Unraid amd gpu docker. The second one listed on Plex (Raphel .

Unraid amd gpu docker (VM sees it as a dual screen setup) Check the XML of your VM in unRaid VM gui and ensure that the VNC device is enumerated first (in a lower virtual slot). It's hopefully a huge step in the right direction. Read the above Docker instructions to get an understanding of the setup. Apply. So wondering how to reconcile that? Any suggestions? Thank You! Edited November 5, 2020 by abhi. By Fiservedpi March 17, 2020 in General Support. I can boot between Windows 10 20H2, Ubuntu 20. 02 about gpu passthrough and virtualisation. Cpu often has issues with transcodes, certainly multiple at the same time, while gpu has no problems with it. gpu's have a quicker death and are less likely to be reused Other things to note, are the container (. what a mystery. Edit VM. Read this documentation for more information regarding using GPU in Docker. I can get more info and logs later,because my unraid stopped at home but i'm at work. I'm on the current Unraid Nvidia build I've recently upgraded my main rigs GPU and now have an rx480 on the shelf my Unraid server is currently working flawlessly, I'm wondering if I can just swap out my gtx960 (Nvidia) for the amd rx480 (AMD) ? AMD GPU docker/vm AMD GPU docker/vm. 2 through the i440fx-5. I just went for Nvidia since that works with Plex, and AMD doens't. https://www. For this, make sure you install the prerequisites if you haven't already done so. 22 minutes ago, yayitazale said: (as unraid docker) -install frigate container Create a config. Hello, You just need to do GPU passthrough without binding the GPU to vfio and when you shutdown the VM it will become available to the system and Docker containers. mikey6283. ? How to tell the drivers have loaded? what command. All about trying to compete with nvidia for the "faster than yours" gpu crown. 9. Uses OpenCV and Tensorflow to perform realtime ob I seem to have a bit of a problem with support in unraid with any AMD devices. Posts: 8 Threads: 2 Joined: 2024 Jan Reputation: 0 Country: #1. I recently built a new Unraid server and really Was having the hardest time getting unRaid GPU passthrough until I came upon this post: https://www. Contains AMD drivers. I have an AMD RX 6600 GPU, and the Docker container seems to recognize it, as you can see in the screenshots. 1 I c I have been running stably for more than 24 hours on the unraid 6. I tried to set up a folding@home docker on my server, but neither of the ones in the community app store would utilize my R9 390x. Cpu can be recycled and reused. yaml I wonder if the same is possible for other type of GPU (like AMD and Intel Arc) ? I don't see anything in the official doc about it and tried using amdgpu driver name but it didn't worked. Beim Streamen von Medien muss der Ryzen ganz schön arbeiten, deshalb hab ich mich etwas mit dem Thema GPU Encoding auseinander gesetzt und bin auf folgenden Eintrag auf Reddit gestoßen: AMD APU Transcoding Results Das sieht ja ganz nett I have no idea where those settings are. Nvidia-Driver (only Unraid 6. Quote; FlyingTexan. 1. EDIT: Now that I think about it this plugin may not be necessary for stats collection, just the docker. All know is that if I turn off HVEC encoding then it transcodes on CPU perfectly but it ramps up my cpu percentages and I want it to use the GPU for transcoding, but the GPU wont transcode some videos. You can have a look on this thread: https://forums. You can make your requests/comments regarding the template or the container. the goal here is to use 2 gpus. Running Ollama on Nvidia GPU After you have successfully installed the Nvidia Container Toolkit, you can run the commands below configure Docker to run with your GPU. Since a Flux example was recently added, I created this container builder to test it. 14. Open emby webui by clicking on the emby docker icon in unraid, go to settings -> network. ROCm I just was playing around with 5700g 6 core 12 threads build in gpu working great in unraid plex docker for hw transcoding to lower res devices. I have been running stably for more than 24 hours on the unraid 6. Add a variable to your Docker template with the Key: 'NVIDIA_VISIBLE_DEVICES' and as Value: 'YOURGPUUUID' (like 'GPU-9cfdd18c-2b41-b158-f67b-720279bc77fd') Add a variable to your Docker template with the Key: 'NVIDIA_DRIVER_CAPABILITIES' and as Value: 'all' Make sure to enable hardware transcoding in the application / container itself A second gpu (amd rx560) will be used for Retrogaming and multimedia VMs in passthrough mode. (this should give you informtion about the GPU but I'm not 100% sure because I don't own any AMD APUs/GPUs) Sent from my C64 Prometheus is an Hi everyone ! I've seen it's possible to attach an NVIDIA device to a docker instance in docker-compose. New comments cannot be posted. unfortunately ROCm just isn’t as popular as CUDA so it makes finding info more difficult. 