{"id":35390,"date":"2023-04-14T01:27:53","date_gmt":"2023-06-11T07:11:37","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e6%83%b3%e5%9c%a8ubuntu%e4%b8%8a%e4%bd%bf%e7%94%a8nvidia-docker%e6%9d%a5%e5%88%9b%e5%bb%bapytorch%e7%8e%af%e5%a2%83%e3%80%82\/"},"modified":"2024-04-29T23:25:09","modified_gmt":"2024-04-29T15:25:09","slug":"%e6%88%91%e6%83%b3%e5%9c%a8ubuntu%e4%b8%8a%e4%bd%bf%e7%94%a8nvidia-docker%e6%9d%a5%e5%88%9b%e5%bb%bapytorch%e7%8e%af%e5%a2%83%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e6%83%b3%e5%9c%a8ubuntu%e4%b8%8a%e4%bd%bf%e7%94%a8nvidia-docker%e6%9d%a5%e5%88%9b%e5%bb%bapytorch%e7%8e%af%e5%a2%83%e3%80%82\/","title":{"rendered":"\u6211\u60f3\u5728Ubuntu\u4e0a\u4f7f\u7528nvidia-docker\u6765\u521b\u5efaPyTorch\u73af\u5883"},"content":{"rendered":"<p>\u5728\u5c1d\u8bd5\u5b9e\u73b0\u673a\u5668\u5b66\u4e60\u8bba\u6587\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u591a\u4e2a\u7248\u672c\u7684CUDA\u548cPyTorch\u6765\u5207\u6362\u4f7f\u7528\u3002<\/p>\n<p>\u672c\u6b21\u6211\u4eec\u5c06\u5c1d\u8bd5\u4f7f\u7528 nvidia-docker \u6765\u6784\u5efa\u591a\u4e2a\u7248\u672c\u7684\u73af\u5883\u3002<\/p>\n<p>\u6e90\u4ee3\u7801<\/p>\n<p>&nbsp;<\/p>\n<p>\u76ee\u5f55\u7ed3\u6784<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"nb\">.<\/span>\r\n    \u251c\u2500\u2500 .devcontainer\r\n    \u2502   \u2514\u2500\u2500 devcontainer.json\r\n    \u251c\u2500\u2500 docker\r\n    \u2502   \u2514\u2500\u2500 pytorch\r\n    \u2502       \u251c\u2500\u2500 Dockerfile.111\r\n    \u2502       \u251c\u2500\u2500 Dockerfile.171\r\n    \u2502       \u251c\u2500\u2500 Dockerfile.171.2\r\n    \u2502       \u2514\u2500\u2500 requirements.txt\r\n    \u251c\u2500\u2500 docker-compose.yml\r\n    \u2514\u2500\u2500 src\r\n        \u2514\u2500\u2500 pytorch\r\n<\/code><\/pre>\n<p>\u8fd0\u52a8\u73af\u5883<\/p>\n<p>Ubuntu 22.04 -&gt; Ubuntu 22.04\u7248\u672c<\/p>\n<p>\u82f1\u4f1f\u8fbeGeForce RTX 3060 Ti<\/p>\n<p>Docker \u5f15\u64ce\uff08Docker \u684c\u9762\u7248\u5df2\u4e0d\u518d\u63a8\u8350\u4f7f\u7528\uff09<\/p>\n<p>\u9884\u5907\u77e5\u8bc6 (y\u00f9 zh\u012b sh\u00ed)<\/p>\n<p>\u5728Ubuntu\u4e0a\u5b89\u88c5Docker<\/p>\n<p>&nbsp;<\/p>\n<p>\u5173\u4e8eDocker\u7684\u4f7f\u7528\u65b9\u6cd5\u7684\u8ba8\u8bba<\/p>\n<p>&nbsp;<\/p>\n<h3>\u9884\u5907<\/h3>\n<p>\u516c\u5f0f\u6587\u6863<\/p>\n<p>&nbsp;<\/p>\n<p>\u9996\u5148\uff0c\u5b89\u88c5Docker\u6240\u9700\u7684\u7528\u4e8e\u8bc6\u522bGPU\u7684\u5305\u3002<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"nb\">sudo <\/span>apt <span class=\"nb\">install <\/span>nvidia-container-runtime\r\n    <span class=\"c\"># \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d<\/span>\r\n    which nvidia-contaier-runtime-hook\r\n\r\n    <span class=\"nb\">sudo <\/span>apt <span class=\"nb\">install <\/span>nvidia-docker2\r\n<\/code><\/pre>\n<p>\u91cd\u65b0\u542f\u52a8Docker\u5b88\u62a4\u8fdb\u7a0b<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"nb\">sudo <\/span>service docker restart\r\n<\/code><\/pre>\n<h3>\u521b\u5efaDocker\u955c\u50cf<\/h3>\n<p>\u9009\u62e9\u8981\u521b\u5efa\u7684\u73af\u5883\u7684 nvidia-docker \u955c\u50cf\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u4eceDocker