Ollama windows gpu. Dec 20, 2023 · Running Models Locally. CPU is AMD 7900x, GPU is AMD 7900xtx. GPU usage would show up when you make a request, e. Then I built the Llama 2 on the Rocky 8 system. I still see high cpu usage and zero for GPU. 5大模型应用框架：Langchain-Chatchat如有疑问V:DuOTOR2A1. This method installs all necessary dependencies and starts Open WebUI, allowing for a simple and efficient setup. 34, not work, to the 0. 32, it worked well with Zluda for my GPU (5700XT) follow the steps ollama_windows_10_rx6600xt_zluda. See the screens attached: GPU 1 - ALWAYS 0%. 4. gpu: 2070 super 8gb. macとLinuxに対応、windowsは記事投稿時時点ではプレビュー版のみあります. The following command will pull a model. Aug 4, 2023 · I've tried with both ollama run codellama and ollama run llama2-uncensored. go:262: 5899 MB VRAM available, loading up to 5 GPU layers 2024/02/17 22:47:44 llama. I decided to run mistrel and sent the model a prompt Subreddit to discuss about Llama, the large language model created by Meta AI. 04/WS ollama/ollama is the official Docker image for Ollama, a state-of-the-art generative AI platform that leverages large language models, vector and graph databases, and the LangChain framework. One of the standout features of OLLAMA is its ability to leverage GPU acceleration. 2024 from off-site, version for Windows. The process is straightforward, and within minutes, you'll be ready to run local language models on your Windows PC. Start the Settings (Windows 11) or Control Panel (Windows 10) application and search for environment variables. I also see log messages saying the GPU is not working. o any problems as in gpu mostly above 90%. How can I use all 4 GPUs simultaneously? I am not using a docker, just use ollama serve and ollama run. You have two options: Use the 8B model instead (ollama run llama3:8b) Use a smaller quant (ollama run llama3:70b-instruct-q2_K) Yes multi-GPU is supported. I get this warning: 2024/02/17 22:47:44 llama. First Quit Ollama by clicking on it in the task bar. But using Brev. No response. I'm running Docker Desktop on Windows 11 with WSL2 backend on Ubuntu 22. - 5 如何让 Ollama 使用 GPU 运行 LLM 模型 · 1Panel-dev/MaxKB Wiki 🚀 基于 LLM 大语言模型的知识库问答系统。 开箱即用，支持快速嵌入到第三方业务系统，1Panel 官方出品。 Apr 1, 2024 · 最近ollama这个大模型执行框架可以让大模型跑在CPU，或者CPU+GPU的混合模式下。让本人倍感兴趣。通过B站学习，这个ollama的确使用起来很方便。windows下可以直接安装并运行，效果挺好。安装，直接从ollama官方网站，下载Windows安装包，安装即可。它默认会安装到C盘。 gpu 选择¶. Jan 29, 2024 · I have installed `ollama` from the repo via `pacman` as well as the ROCm packages `rocm-hip-sdk rocm-opencl-sdk`. This will download an executable installer file. go:369: starting llama runner 2024/02/17 22:47:44 llama. But I would highly recommend Linux for this, because it is way better for using LLMs. Will keep looking into this. No milestone. ollama serve. Ollama models works on CPU, not on GPU (Nvidia 1080 11G). 6. We would like to show you a description here but the site won’t allow us. 04. /ollama_gpu_selector. To get started using the Docker image, please use the commands below. To monitor your GPU’s performance and status (e. Could I run Llama 2? We would like to show you a description here but the site won’t allow us. 1Windows11环境处理器 12th Gen Intel(R) Core(TM) i7-12700H 2. Mar 7, 2024 · Ollama seamlessly works on Windows, Mac, and Linux. 3. All the features of Ollama can now be accelerated by AMD graphics cards on Ollama for Linux and Windows. What is the issue? The Ollama lists Vega64 in the announcement, but running it says it's not supported. 2. I'm using NixOS, not that it should matter. To pull or update an existing model, run: ollama pull model-name:model-tag. Learn how using GPUs with the GenAI Stack provides faster training, increased model capacity, improved Mar 27, 2024 · 12. 