0 IS A BREAKING CHANGE: It is recommended to uninstall the current app and reinstall it to meet the needs of the new template. I'm hoping to not have to use a VM for one or two apps when there are prebuilt docker images available with ROCm support. 1 I c Compose services can define GPU device reservations if the Docker host contains such devices and the Docker Daemon is set accordingly. 7. I know it is possible to use a dedicated GPU on windows or linux builds, but how easy is it to use on unraid, passed through to a docker? Also, I'm fairly sure it had to be an NVidia GPU previously. Stubbings - tried NOT stubbing GPUs (as per SIO latest video) and stubbing, stub 2 USB controllers and related AMD device, plus NVME for passthrough GPUs - Primary RX5700 with Rom (tried appx 20 diff roms now), Secondary Nvidia GT740 (not used but will be once Unraid. --device=/dev/dri --device=/dev/kfd. ComfyUI is a Stable Diffusion webUI. Add sound card choose your AMD or Nvidia device. ko Edited for showing one AVC / H. As I built it with support for specifying the UID and GID, I made an Unraid version 2024-09-02: Approved for CA After installing the tool from Community Apps, and letting it Welcome to /r/AMD — the subreddit for all things AMD; come talk about Ryzen, Radeon, Zen4, RDNA3, EPYC, Threadripper, rumors, reviews, news and more. y I intentionally went AMD CPU and GPU to avoid virtualization issues I read about with Intel and Nvidia. 1 unsuccessfully, you can try i440fx-5. 0 Vote(s) - 0 Average; Transcoding fails in Unraid Docker with AMD GPU + VAAPI. Using Unraid, passing 2 devices dri/card0 and /renderD128 to the container. 2024-01-31, 09:57 AM . Moin, Ich betreibe daheim einen Unraid- Server mit einem Ryzen 3200G. _____ I applied what you recommended at the end of your post. Exec into the container and install updated malloc library apt update apt -y For the many of us that use unraid as a Plex server the new intel Arc a380 looks to be an amazing card for the job. rocminfo is an application for reporting information about the HSA system attributes and agents. In What are the drivers needed for AMD GPU PCIe cards in Unraid to loaded for frigate. A digital audio workstation with a built-in synthesizer and sequencer. Settings on unraid miner: - amd driver: 20. So, with the recent inclusion of GPU drivers in Unraid, it seems a lot of things should now be possible. It should automatically install basic drivers for the card. log. 1. I got the "no amd gpu There was 1 instance that I started the vm with gpu assigned and in the vm, i saw the gpu in the settings menu. reddit. On Unraid: Main > Flash > Change Syslinux configuration. The only way to get around this is to have two GPUs. Not affected by the AMD reset bug as it doesn&a Unraid offers support for GPU passthrough to VMs (and Docker containers) but it is notoriously finicky, often due to idiosyncrasies with motherboards, BIOSes, and GPUs. Thanks to ich777 and his Kernel Helper container I was able to build an Unraid kernel with the navi reset I managed to get it working inside Docker for GPU transcoding. com/r/unRAID/comments/q2lbb6/gpu_passthrough_last_steps/ Setup: The Docker容器化技术的普及，使得在隔离环境中高效运行各种应用成为可能。然而，如何在Docker容器中充分利用GPU资源，尤其是AMD显卡（A卡），一直是许多技术爱好 Hey all, sorry if this is super simple, but is it possible to give my Jellyfin container access to my AMD gpu for hardware transcoding? All the guides I find are centered around Nvidia and I Containerised version of PhoenixMiner for AMD GPUs. Posted August 23, 2022. I have another gpu (amd) that i want to use for vms. Platform is CPU 3800x R7, GPU R9 390X 8GB, MB ASUS Prime B450, TPU Coral, RAM 16GB 3200MHZ. For anyone else running into memory leaks when using SD. If only AMD could do for the gpu division the excellent work they have done for CPUs not possible. On Unraid: Tools > System Devices > Select GPU and GPU-Audio > Bind Selected VFIO on Boot. plex. I've heard (don't blindly trust me on this) that AMD GPU's are harder to passthrough. See my docker command from my previous post, shows all the parameters on startup. not sure why this is. Welcome to /r/AMD Only some hardware IDs of amd gpu are included, the author did not have so many amd gpu tests at that time。 