Hub\u4e0a\u9009\u62e9\u6240\u9700\u7684CUDA\u7248\u672c\u955c\u50cf\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/25-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u7531\u4e8e\u6211\u7ecf\u5e38\u4f7f\u7528CUDA 11.1\u6216CUDA 11.7\uff0c<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">nvidia\/cuda:11.1.1-cudnn8-runtime-ubuntu20.04<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">nvidia\/cuda:11.7.1-cudnn8-runtime-ubuntu20.04<\/ul>\n<p>\u6211\u5c1d\u8bd5\u9009\u62e9\u4e00\u4e0b\u3002<\/p>\n<p>\u6839\u636e\u9009\u62e9\u7684\u56fe\u50cf\u521b\u5efaDockerfile\u3002<\/p>\n<pre class=\"post-pre\"><code>  <span class=\"c\"># \u30b5\u30f3\u30d7\u30eb\u30d5\u30a1\u30a4\u30eb docker\/pytorch\/Dockerfile.111<\/span>\r\n  FROM nvidia\/cuda:11.1.1-cudnn8-runtime-ubuntu20.04\r\n\r\n  ENV DEBIAN_FRONTEND=noninteractive\r\n\r\n  WORKDIR \/app\r\n\r\n  RUN apt update &amp;&amp; \\\r\n      apt install -y \\\r\n      wget \\\r\n      bzip2 \\\r\n      build-essential \\\r\n      git \\\r\n      git-lfs \\\r\n      curl \\\r\n      ca-certificates \\\r\n      libsndfile1-dev \\\r\n      libgl1 \\\r\n      python3.8 \\\r\n      python3-pip\r\n\r\n  COPY docker\/pytorch\/requirements.txt \/app\r\n\r\n  RUN pip3 install --no-cache-dir -U pip &amp;&amp; \\\r\n      pip3 install --no-cache-dir -r requirements.txt\r\n\r\n  RUN pip3 install --no-cache-dir torch==1.9.0+cu111 torchvision==0.10.0+cu111 -f https:\/\/download.pytorch.org\/whl\/torch_stable.html\r\n<\/code><\/pre>\n<h3>\u8bf7\u5c1d\u8bd5\u4f7f\u7528 Dockerfile \u5b89\u88c5 PyTorch\u3002<\/h3>\n<p>\u6211\u5011\u5728 https:\/\/download.pytorch.org\/whl\/torch_stable.html \u4e0a\u5c0b\u627e\u7b26\u5408 CUDA \u7248\u672c\u7684 PyTorch\u3002<\/p>\n<p>\u6211\u5c06\u5217\u4e3e\u4e00\u4e9b\u4f8b\u5b50\u3002<\/p>\n<p>CUDA11.1 = CUDA\u5341\u4e00\u70b9\u4e00<\/p>\n<p>\u7531\u4e8e\u5b58\u5728cu111\/torch-1.9.0%&#8230;\u548ccu111\/torchvision-0.10.0%&#8230;\uff0c\u8bf7\u786e\u4fdd\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code>  pip3 install --no-cache-dir torch==1.9.0+cu111 torchvision==0.10.0+cu111 -f https:\/\/download.pytorch.org\/whl\/torch_stable.html\r\n<\/code><\/pre>\n<p>CUDA11.7\u4e3a\u4ee5\u4e0b\u5185\u5bb9\u63d0\u4f9b\u4e86\u6539\u8fdb\u548c\u65b0\u529f\u80fd\u3002<\/p>\n<p>\u7531\u4e8e\u5b58\u5728cu117\/torch-1.13.0%&#8230;\u548ccu117\/torchvision-0.14.0%\uff0c\u8bf7\u786e\u4fdd\u901a\u8fc7pip\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code>  pip3 install torch==1.13.0+cu117 torchvision==0.14.0+cu117 -f https:\/\/download.pytorch.org\/whl\/torch_stable.html\r\n<\/code><\/pre>\n<p>CUDA11.7\uff0cPyTorch 2.0\u7684\u7ffb\u8bd1\u4e3a\uff1a<\/p>\n<p>CUDA11.7\uff0cPyTorch 2.0<\/p>\n<p>\u56e0\u4e3a\u5b58\u5728cu117\/torch-2.0.0%&#8230;\u3001cu117\/torchvision-0.15.0%&#8230;\uff0c\u8bf7\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code>  pip3 install torch==2.0.0+cu117 torchvision==0.15.0+cu117 -f https:\/\/download.pytorch.org\/whl\/torch_stable.html\r\n<\/code><\/pre>\n<h3>\u5728\u5bb9\u5668\u4e2d\u5206\u914d GPU\u8d44\u6e90<\/h3>\n<p>\u4f7f\u7528 Docker Compose \u542f\u52a8\u65f6\u5206\u914d GPU<\/p>\n<p>\u5b98\u65b9\u6587\u4ef6<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u5e0c\u671b\u8fde\u63a5 