Ollama docker gpu Starting Ollama. Prerequisites. md at main · ollama/ollama Aug 26, 2024 · 在 Docker 中設定支援 GPU * 確保 Docker「**啟用 WSL2 整合**」 * 打開 Docker Desktop → Settings → Resources → WSL integration → 打開 Ubuntu * Docker 新版 Enable GPU support** (預設啟用) => 這就不用設定了 * Docker enging 設定 image Jun 2, 2024 · In this blog post, we'll guide you through running Ollama, a popular self-hosted LLM server, with Docker Compose and leverage the raw power of your Nvidia GPU. How to download and install different large language models in Ollama Docker containers. How to install? please refer to this official link for detail. Here’s how to get started: Starting with CPU-Only If you have a GPU and want to leverage its power within a Docker container, follow these steps to install the NVIDIA Container Toolkit: We welcome contributions! If you'd like to contribute to the Ollama Docker Compose Setup, please follow our Contribution Guidelines Get up and running with Llama 3. 如果你的系统中有多个 nvidia gpu 并且希望限制 ollama 使用其中的一部分,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,因此使用 uuid 更可靠。你可以通过运行 nvidia-smi -l 来发现 gpu 的 uuid。如果你希望忽略 gpu Sep 28, 2024 · What is the issue? I'm running Ollama with the following command: docker run --name ollama --gpus all -p 11434:11434 -e OLLAMA_DEBUG=1 -v ollama:/root/. Overview. Run the Setup: Save the provided compose file as docker-compose. 1 and other large language models. To start the service 如何在 Docker 上部署支持 GPU 的 Ollama 服务 关键词:Docker、GPU、Ollama、部署、Docker Compose、nvidia-container-toolkit. ollama -p 11434:11434 --name ollama ollama/ollama && docker exec -it ollama ollama run llama2' Let’s run a model and ask Ollama to create a docker compose file for WordPress. 现在您可以运行模型:ollama. go:386 msg="no compatible GPUs were discovered" Jan 11, 2025 · Ollama、phi-4、Cool Cline を組み合わせることで、ローカル環境で手軽にコード生成を試すことができました。 API料金も気にならないし、ローカルで動くの企業ユースもしやすいのではないでしょうか。 Get up and running with Llama 3. Deploy Ollama through Coolify's one-click installer; Modify the Docker compose configuration to include GPU support; Add required environment variables for GPU acceleration; Model Management. Install NVIDIA Container Toolkit. Mar 29, 2025 · capabilities: [gpu] volumes: ollama_data: name: ollama_data. ollama -p 11434:11434 --name ollama ollama/ollama:rocm 本地运行模型. 2 尝试不同的模型 Jan 12, 2025 · Here's a sample README. Jan 28, 2025 · 我拉取的是14B,大家可以根据自己电脑配置选择不同版本大模型。四、在ollama容器中拉取deepseek r1模型。方式一:docker desktop界面启动。五、(可选)运行deepseek并调用GPU。二、拉取ollama镜像。一、安装docker。_docker ollama gpu Feb 12, 2025 · That is, how to download and install an official Ollama Docker image and how to run Ollama as a Docker container. 🚀Run the Docker Container. See the commands, steps and tips for accessing Ollama in Docker and using Web UI clients. ollama -d ollama/ollama:latest serve During startup, the logs are getting errors init Jul 19, 2024 · Install Ollama by Docker. Follow the steps to update the graphics driver, install CUDA tools, reconfigure docker, and run ollama within a container. 方式二:官网推荐直接使用下面的指令拉取下载镜像,本项目只需在CPU上即可运行。 # CPU 或者 Nvidia GPU docker pull ollama/ollama # AMD GPU docker pull ollama/ollama:rocm Mar 4, 2025 · If nvidia-smi does not show GPU usage, the container may have lost access to the GPU. Running Ollama on AMD GPU Jan 28, 2025 · 我拉取的是14B,大家可以根据自己电脑配置选择不同版本大模型。四、在ollama容器中拉取deepseek r1模型。方式一:docker desktop界面启动。五、(可选)运行deepseek并调用GPU。二、拉取ollama镜像。一、安装docker。_docker ollama gpu Feb 12, 2025 · That is, how to download and install an official Ollama Docker image and how to run Ollama as a Docker container. ollama -p 11434:11434 --name ollama ollama/ollama:rocm Run model locally. Feb 26, 2024 · DockerでOllamaとOpen WebUI を使って ローカルでLLMを動かしてみました. GPUメモリにのりきらなかったため、GPUメモリ6GB+Shared GPUメモリ 18. How to install NVIDIA CUDA GPU support for Ollama Docker containers. If it does show GPU activity, Ollama is still using it, and the issue may be with logging. Verificar soporte de GPU en tu máquina Feb 9, 2025 · 然后重启 Ollama,通过任务管理器可以发现已经切换到 GPU 模式了: 此后,当 Ollama 在回答问题时,你可以新建另一个终端,输入命令 ollama ps,就可以实时查看这次交互使用了多少比例的 GPU 算力: 当你发现 GPU 的比例有点低时(算力过剩),可以 Learn how to quickly deploy Ollama using Docker images, including configuration guides for CPU, Nvidia GPU, and AMD GPU. 