On unraid ich777 built a plugin with the above source code。 Hi everyone, there is now a way to use hardware transcoding with AMD igpu using docker only for Plex. Quote; mort78. 0 - plexguide/Unraid_Intel-ARC_Deployment. 264 8-bit - Any AMD GPU supporting AMF or VA-API; Transcode HEVC HEVC / H. I'm picking up a quadro p2000 gpu to throw into the unraid server just for plex transcoding. Install the "Official" Plex docker, I was unable to get this to work with Binhex or Linuxserver (possible the AMD drivers are not installed). 1+ Unraid-Nvidia plugin with NVIDIA kernel drivers installed. Use the Unraid CA store templates or configure the container settings based on the Docker configs above. Running Ollama on AMD GPU. 0beta35 and up) This Plugin is only necessary if you are planning to make use of your Nvidia graphics card inside Docker Containers. nVidia unRAID 6. Not affected by the AMD reset bug as it doesn't rely on vfio. 8. mkv, ect. See that forum thread for details). Though I would love to upgrade to a 30-series Ampere GPU, the new Navi AMD GPUs are actually If it doesn’t work on that we won’t be able to get it going via Docker, earlier driver versions don’t work with the PhoenixMiner binary. rc4 stopped and OOM. I use Docker from linuxserver (but tried others - same result) So devices are passed; Unraid sees my GPU, radeontop shows stats - but no load; I chosen VAAPI in Jellyfin settings, with device /dev/dri This didn't work for me but the comments in that issue were the clue I needed. Members; 70 Author; Posted March NVIDIA GPU: To enable NVIDIA GPU support, ensure that you have installed the Nvidia-Driver plugin and add the "--runtime='nvidia'" parameter added to "Extra Parameters:" AMD GPU: To enable AMD GPU support, ensure that you have installed the Radeon-TOP plugin. 1 Afaik @derpuma runs catalina atm and he also reported that everything is working properly. never have seen it since. I wanted to pass my AMD Gpu through to a Docker Con Verifying the amdgpu driver has been loaded on GPUs#. Yay I finally maxed out my Unraid mobo today: max ram capacity, best CPU it can handle, every SATA port used, every PCIe lane in use In your docker Check the Nvidia_visible_device Click on edit and Check if there is an Space at the end of your GPU ID sometimes it smuggles itselfe via copy and paste It Needs to be connected to something to be used as Unraid GPU Edited March 5, 2023 by domrockt. The main roadblock to adding Nvidia and AMD gpu drivers has been that Linux will grab those devices upon boot - which is what you want for them to be used by docker containers but makes it a real PITA I had a 5600g APU, When I'm trying to play 4k(120mbps or 60mbps) or 1080p by hardware encoding, it was failed, My GPU usage went full. ollama -p 11434:11434 --name ollama ollama/ollama:rocm I watched every video and read every unraid forum post before I got started and it was always a few common things: On Motherboard: Enable IMOUU. the models won't use the amd gpu. He provides a docker image in the thread below. (AMD iGPU) > Intel ARC 380 > Intel ARC 380. Nvidia GPUs are expensive, but the only alternative if you go AMD or xeon (probably for ECC and more cores) cpu. Any docker can have access to the GPU, and simultaneous with another docker. The goal of this docker container is to provide an easy way to run different WebUI for stable-diffusion. Red-ington asked this question in Ask A Question. Edited August 10 by bmartino1 redaction. I had to install the AMD APU driver from there is now a way to use hardware transcoding with AMD igpu using docker I've been considering adding a dedicated GPU to my unraid build for a while now to enhance plex transcoding. Junior Member. rocm-smi is a tool that acts as a command line interface for manipulating and monitoring the amdgpu kernel. Also should the transcoding happen it will be done by your CPU instead of the integrated GPU (if any) Edited April 13, 2021 by Mikele. Followers I'm currently facing an issue with my GPU within a Docker container running Agent DVR. delloriane 0 Posted April 19, 2021. 264 8-bit is still widely used due to its excellent compatibility. Quote; Link to comment. yml with the following content: mqtt: host: (ip of the unraid IMPORTANT PLEASE UPDATE V0. Decoding & Encoding H. I have added a photo of the Jellyfin console and nvidia-Smi result. Posted September 23, 2022. 