GPU \u7684 Docker \u670d\u52a1\u4e2d\u6307\u5b9a deploy<\/p>\n<pre class=\"post-pre\"><code>  <span class=\"na\">version<\/span><span class=\"pi\">:<\/span> <span class=\"s1\">'<\/span><span class=\"s\">3.3'<\/span>\r\n\r\n  <span class=\"na\">services<\/span><span class=\"pi\">:<\/span>\r\n\r\n    <span class=\"na\">pytorch_111<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">build<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"na\">context<\/span><span class=\"pi\">:<\/span> <span class=\"s\">.<\/span>\r\n        <span class=\"na\">dockerfile<\/span><span class=\"pi\">:<\/span> <span class=\"s\">docker\/pytorch\/Dockerfile.111<\/span>\r\n      <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s1\">'<\/span><span class=\"s\">nvidia-docker_111'<\/span>\r\n      <span class=\"na\">stdin_open<\/span><span class=\"pi\">:<\/span> <span class=\"kc\">true<\/span>\r\n      <span class=\"na\">tty<\/span><span class=\"pi\">:<\/span> <span class=\"kc\">true<\/span>\r\n      <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"s\">.\/:\/app<\/span>\r\n\r\n    <span class=\"na\">deploy<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">resources<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"na\">reservations<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"na\">devices<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"pi\">-<\/span> <span class=\"na\">driver<\/span><span class=\"pi\">:<\/span> <span class=\"s\">nvidia<\/span>\r\n            <span class=\"pi\">-<\/span> <span class=\"na\">count<\/span><span class=\"pi\">:<\/span> <span class=\"m\">1<\/span>\r\n            <span class=\"pi\">-<\/span> <span class=\"na\">capabilities<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">[<\/span><span class=\"nv\">gpu<\/span><span class=\"pi\">]<\/span>\r\n<\/code><\/pre>\n<h3>\u542f\u52a8Docker\u5bb9\u5668<\/h3>\n<p>\u6211\u8ba4\u4e3a\u5df2\u7ecf\u53ef\u4ee5\u901a\u8fc7docker compose up\u547d\u4ee4\u6765\u542f\u52a8\u4e86\u3002<\/p>\n<pre class=\"post-pre\"><code>  docker compose up <span class=\"nt\">-d<\/span>\r\n<\/code><\/pre>\n<h2>\u6211\u60f3\u8981\u5c06\u5bb9\u5668\u9644\u52a0\u5230VSCode\u4e2d<\/h2>\n<p>\u901a\u8fc7\u4f7f\u7528VSCode\u7684\u6269\u5c55\u529f\u80fdRemote Development\u548cDocker\uff0c\u5728\u5bb9\u5668\u5185\u90e8\u53ef\u4ee5\u901a\u8fc7VSCode\u8fdb\u884c\u5de5\u4f5c\uff08\u53ef\u4ee5\u8fde\u63a5\u5230VSCode\uff09\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/54-0.png\" alt=\"undefined\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/55-0.png\" alt=\"undefined\" \/><\/div>\n<p>\u901a\u8fc7\u5728VSCode\u7684\u5de5\u4f5c\u76ee\u5f55\u4e2d\u521b\u5efa.devcontainer\/devcontainer.json\u6587\u4ef6\uff0c\u53ef\u4ee5\u5c06\u5bb9\u5668\u8fde\u63a5\u5230VSCode\u3002<\/p>\n<p>\u201cdevcontainer.json\u7684\u793a\u4f8b\u201d<\/p>\n<p>\u5728\u4e2d\u56fd\u7684\u672c\u5730\u8bed\u8a00\u4e2d\uff0c\u6307\u5b9aDocker\u670d\u52a1\u540d\u79f0\u3001docker-compose.yml\u6587\u4ef6\u7684\u8def\u5f84\u7b49<\/p>\n<pre class=\"post-pre\"><code>    \"name\": \"PyTorch\",\r\n    \"dockerComposeFile\": \"..