在 MaxKB 的模型设置中添加模型进行对接. This is in comparison to the log you shared in the opening comment of the issue which only loaded 1 of 13 layers. OLLAMA and GPU: A Match Made in Heaven. On Linux. You can even use this single-liner command: $ alias ollama='docker run -d -v ollama:/root/. Yup, Ollama is now on Windows. log This installation method uses a single container image that bundles Open WebUI with Ollama, allowing for a streamlined setup via a single command. Following the setup instructions for Linux, Ollama installed fine but printed the following: WARNING: No NVIDIA GPU detected. From this thread it's possible the ollama user may need to get added to a group such as vglusers (if that exists for you). "Download for Windows . g. It's worked for me. For a complete list of supported models and model variants, see the Ollama model Dec 19, 2023 · 2. Download Ollama. Use Environment Variables. As part of our research on LLMs, we started working on a chatbot project using RAG, Ollama and Mistral. 2) to your environment variables. Tried to install HIP (AMD-Software-PRO-Edition-23. Make it executable: chmod +x ollama_gpu_selector. Using /set it's possible to set a system message for your LLM: Window preview version. Then, click the Run button on the top search result. You signed out in another tab or window. Your GPU has only 24 GB of VRAM, so the rest has to be offloaded into system RAM, which is much slower. sh script from the gist. # if you somehow fail and need to re You signed in with another tab or window. Nvidia Here comes the fiddly part. Explore the features and benefits of ollama/ollama on Docker Hub. Search for Ubuntu in the Windows Store and select the latest version, preferably Ubuntu 22. Update and Upgrade Ubuntu Nov 17, 2023 · Add CUDA_PATH ( C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12. Ollama can run with GPU acceleration inside Docker containers for Nvidia GPUs. ai and follow the instructions to install Ollama on your machine. After restart of Oct 16, 2023 · @Syulin7 Both the GPU and CUDA drivers are older, from Aug. Additional Ollama commands can be found by running: ollama --help. log ollama-log-linux. Ollamaは、Windows環境をインストールしてみましょう。. Create an ollama's model file and set a parameters with the amount of layers you need in GPU. Launch MSYS2 from installer upon installation completion and run pacman -S --needed base-devel mingw-w64-ucrt-x86_64-toolchain to install default list. Indeed. 8B parameters, lightweight, state-of-the-art open model by Microsoft. I've ran an L4 and T4 together. Jan 6, 2024 · First run with llama2. Follow the installation prompts. ollama run mistral and make a request: "why is the sky blue?" GPU load would appear while the model is providing the response. exe file in your Downloads folder, double-click to start the process, and follow the prompts to complete the installation. ai/library. 50GHz. On the installed Docker Desktop app, go to the search bar and type ollama (an optimized framework for loading models and running LLM inference). This will allow you to interact with the model directly from the command line. Apr 16, 2024 · 前言阅读本文可能需要了解以下知识或技能：LLM： Qwen-14B运行工具：OllamaEMBEDDING_MODEL：bge-large-zh-v1. How can I show the program my graphics card? messages = chat_histories[chat_id] options = Feb 24, 2024 · Here are some specs: CPU: Intel i5-7200U CPU @ 2. I have constructed a Linux (Rocky 8) system on the VMware workstation which is running on my Windows 11 system. Use wsl --update on the command line. And it's working pretty well. It detects my nvidia graphics card but doesnt seem to be using it. Installing Ubuntu. First, install it from the website, and then run ollama run llama2. Hi everyone! As some context for my current system, I have a 3080 (10GB) and 3070ti (8GB) with an intel 13900k and 64GB DDR5 ram. Ollamaというツールを使えばローカル環境でLLMを動かすことができます。. Tick to use the system Environment Variables on the host system for lookup paths. Mar 21, 2024 · You signed in with another tab or window. 04, for optimal compatibility with Ollama. 使用 GPU 运行 Ollama. model used : mistral:7b-instruct-v0. Ollama allows you to run open-source large language models, such as Llama 2, locally. exe on Windows, this will be much slower than ollama serve or ollama run <model>. Attached are the logs from Windows, and Linux. CPU only docker run -d -v ollama:/root/. Thanks! Running on Ubuntu 22. Install Ubuntu from the Windows Store. 02. Reload to refresh your session. I've used the same model in lm studio w. Ollama does a nice job of looking at how much VRAM the card has and tuning the number of gpu layers offloaded. Do one more thing, Make sure the ollama prompt is closed. Reply. 