0 . - lnxd/docker Jellyfin Forum Support Troubleshooting Transcoding fails in Unraid Docker with AMD GPU + VAAPI . The p2000 is going to be overkill, but it was the same price on the used market as a 1050ti, SpaceInvaderOne has created a tutorial on how to setup GPU transcoding in an Unraid Emby Docker. You can also delete the intel/amd gpu entries if you are also going to use the nvidia card itself for hardware accel (but you can split the load and let the nvidia card only do the detections). 10 and macOS Big Sur 11. Handbrakes Software encoder is Here is the official page dedicated to the support of this advanced version of stable distribution. AMD GPU via unraid frigate docker #5158. I wrote a blogpost explaining with is needed to get it working: Plex transcoding with Docker – NVIDIA GPU 3792 (dpkg), 14 (snap) Shell: bash 5. For the official emby image, I surmise it's related to the old version of GLIB used compared to the version of the AMD Driver installed into Meet Analogue Pocket. 16 Resolution: Is there a work around for the GPU passthrough to Emby / Plex dockers in the latest update? I tried to update and it crashed / would not boot the docker, so rolled back to previous that was working with the NVidia plugin in 6. Then Go to top menu choose unraid -> tool system -> devices scroll down and tick the NVIDIA GPU or AMD GPU & its soundcard. Does it make sense to pass the GPU to the VW if I want plex transcoding in the docker. Recently, I tried my iRacing / NAS rig in VR with an Oculus Quest 2 that a friend of mine brought over. All AMD GPUs that support AMF or VA-API can decode and encode it. Unanswered. I'm in no way an expert in any way. In general, newer hardware is more likely to work, but AMD cards have known issues and older hardware is really hit or miss. Reboot unraid. Would you consider scheduling a time to do a screen share and that way see the Docker image on the fly? Tdarr - Distributed transcode automation using FFmpeg/HandBrake + Audio/Video library analytics + video health checking (Windows, macOS, Linux & Docker) - Seriox/Tdarr-AMD-GPU Be it in cpu, or gpu. The examples I have installed JellyFin for AMD-Intel-Nvidia and followed the same exact steps in the docker documentation and Intel quick sync will not work it will crash the video and I have to set hardware transcoding to none for it to work, I have an old i7 4770 that I owned over the years and this is now my unraid server, hardware transcoding is working on plex only but I do not Install VIRT MAnager docker. 1 I c I got it going with GPU acceleration. btw, i had tryed emby, it worked, but it does not play smoothly. tv/t/got-hw Edit your docker image of jellyfin inside Unraid and it tells you what you need to do: Intel GPU Use. A tribute to portable gaming. And my unraid 6. . This will allow you easily set up both a VNC graphics device AND your passthrough GPU. If you only want to use your Nvidia graphics card for a VM then don't install this Plugin! ' GPU-9cfdd18c-2b41-b158-f67b-720279bc77fd' (it's hard to see that in this example but add support for new AMD GPU reset module vendor_reset(auto resets all AMD GPUS when it needs to please dont run any other reset methods, to use add in /config/go file "modprobe vendor_reset") supports: AMD | Polaris Plex Hardware Transcoding using docker with AMD iGPU Ryzen 7900 Plex Hardware Transcoding using docker with AMD iGPU Ryzen 7900 There are new settings available in the plex server to choose which GPU to Plex official docker and nvidia gpu on Unraid 6. I still get playback stutter. 10. I just was playing around with 5700g 6 core 12 threads build in gpu working great in unraid plex docker for hw transcoding to All gpu encoding i have ever tried (intel internal, external AMD Gaming Card, internal AMD) gave fast performance, but low quality and huge files. avi, . Helps turn your Unraid server into an Ethereum / cryptocurrency mining rig. Community Developer; 16k Author; Posted I wasn't sure if the AMD drivers were still included in Unraid or if this was only the case for this particular beta version. After further research, im 80% sure cant send AMD gpu to dockers, but all threads are over a year old. Reboot Unraid What GPU to use for Catalina OSX and Windows 10 VM passthrough? My understanding is that Catalina requires an AMD GPU but from reading the forum it seems AMD doesn't work well with UNRAID GPU passthrough. Using the Plex template from lscr. In frigate I noticed that GPU is So, in case anybody is interested, the fix I found only works for the linuxserver image. log above is the ffmpeg log from a restarted docker to grab the docker command. I know it's an old gpu and horribly power inefficient, but I Unraid offers support for GPU passthrough to VMs (and Docker containers) but it is notoriously finicky, often due to idiosyncrasies with motherboards, BIOSes, and GPUs. Set it following the directions from the original docker (install intel_gpu_top and /dev/dri in config) ich777. Start VM. One for docker and one for the VM. Rookie; 0 On the docker settings it's still "/dev/dri/" indeed. 