to LXC Container | by Mamy André-Ratsimbazafy | Medium](https://miro.medium.com/v2/resize:fit:1242/1*Z1HK0xKhvBmiBBEqJtFouw.png)