33 is ok. Feb 20, 2024 · Anyway, I tried ollama windows with zluda on my RX 5700XT, and the outcome was amazing !! it's still not near as fast as the inference speed on my macbook pro, but it's much much faster than CPU inference on a windows pc with AMD cards. pip install llama-cpp-python. Run Llama 3, Phi 3, Mistral, Gemma, and other models. Installation Steps: Open a new command prompt and activate your Python environment (e. Let's try Ollama for the first time. 11. On Windows, Ollama inherits your user and system environment variables. Available for macOS, Linux, and Windows (preview) Explore models →. To use the OLLAMA 2 model, you can send it text prompts and it will generate text in response. Get up and running with large language models. 70 GHz. Here's how: Download: Visit the Ollama Windows Preview page and click the download link for the Windows version. For some reason Ollama won't use my RTX 4090. Installation: Locate the . Or is there a way to run 4 server processes simultaneously (each on different ports) for a large size batch process? May 14, 2024 · You signed in with another tab or window. WSL2のUbuntuに NVIDIA Oct 5, 2023 · We recommend running Ollama alongside Docker Desktop for macOS in order for Ollama to enable GPU acceleration for models. Step 1: Download and Installation. (Crucial Part): Basically this is optional for you but it makes the process streamlined: Installed oobabooga via the one click installer start_wsl. 0. 0 GB (15. ollama_logs. If possible, you can try upgrading your drivers. It's still a heuristic, but I thought that was neat. The discrete GPU is normally loaded as the second or after the integrated GPU. Make sure PATH is set to C:\msys64\ucrt64\bin in the environment, also should Jan 6, 2024 · Download the ollama_gpu_selector. I have a setup with a Linux partition, mainly for testing LLMs and it's great for that. No branches or pull requests. Feb 22, 2024 · Step-by-Step: Installing Ollama on Windows. Dec 21, 2023 · Hi folks, It appears that Ollama is using CUDA properly but in my resource monitor I'm getting near 0% GPU usage when running a prompt and the response is extremely slow (15 mins for one line response). go:710 msg="total blo Launch ollama app. First things first, you need to get Ollama onto your system. ), you can use either the Windows Task Manager (in Performance Tab) (see the left side of the figure below) or the Arc Control application (see the right side of the figure It seems the ollama user created for the ollama system service may not have access to the GPU. They don't need to be identical. If everything works properly, you will see something like Mar 27, 2024 · Introducing the Docker GenAI Stack, a set of open-source tools that simplify the development and deployment of Generative AI applications. In CPU “does not have AVX or AVX2” time=2024-02-29T11:21:58. Follow the prompts to select the GPU(s) for Ollama. Native. Hope this helps anyone that comes across this thread. I believe I have the correct drivers installed in Ubuntu. In my case the integrated GPU was gfx90c and discrete was Feb 7, 2024 · Install Ubuntu Distribution: Open the Windows Terminal as an administrator and execute the following command to install Ubuntu. Tried with fresh install of Ollama 0. Try checking your GPU settings in the NVIDIA Control Panel and ensure that Ollama is set to use the GPU you want. On CPU good/big models works very slow. Will AMD GPU be supported? We would like to show you a description here but the site won’t allow us. OS. I am running two Tesla P40s. 1. ️ 5 gerroon, spood, hotmailjoe, HeavyLvy, and RyzeNGrind reacted with heart emoji 🚀 2 ahmadexp and RyzeNGrind reacted with rocket emoji I got ollama to start using my rtx 4090 by: Uninstalling Ubuntu. There're still a few caveats for different hardware scenarios but mostly it works. Now you can run a model: The command sudo docker exec -it ollama ollama run llama2 will start the OLLAMA 2 model in the ollama container. All CPU cores are going full, but memory is reserved on the GPU with 0% GPU usage. 