3 Sorry if this has been covered somewhere already have not had much time to play with my servers recently. Here are the details: Docker container: Agent With VMs you can only assign the gpu to that specific VM, but with docker you can technically share it to as many containers as you want. 90% sure i can sent it through to windows VM on unraid. Edited February 8, 2022 by RYZEN5000 I have been running stably for more than 24 hours on the unraid 6. yml file. spicer Offline. PLEASE READ THE CHANGELOG TO UPDATE YOUR CONFIG FILE Support for Frigate docker container. In the Unraid web interface, navigate to “Docker” and click “Add Container. The second one listed on Plex (Raphel Plex Not Using GPU? Check Plex Docker template and transcoding settings. Install unraid plugin AMD Vendor Reset. In addition I want to use the system as a daily driver for my linux/debian system. as I don't believe the current Linux version Unraid is using supports the Arc GPUs. I have yet to find the limit actually :) Yay I finally maxed out my Unraid mobo today: max ram capacity, best CPU it can handle, every SATA port used, every PCIe lane in use Containerised version of PhoenixMiner for AMD GPUs. /r/AMD is community run and does not represent AMD in any capacity unless specified. You can choose "AMD has absolutely completely nailed it !just for the PCIE reset issue & other quality of life improvements" "Best GPU on linux that I have used since the Matrox Millennium 2" 'If having a relatively open GPU, is important to you for In the Nvidia GPU UUID: (NVIDIA_VISIBLE_DEVICES) variable, copy your GPU UUID (can be found in the Unraid Nvidia Plugin. 20% GPU load and 40% CPU load when displaying a HEVC HDR movie As a reference, 0 % GPU load and 20% CPU load with no playback. My problem is that when I turn Just use @ich777's docker to compile your custom build as you need it. Posted October 16, 2022 If you want to use GPU of your laptop for inferencing, you can make a small change in your docker-compose. 1 model through the 5700g igpu If you use Q35-5. ” Use the following settings as a template: Leveraging AMD GPU Power on Unraid for Plex Media Server. Without docker compose it's possible using docker run -it --device=/dev/kfd - Sorry if this is in the wrong thread, this is only my second post on the unraid forum. Tdarr Not Restarting? Verify Steps are almost correct but you also need to add the extra parameter "--runtime=nvidia", then fill the Nvidia entries of the template. We already had Nvidia GPU support, by way of the awesome community Nvidia Build, but now we also have official driver support for AMD GPU's. Watching all the SpaceInvader1 vids (spanning 4 years) I'm totally confused on how the HW is actually shared between Unraid vs VM and how best efficiently utilize the hardware. Enabling hardware transcoding/nvenc with tdarr: Add the following settings your to docker config: If you run LLMs that are bigger than your GPUs memory, then they will be loaded partially on the GPU memory and RAM memory. io/linuxserver/plex I added a device variable called Config 1 - card0 is my AMD GPU Name: /dev/dri Value: /dev/dri/card0 Config 2 - If I remember right you need the intel-gpu-telegraf docker to collect the stats in telegraf. really wish i can get some confirmation before i Sorry but i am unsure which parameter to delete ? is it the intel AMD gpu mapping ? Quote; mikey6283. ( or it just works and nobody has problems to ask in threads). Is there a way (vnc or something faster) to use the unraid system in graphical mode (the nvidia card) and display a vm fullscreen with acceptable speed ? Possibly because there is no profit in it and joe public doesnt give $0. docker run -d --restart always --device /dev/kfd --device /dev/dri -v ollama:/root/. I recommend using the AIO gpu hib version: localai/localai:latest-aio-cpu to add the gpu if any for amd to a docker. i have 1 nvidia gpu in unit and this gpu is set up with nvidia unraid driver plugin and used by jellyfin for transcodes. GPU CONFIGURATION (AMD): This thread will serve as the support thread for the GPU statistics plugin (gpustat). delloriane. in terms of usage in Docker containers and so on is to be seen and needs to be tested. 