第三步:使用脚本部署容器 脚本实现其实就是使用docker的命令来创建容器,不过就是将其表述的更加易懂了,有了些中文化 的输出. Feb 22, 2025 · 基于 DeepSeek-R1 模型的本地化部署方案前言本文详细介绍如何通过 Docker 快速搭建支持 GPU 加速的 Ollama 服务,并集成 Open WebUI 实现可视化交互界面。 Mar 15, 2025 · GPUメモリ/Shared GPU メモリ消費量 Gemma3:1b. Apr 22, 2025 · This limitation has significant implications for Mac users working with GPU-intensive applications: Running Ollama in Docker. 0 GB GPU NVIDIA GeForce RTX 2060 専用 GPU メモリ 6. docker run --rm --runtime=nvidia -p 11434:11434 --gpus all -it gemma3-4b-local 🧪Send a request, retrieve a response. cn. As shown in the Jan 22, 2025 · docker部署Ollama 一、拉取 Ollama 镜像. yaml配置文件拉取ollama,参考。我拉取的是14B,大家可以根据自己电脑配置选择不同版本大模型。四、在ollama容器中拉取deepseek r1模型。 Feb 21, 2025 · 如果Ollama支持配置文件,可以在其中指定使用GPU。Ollama可能提供支持GPU的版本,需确保安装的是该版本。在运行Ollama前,设置环境变量以启用GPU支持。通过环境变量或配置文件指定Ollama使用GPU。运行Ollama后,检查日志或使用。 This command runs the ollama/ollama:rocm Docker image with GPU configurations. Apr 11, 2024 · docker run -d --gpus=all -v ollama:/root/. ollama -p 11434:11434 --name ollama ollama/ollama:rocm 在本地运行模型. 现在你可以运行一个模型: docker exec -it ollama ollama run llama3. 2 In the logs I found level=INFO source=gpu. yml file includes a patched version of Ollama for Intel acceleration with the required parameters and AMD GPU. Esto se logra configurando correctamente el entorno Docker y añadiendo soporte para GPU en tu docker-compose. How to manage Ollama Docker images and containers. 3, DeepSeek-R1, Phi-4, Gemma 3, Mistral Small 3. 安装 Nvidia 容器工具包。 在 Docker 容器内运行 Ollama; docker run -d --gpus=all -v ollama Jan 24, 2025 · Install Docker: Ensure Docker and Docker Compose are installed on your system. 3 LTS; 統合版マイクラのレイトレーシング最低要件のGPUです This Docker container provides a GPU-accelerated environment for running Ollama, leveraging NVIDIA CUDA and cuDNN. docker exec -it ollama ollama run llama3. - ollama/docs/gpu. The Ollama Docker container can be run in different modes, depending on whether you want to utilize the CPU or GPU. He is a founder of Collabnix blogging site and has authored more than 700+ blogs on Docker, Kubernetes and Cloud-Native Technology. docker run -d --gpus=all May 9, 2024 · Ajeet Raina Follow Ajeet Singh Raina is a former Docker Captain, Community Leader and Distinguished Arm Ambassador. . The simplest and most direct way to ensure Ollama uses the discrete GPU is by setting the Display Mode to Nvidia GPU only in the Nvidia Control Panel. ollama -p 11434:11434 --name ollama ollama/ollama ⚠️ Warning This is not recommended if you have a dedicated GPU since running LLMs on with this way will consume your computer memory and CPU. Modify Docker Compose GPU Configuration. yml in a directory of your choice. NVIDIA Drivers: Make sure you have NVIDIA drivers and CUDA installed for GPU support. 关键词: Ollama、Docker、大模型. ollama -p 11434:11434 --name ollama ollama/ollama Nvidia GPU. Next, launch the container with GPU support enabled and expose the Ollama REST API on port 11434. The provided docker-compose. Oct 1, 2024 · Here's a sample README. This repository provides a Docker Compose configuration for running two containers: open-webui and 学习如何使用Docker镜像快速部署Ollama,包括CPU、Nvidia GPU和AMD GPU的配置指南。LlamaFactory提供详细的部署步骤,简化安装过程。 Intel (i)GPU compatible Docker image for ollama. 2. Follow the steps to deploy Ollama and Open Web UI containers and access the LLM models and chat interface. 環境. 在现代计算环境中,利用 GPU 进行计算加速变得越来越重要。本文将介绍如何在 Docker 上部署支持 GPU 的 Ollama 服务。 Discover and manage Docker images, including AI models, with the ollama/ollama container on Docker Hub. Oct 4, 2024 · はじめに. 