33 and 0. Or set it for your user/machine on Windows environment variables panel. Download: Navigate to the Ollama Windows Preview page and initiate the download of the executable installer. Various 6-7 series Radeon cards + Instinct GPUs now have out of the box support in Ollama. I'm using Ollama on my MacBook Pro, and this is how it looks in the terminal: You can tweak the session with a few commands, such as /set and /show. 03 LTS. x86. memory consumption, utilization, etc. update log Dec 19, 2023 · In order to quantize the model you will need to execute quantize script, but before you will need to install couple of more things. This quick tutorial walks you through the installation steps specifically for Windows 10. You need to get the device ids for the GPU. Ollama AI is an open-source framework that allows you to run large language models (LLMs) locally on your computer. cpp root folder. conda activate llama-cpp. Which for Llama 3 70B is 40 GB. The tokens are produced at roughly the same rate as before. Feb 29, 2024 · I can enable GPU using pytorch. ollama -p 11434:11434 如何让Ollama使用GPU运行LLM模型. Ollama provides local LLM and Embeddings super easy to install and use, abstracting the complexity of GPU support. server. I see the same with a AMD GPU on Linux. Once upon a time it somehow run on the video card - but the pattern of how and when it works could not be found out, looks that select GPU/CPU randomly. of CL devices". Ollama enables you to build and run GenAI applications with minimal code and maximum performance. macOS Linux Windows. It's possible the combination of the two prevents ollama from using the GPU. Input all the values for my system and It offers perhaps a bit less support of llm but it’s worth a try. The memory is combined. https://ollama. Mar 3, 2024 · I have 12600K + 64GB RAM + RTX 4090. txt: llm_load_tensors: offloaded 13/13 layers to GPU. Installing WSL. I would like to ask if it can support GPU. Development. Start Open WebUI : Once installed, start the server using: open-webui serve. 37), the GPU isn' t being utilized anymore; try downgrade to 0. May 15, 2024 · I am running Ollma on a 4xA100 GPU server, but it looks like only 1 GPU is used for the LLaMa3:7b model. T Getting access to extra GPUs is sometimes a challenge. I have no gpus or an integrated graphics card, but a 12th Gen Intel (R) Core (TM) i7-1255U 1. ollama -p 11434:11434 --name ollama ollama/ollama && docker exec -it ollama ollama run llama2'. 722+08:00 level=INFO source=images. Choose the appropriate command based on your hardware setup: With GPU Support: Utilize GPU resources by running the following command: Mar 14, 2024 · To get started with Ollama with support for AMD graphics cards, download Ollama for Linux or Windows. 欢迎使用 Ollama Windows 预览版。 不再需要 WSL！ Ollama 现在已作为 Windows 原生应用程序运行，包括对 NVIDIA 和 AMD Radeon GPU 的支持。安装 Ollama Windows 预览版后，Ollama 将在后台运行，ollama 命令行可在 cmd、powershell 或您喜爱的 Jul 25, 2023 · Demongle commented on Jul 25, 2023. To enable WSL 2 GPU Paravirtualization, you need: The latest version of the WSL 2 Linux kernel. Ollama will run in CPU-only mode. I'm seeing a lot of CPU usage when the model runs. Run from the llama. As we noted earlier, Ollama is just one of many frameworks for running and testing local LLMs. then set it up using a user name and Feb 19, 2024 · Hello, Both the commands are working. Nov 5, 2023 · 特徴 (ChatGPTによる調査) コマンドラインインターフェースを通じて大規模言語モデル（LLM）とやり取り可能なAIチャットプログラム LlamaやCode Llamaなど、さまざまなオープンソースモデルをサポート モデルのパラメーターやサイズが異なり、計算リソースに応じたAIモデルの実行を柔軟に対応 Docker Select whether the script will be executed on the CPU Only or GPU Accelerated (GPU option available when this capability is detected). To exit the Python interactive shell, simply press Ctrl+Z then press Enter (or input exit() then press Enter). Then ollama run llama2:7b. OLLAMA_KEEP_ALIVE The duration that models stay loaded in memory (default is "5m") OLLAMA_DEBUG Set to 1 to enable additional debug logging. During that run the nvtop command and check the GPU Ram utlization. GPU. To validate that everything works as expected, execute a docker run command with the --gpus=all flag. 30. brev shell --host [instancename]is OLLAMA_KEEP_ALIVE The duration that models stay loaded in memory (default is "5m") OLLAMA_DEBUG Set to 1 to enable additional debug logging. Choose the appropriate command based on your hardware setup: With GPU Support: Utilize GPU resources by running the following command: Feb 22, 2024 · Step-by-Step: Installing Ollama on Windows. sh. Are there any recent changes that introduced the issue? I don't know, I never used ollama before (since it was not available on Windows until recently). 