265 remains the first choice for storing 4K 10-bit, HDR and Dolby Vision video. However, after fiddling with some settings to make it not look like crap, it seems like either the CPU (hopefully fixed here) or the current 1080Ti is holding it back. Unraid - Comprehensive Guide to Enabling AV1 Encoding, Plex Deployment & GPU Management with Tdarr on Unraid 7. It's pretty straightforward to setup, but make sure you watch through til the end as there are some important caveats regarding continuing to use the same GPU for VMs or Unraid GUI mode. Would be killer if LT could make this easy to use in unRAID as the virtualisation is for some a key part of unRAID's appeal I have AMD Ryzen 5 PRO 2400GE w/ Radeon Vega Graphics @ 3200 MHz. Do the 10600K instead, the 11 series gpu isnt well supported yet in Unraid. Just in the last week or so he has been successful with full transcoding in docker using AMD APUs. If you have a AMD GPU that supports ROCm, you can simple run the rocm version of the Ollama image. Edit your go file to include: modprobe i915 , save and reboot, then add --device=/dev/dri to "extra parameters" (switch on advanced view) The reasoning is that a BIG patch thats very specific like this WONT make it into the kernel but by applying as a runtime patch it achieves the same end result (working VFIO passthrough for AMD GPUs). Next: . can either have docker use the GPU or VMs, both will cause a hard lock. So I stayed away from this stuff. add the above to the extra parameter option: I see they finaly updateed and fixed it. This will cause a slow response time in your prompts. Keep in mind if you specifically assign the GPU with the guid to containers you'll need to stop them before you start your passthrough VM Then Go to top menu choose unraid -> tool system -> devices scroll down and tick the NVIDIA GPU or AMD GPU & its soundcard. 0 Beta35 and up no longer require a kernel build, but now r Just like with CUDA in docker containers or LXC, the host OS needs the proper drivers in order for the docker containers to function. 45 - added my wallet , - Rest of the settings are as downloaded, (tried diff drivers) it is not grabbing. Posted March 5, 2023. Darauf läuft ein Docker von Jellyfin. ) and the codecs used to convert (h264, x264, hevc x265, ect. A multi-video-game-system portable handheld. Add 2nd graphics card choose your AMD or Nvidia device. ich777. 15 votes, 25 comments. On the install template page, click "Add another Path, Port, Variable, Label, or To make your AMD GPU accessible within a Docker container on Unraid, you’ll need to install the AMD ROCm (Radeon Open Compute) software stack on your Unraid To make your AMD GPU accessible within a Docker container, you’ll need to install the AMD ROCm (Radeon Open Compute) software stack on your host system. Red-ington Jan 19, 2023 · 1 comments Also running LLMs on the CPU are much slower than GPUs. UPDATE: 2022-11-29 Fix issue with parent PID causing plugin to fail Prerequisite: 6. So it seems to work, no change compared to previous configuration. 3 Quadro P2000 Locked post. ) Also, you cant pass-through a GPU to a docker, so GPU's are out of the question. 6. Members; 105 Posted September 23, 2022. I don't know if it helps you, but I got my hands on a second hand on a MSI GTX 760 that I passed through to my Plex docker. mort78. Quote Read this from the intel-gpu-top app information: "This plugin adds the tool 'intel_gpu_top' to your unRAID server and also enables your Intel iGPU from the installation of this plugin on, If you have done it, check in the host Just use @ich777's docker to compile your custom build as you need it. Running rocminfo and rocm-smi inside the container will only enumerate the GPUs passed into the AMD GPU via unraid frigate docker #5158. Has anyone been able to use an AMD GPU? While moving/upgrading stuff I temporarily had to use 2 GPUs on my server; however, I want to use the AMD GPU to transcode now that it's somewhat supported. I passthrough a gtx 1080 for VMs and use a rtx 3080 for my steam headless docker. Intel integrated GPUs are great, and have a very low cost. dhxxk vmma nihtow dqksgbh ddqiws vfl sxnf ziobvl ncngzudn zwuemz