方式一:Docker 软件在可视化界面中搜索并下载. 摘要: Docker 安装 Ollama 及使用Ollama部署大模型. Ollamaは、ローカル環境でLLMを効率的に実行するためのオープンソースプラットフォームです。 Dockerコンテナを活用することで、OSに依存しない安定した実行環境を構築できます。 基本的なDockerコンテナの起動 May 25, 2024 · docker run -d -v ollama:/root/. Ollama Command Alias The setup script creates an ollama alias, making it easy to run Ollama within the Docker container as if it were installed locally. md at main · ollama/ollama Docker Desktop for Windows supports NVIDIA GPU Paravirtualization (GPU-PV) on NVIDIA GPUs, allowing containers to access GPU resources for compute-intensive workloads like AI, machine learning, or video processing. Windows11 + wsl2 + docker-desktop + rtx4090 で色々と試した結果、docker-desktopをインストールしてdockerを使うとdockerがGPUを認識しないという問題があったので、docker-desktopを使わないやりかたで進めることにした。 Jan 31, 2025 · 注:也可以通过docker-compose. However, when running Ollama in a Docker container on Mac: LOL - I've used 'ollama ps -a' countless times but never realized you could monitor processor usage. Dec 11, 2024 · Dockerを使用したOllama環境の構築. 问:Ollama Docker 为对 AI 感兴趣的开发人员提供了什么? 答:Ollama Docker 提供了一个可立即使用的 AI 开发环境,具有轻松设置、GPU 支持以及针对测试和实验优化的灵活开发容器,从而加速 AI 开发过程。 问:我可以将 Ollama Docker 用于教育目的吗? May 23, 2024 · Deploying Ollama with GPU. 4GB を消費してしまいました。 Dec 20, 2023 · docker exec -it ollama ollama run llama2 You can even use this single-liner command: $ alias ollama='docker run -d -v ollama:/root/. Create the Ollama container using Docker. Contribute to bendews/ollama-intel development by creating an account on GitHub. GPUメモリの消費は4GBほどに収まっているようです。 Gemma3:12b. Ollama 现已推出官方 Docker 镜像 · Ollama Apr 27, 2024 · docker run -d --gpus=all -v ollama:/root/. Oct 5, 2023 · Ollama is an open-source project that lets you run large language models locally without sending private data to third-party services. 关于ollama使用GPU还可以参考:在Linux上如何让ollama在GPU上运行模型_ollama使用gpu-CSDN博客. Run Ollama in a container if you're on Linux, and using a native installation of the Docker Engine, or Windows 10/11, and using Docker Desktop, you have a CUDA-supported GPU, and your system has at least 8 GB of RAM. Additionally, it includes instructions for using Watchtower to automate container up> Welcome to the Ollama Docker Compose Setup! This project simplifies the deployment of Ollama using Docker Compose, making it easy to run Ollama with all its dependencies in a containerized environm 注:也可以通过docker-compose. 1、官方文档 要使用带有 AMD GPU 的 Docker 运行 Ollama,请使用rocm标签和以下命令:ollama. Run Ollama outside of a container if running Docker Desktop on a Linux Machine. yaml配置文件拉取ollama,参考Docker部署全攻略:Ollama安装、本地大模型配置与One-API接入_ollama docker部署-CSDN博客. Jun 30, 2024 · docker-compose exec -it ollama bash ollama pull llama3 ollama pull all-minilm Once the download is complete, exit out of the container shell by simply typing exit . docker run -d --device /dev/kfd --device /dev/dri -v ollama:/root/. Now you can run a model: docker exec -it ollama ollama run llama3. Run docker compose up to start both services. Apr 21, 2025 · docker build --build-arg MODEL=gemma3:4b -t gemma3-4b-local . Is there a significant difference between running ollama in Docker (with GPU support) and running it directly on the desktop? It always felt like there was, but perhaps I never configured GPU integration properly in Docker. Docker Permissions: Grant Docker permission to access your GPUs. cadn. Apr 24, 2024 · 2. 你也可以使用不使用上面的脚本而如下docker命令代替,也就是说你可自己更换平台,不 使用ollama。 Ollama 可以在 Docker 容器内使用 GPU 加速运行,适用于 Nvidia GPU。 要开始使用 Docker 镜像,请使用以下命令。 仅 CPU docker run -d -v ollama:/root/. - ollama/docs/docker. Sigue estos pasos: 1. Your docker-compose. yaml file that explains the purpose and usage of the Docker Compose configuration: ollama-portal. 