今回はWSL上のDockerに構築します. In this case, we will try to run Mistral-7B. Apr 21, 2024 · Then clicking on “models” on the left side of the modal, then pasting in a name of a model from the Ollama registry. . Here are some models that I’ve used that I recommend for general purposes. com ダウンロード画面 選択権は無く下記にインストールされる。 C:\\Users\\(ユーザ名)\\AppData\\Local\\Programs\\Ollama インストール後立ち上げたWindows PowerShell Feb 26, 2024 · OllamaはLLM (Large Language Model 大規模言語モデル)をローカルで簡単に動かせるツールです. I found a reason: my GPU usage is 0 and I can't utilize it even when i set GPU parameter to 1,5,7 or even 40 can't find any solution online please help. I'm trying to use ollama from nixpkgs. Ollama bundles model weights, configuration, and data into a single package, defined by a Modelfile. As a sanity check, make sure you've installed nvidia-container-toolkit and are passing in --gpus otherwise the container will not have access to the GPU. RAM: 4GB. Mar 17, 2024 · ollama list. bat for WSL in my root folder. dev combined with Tailscale makes it incredibly easy. Before that, I mainly just had to guess. I verified that ollama is using the CPU via `htop` and `nvtop`. May 5, 2024 · 2024年2月15日からWindowsプレビュー版が公開されています。 Windows10以上、NVIDIAもしくはAMDの GPUが必要。 Download Ollama on macOS Download Ollama on macOS ollama. Apr 29, 2024 · And that's it! You've successfully set up OLLAMA on a Windows machine. txt: llm_load_tensors: offloaded 32/33 layers to GPU. 2022. This installation method uses a single container image that bundles Open WebUI with Ollama, allowing for a streamlined setup via a single command. By default, Ollama downloads a 4-bit quant. Click on Edit environment variables for your account. Ollama version. conda create --name llama-cpp python=3. They can even use your CPU and regular RAM if the whole thing doesn't fit in your combined GPU memory. 使用 Ollama 下载模型. ollama run mistral. g Questions on Minimum Hardware to run Mixtral 8x7B Locally on GPU. Ollama runs on CPU mode on both WSL2 and Windows. 7 GB 可用)系统类型 64 位操作系统, 基于 x64 的处理器版本 Windows 11 Nov 4, 2023 · Run model locally. jmorganca added the bug label on Nov 28, 2023. To remove a model, you’d run: ollama rm model-name:model-tag. Dec 13, 2023 · Since I use anaconda, run below codes to install llama-cpp-python. New models: Phi 3 Mini: a new 3. Issue: Recently I switch from lm studio to ollama and noticed that my gpu never get above 50% usage while my cpu is always over 50%. For those that may want to compile Ollama on Windows to force GPU compilation with no AVX, here is a how-to guide. Platform. Just set OLLAMA_ORIGINS to a drive:directory like: SET OLLAMA_MODELS=E:\Projects\ollama. # on anaconda prompt! set CMAKE_ARGS=-DLLAMA_CUBLAS=on. If you’re a developer or a researcher, It helps you to use the power of AI without relying on cloud-based platforms. Mar 21, 2024 · Platform #0: Intel(R) OpenCL HD Graphics -- Device #0: Intel(R) Iris(R) Xe Graphics \[0x9a49\] Windows: Install Intel GPU Drivers . Using Ollama, users can easily personalize and create language models according to their preferences. Customize and create your own. Edit or create a new variable for your user account for Ollama. Additionally, I've included aliases in the gist for easier switching between GPU selections. Not just WSL2. I am running the `mistral` model and it only uses the CPU even though the ollama logs show ROCm detected. 1. Uninstalling WSL. happy to see the iron grip of nvidia being challenged here. Q4-Win10-Win11-For-H Feb 26, 2024 · Apple Silicon GPUs, Docker and Ollama: Pick two. 2 participants. I use Ollama + OpenCHat. Ollama uses basic libraries to do the math directly. May 12, 2024 · when I was using ollama 0. With components like Langchain, Docker, Neo4j, and Ollama, it offers faster development, simplified deployment, improved efficiency, and accessibility. Download for Windows (Preview) Requires Windows 10 or later. I do see a tiny bit of GPU usage but I don't think what I'm seeing is optimal. 