\/docker-compose.yml\",\r\n    \"service\": \"pytorch_111\",\r\n    \"workspaceFolder\": \"\/app\",\r\n<\/code><\/pre>\n<p>\u4f7f\u7528\u5feb\u6377\u952ectrl + shift + P\u6253\u5f00\u547d\u4ee4\u9762\u677f\uff0c\u7136\u540e\u6267\u884c&#8221;Dev Containers: Open Folder in Container&#8230;&#8221;\u547d\u4ee4\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/61-0.png\" alt=\"undefined\" \/><\/div>\n<p>\u6253\u5f00\u7ec8\u7aef\uff0c\u60a8\u53ef\u4ee5\u786e\u8ba4\u5df2\u7ecf\u8fdb\u5165\u5bb9\u5668\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/63-0.png\" alt=\"undefined\" \/><\/div>\n<p>\u6211\u5011\u5c07\u5728 PyTorch \u4e2d\u78ba\u8a8d\u662f\u5426\u80fd\u5920\u8b58\u5225 GPU\u3002<\/p>\n<pre class=\"post-pre\"><code>  &gt;&gt;&gt; import torch\r\n  &gt;&gt;&gt; print(torch.cuda.get_device_name())\r\n  NVIDIA GeForce RTX 3060 Ti\r\n<\/code><\/pre>\n<p>\u5982\u679c\u8981\u9000\u51fa\u5bb9\u5668\uff0c\u8bf7\u70b9\u51fb\u5de6\u4e0b\u89d2\u7684Dev Container: Python\uff0c\u7136\u540e\u9009\u62e9\u5173\u95ed\u8fdc\u7a0b\u8fde\u63a5\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d231237434c4406c2931e\/67-0.png\" alt=\"undefined\" \/><\/div>\n<hr \/>\n<p>\u4ee5\u4e0a\u89c6\u60c5\u51b5\u800c\u5b9a\u3002<\/p>\n<p>(Translation: The above is subject to change depending on the situation.)<\/p>\n<h3>\u8d60\u54c1<\/h3>\n<p>\u6211\u60f3\u5728docker run\u547d\u4ee4\u4e2d\u5206\u914dGPU\u8d44\u6e90\u3002<\/p>\n<p>\u5728\u542f\u52a8\u5bb9\u5668\u65f6\uff0c\u53ea\u9700\u6307\u5b9a &#8211;gpus all \u5373\u53ef\u3002<\/p>\n<p>\u6211\u6765\u8bd5\u8bd5\u770b\u662f\u5426\u53ef\u4ee5\u901a\u8fc7 nvidia-smi\u3002<\/p>\n<pre class=\"post-pre\"><code>    docker build <span class=\"nb\">.<\/span> <span class=\"nt\">-f<\/span> docker\/pytorch\/Dockerfile.111 <span class=\"nt\">-t<\/span> pytorch_111:1.0 <span class=\"c\"># Dockerfile\u3092\u30d3\u30eb\u30c9\u3057\u3066\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u6210<\/span>\r\n    docker run <span class=\"nt\">-it<\/span> <span class=\"nt\">--rm<\/span> <span class=\"nt\">--gpus<\/span> all pytorch_111:1.0 nvidia-smi <span class=\"c\"># \u30a4\u30e1\u30fc\u30b8\u304b\u3089\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/span>\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4f7f\u7528Docker Desktop\u7684\u8bdd\u3002<\/p>\n<p>\u5f53\u65f6\u6211\u6267\u884c\u65f6\u9047\u5230\u9519\u8bef\uff0c\u6240\u4ee5\u6211\u5f7b\u5e95\u5220\u9664\u4e86Docker\u684c\u9762\u7248\uff0c\u7136\u540e\u91cd\u65b0\u5b89\u88c5\u4e86Docker\u5f15\u64ce\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5c1d\u8bd5\u5b9e\u73b0\u673a\u5668\u5b66\u4e60\u8bba\u6587\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u591a\u4e2a\u7248\u672c\u7684CUDA\u548cPyTorch\u6765\u5207\u6362\u4f7f\u7528\u3002 \u672c\u6b21\u6211\u4eec\u5c06\u5c1d\u8bd5\u4f7f\u7528 nv [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35390","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6211\u60f3\u5728Ubuntu\u4e0a\u4f7f\u7528nvidia-docker\u6765\u521b\u5efaPyTorch\u73af\u5883 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u6211\u60f3\u5728ubuntu\u4e0a\u4f7f\u7528nvidia-docker\u6765\u521b\u5efapytorch\u73af\u5883\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" 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