要使用 Docker 和 AMD GPU 运行 Ollama,请使用 rocm 标签和以下命令: docker run -d --device /dev/kfd --device /dev/dri -v ollama:/root/. To run Ollama using Docker with AMD GPUs, use the rocm tag and the following command: docker run -d --device /dev/kfd --device /dev/dri -v ollama:/root/. Running Ollama Docker. ollama -p 11434:11434 --name ollama ollama/ollama --gpusのパラメーターを変えることでコンテナに認識させるGPUの数を設定することができます。 Jan 16, 2025 · こんにちは。 今日は 自作 PC 上で Docker を入れて、 Ollama を動かしてみたので、その話です。 Ollama を Docker で動かす PC 上で LLM を動かして遊ぶために Ollama を入れました。PC をなるべく汚したくないので、ホストマシン上に直接入れるのではなく Docker 上で動くようにしました。 公式の Docker image Feb 25, 2024 · $ docker exec -ti ollama-gpu ollama run llama2 >>> What are the advantages to WSL Windows Subsystem for Linux (WSL) offers several advantages over traditional virtualization or emulation methods of running Linux on Windows: 1. A multi-container Docker application for serving OLLAMA API. md file written by Llama3. Also running LLMs on the CPU are much slower than GPUs. Ollama, a popular tool for running large language models locally, supports GPU acceleration to dramatically improve performance. Configure Docker to use NVIDIA runtime; Coolify Configuration. 2 using this docker-compose. 2 Dec 9, 2024 · docker exec ollama ollama run llama3. go:221 msg="looking for compatible GPUs" level=INFO source=gpu. 04. Pull and manage your preferred LLM models; Monitor GPU usage and performance; Adjust model Minimal CPU-only Ollama Docker Image. Dec 25, 2024 · Learn how to install and configure NVIDIA Container Toolkit and Docker to run Ollama, an open-source Large Language Model environment, locally using your own NVIDIA GPU. 现在大模型非常火爆,但是大模型很贵,特别是接口调用,所以对我们这些简单使用的人,可以本地部署使用,步骤如下: 一、Docker安装Ollama 1. Learn how to install and use Ollama with Docker on Mac and Linux, and explore the Ollama library of models. 整体说明. 2 Try different models Aug 2, 2024 · This repository provides a step-by-step guide for installing Ollama, setting up Docker with NVIDIA support, and configuring TensorFlow with GPU support. 00GHz RAM 32. LlamaFactory provides detailed deployment steps to simplify the installation process. 0 GB 共有 GPU メモリ 16 GB; WSL2 Ubuntu 22. GPUメモリの消費は2GBほどに収まっているようです。 Gemma3:4b. yml. 3. This repository provides a Docker Compose configuration for running two containers: open-webui and Feb 25, 2024 · Learn how to install and configure ollama, a large language model, on a Windows laptop with an NVIDIA MX250 GPU, using WSL2 and docker. Windows11 CPU Intel(R) Core(TM) i7-9700 CPU @ 3. This configuration: Uses the official Ollama image; Maps port 11434 to allow API access; Creates a persistent volume for storing models; Gives the container access to one GPU; Save this file as docker-compose. yml is mostly correct, but you might need to force NVIDIA runtime:. Contribute to alpine-docker/ollama development by creating an account on GitHub. Feb 22, 2025 · 如果Ollama支持配置文件,可以在其中指定使用GPU。Ollama可能提供支持GPU的版本,需确保安装的是该版本。在运行Ollama前,设置环境变量以启用GPU支持。通过环境变量或配置文件指定Ollama使用GPU。运行Ollama后,检查日志或使用。命令确认GPU是否被调用。 gpu 选择. To enable WSL 2 GPU Paravirtualization, you need: A Windows machine with an NVIDIA GPU Jan 28, 2025 · Para darle acceso a la GPU a tu contenedor Ollama, necesitas asegurarte de que tu host tenga soporte para GPU y que el contenedor pueda usarla. ollama -p 11434:11434 --name ollama ollama/ollama --gpus=all: コンテナにすべてのGPUデバイスを割り当てます。 以上で、OllamaのDockerコンテナが起動します。 AMD GPU. Designed to resolve compatibility issue with openweb-ui ( #9012 ), it enables seamless AI model execution on NVIDIA GPUs. Let’s try it out! Feb 9, 2025 · This repository demonstrates running Ollama with ipex-llm as an accelerated backend, compatible with both Intel iGPUs and dedicated GPUs (such as Arc, Flex, and Max). Mar 25, 2025 · Learn two methods to set up Ollama, a local large language model, in Docker container with NVIDIA GPU support. net. We'll delve into the configuration details, ensuring you get the most out of your LLM experience.
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