30 GHz机带RAM 16. It’s the recommended setup for local development. Ollama automatically detects and leverages your NVIDIA GPU or CPU for optimal performance and offers a wide range of models for text and image processing. Architecture. を参考に、GPU対応のOllamaコンテナを起動します. Go to ollama. Now that Ollama is up and running, execute the following command to run a model: docker exec -it ollama ollama run llama2. Feb 26, 2024 · Ollama version - was downloaded 24. Hi All! I have recently installed Ollama Mixtral8x22 on WSL-Ubuntu and it runs HORRIBLY SLOW. To setup environment we will use Conda. 下载ollama1. Ollama now supports AMD graphics cards in preview on Windows and Linux. But using ollama, the above log is displayed. Monitor GPU Status#. If you want to try another model, you can pick from the following site. Windows. After installation, the program occupies around Mar 28, 2024 · Learn how to set up and use Ollama, a platform for AI and machine learning, on your Windows system. Llama 3 Gradient 1048K: A Llama 3 fine-tune by Gradient to support up to a 1M token context window. I've been able to run mixtral 8x7b locally as the ram on my motherboard can support the model and my cpu can produce a token every second or two. Windows版だけではなく、MacOSやLinux版もありますので、各自の環境に合わせてインストールすることができます。. Moondream moondream is a small vision language model designed to run efficiently on edge devices. Memory: 128GB SSD. llama3; mistral; llama2; Ollama API If you want to integrate Ollama into your own projects, Ollama offers both its own API as well as an OpenAI Ollama Windows 预览版¶. wsl -- install -d ubuntu. Install Intel® oneAPI® Base Toolkit Mar 7, 2024 · I have a W6800, apparently windows version Ollama is running models on CPU rather than GPU. After the installation, make sure the Ollama desktop app is closed. 2-q8_0. recently update to the newest version (0. Ollama AMD support just vastly improved. 安装英伟达容器安装包. go:427: waiting for llama runner to start responding {"timestamp":1708238864,"level":"WARNING Ollama doesn't use GPU pls help. 3, my GPU stopped working with Ollama, so be mindful of that. An easy way to check this is to use "GPU caps viewer", go to the tab titled OpenCl and check the dropdown next to "No. LLMollama_logs. Run the script with administrative privileges: sudo . Download and Installation. 如果您的系统中有多个 nvidia gpu 并且希望限制 ollama 使用的子集，您可以将 cuda_visible_devices 设置为 gpu 的逗号分隔列表。可以使用数字 id，但顺序可能会变化，因此 uuid 更可靠。您可以通过运行 nvidia-smi -l 来发现您的 gpu 的 uuid。如果您想忽略 gpu 并强制 Dec 11, 2023 · When I updated to 12. In the ollama logs: Apr 11, 2024 · Ollamaは、最先端の言語モデルを手軽に利用できるプラットフォームです。WSL2とDockerを活用することで、Windows環境でも簡単にOllamaを構築できます。 GPUを搭載したマシンでは、--gpus=allオプションを付けてDockerコンテナを起動することで、GPUを活用できます。 Docker Desktop for Windows supports WSL 2 GPU Paravirtualization (GPU-PV) on NVIDIA GPUs. You switched accounts on another tab or window. Download ↓. Installation: May 8, 2024 · Milestone. Reboot. May 8, 2024 · The latest logs you shared shows it loading ~all the layers into the GPU. Using ollama, the model seem to load Dec 4, 2023 · Run Ollama. Let’s run ChatOllama. However, there are rumors that AMD will also bring ROCm to Windows, but this is not the case at the moment. Install Open WebUI : Open your terminal and run the following command: pip install open-webui. It’s a preview release, but this is going to get a lot of folks excited. It optimizes setup and configuration details, including GPU usage. Our developer hardware varied between Macbook Pros (M1 chip, our developer machines) and one Windows machine with a "Superbad" GPU running WSL2 and Docker on WSL. Refer to the CPU-Only Pre-requisites and GPU-Accelerated Pre-requisites for instructions as setup Apr 8, 2024 · GPU is fully utilised by models fitting in VRAM, models using under 11 GB would fit in your 2080Ti VRAM. Open another Terminal tab and run the following command. Feb 16, 2024 · CPU: AMD 5500U with Radion internal GPU. Like Windows for Gaming. 34 on Win10. This was foreshadowing for everything to follow. ws qp ro qx la ks gr nb fm eg