{"id":718,"date":"2023-04-30T22:06:53","date_gmt":"2023-04-30T14:06:53","guid":{"rendered":"https:\/\/igene.tw\/?p=718"},"modified":"2024-02-28T21:41:07","modified_gmt":"2024-02-28T13:41:07","slug":"amd-gpu-deep-learning-practical-guide","status":"publish","type":"post","link":"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide","title":{"rendered":"AMD GPU \u8207\u6df1\u5ea6\u5b78\u7fd2\uff1a\u5be6\u7528\u6559\u5b78\u6307\u5357"},"content":{"rendered":"<p>\u904e\u53bb\u7d93\u5e38\u807d\u8aaa AMD GPU \u7528\u65bc\u57f7\u884c\u6df1\u5ea6\u5b78\u7fd2\u76f8\u95dc\u8edf\u9ad4\u975e\u5e38\u9ebb\u7169\uff0c\u5efa\u8b70\u6709\u6df1\u5ea6\u5b78\u7fd2\u9700\u6c42\u7684\u4f7f\u7528\u8005\u8cfc\u8cb7 Nvidia \u986f\u5361\u3002\u7136\u800c\uff0c\u6700\u8fd1 LLM\uff08\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff09\u5f88\u71b1\u9580\uff0c\u8a31\u591a\u7814\u7a76\u55ae\u4f4d\u91cb\u51fa\u4e86\u57fa\u65bc LLaMA \u7684\u6a21\u578b\uff0c\u8b93\u6211\u89ba\u5f97\u6709\u8da3\u4e26\u60f3\u6e2c\u8a66\u3002\u6211\u624b\u908a\u6709\u8f03\u591a VRAM \u7684\u986f\u793a\u5361\u90fd\u662f AMD \u7684\uff0c\u56e0\u6b64\u6c7a\u5b9a\u5617\u8a66\u4f7f\u7528\u9019\u4e9b\u986f\u793a\u5361\u4f86\u57f7\u884c\u3002<\/p>\n<p><!--more--><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f1320331506\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69f1320331506\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#%E6%B8%AC%E8%A9%A6%E7%92%B0%E5%A2%83\" >\u6e2c\u8a66\u74b0\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#%E7%B3%BB%E7%B5%B1%E8%A8%AD%E5%AE%9A\" >\u7cfb\u7d71\u8a2d\u5b9a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#ROCm_%E5%AE%89%E8%A3%9D%E6%AD%A5%E9%A9%9F\" >ROCm \u5b89\u88dd\u6b65\u9a5f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#pytorch_%E5%AE%89%E8%A3%9D%E6%AD%A5%E9%A9%9F\" >pytorch \u5b89\u88dd\u6b65\u9a5f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#%E6%B8%AC%E8%A9%A6\" >\u6e2c\u8a66<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/igene.tw\/amd-gpu-deep-learning-practical-guide\/#%E7%B8%BD%E7%B5%90\" >\u7e3d\u7d50<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%B8%AC%E8%A9%A6%E7%92%B0%E5%A2%83\"><\/span>\u6e2c\u8a66\u74b0\u5883<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u76ee\u524d\u6e2c\u8a66\u7684\u74b0\u5883\u662f\u5229\u7528 VM \u518d\u9032\u884c\u986f\u5361 passthrough\uff0c\u74b0\u5883\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>CPU: 16 core AMD Eypc 7302P<\/li>\n<li>RAM: 96GB DDR4 ECC 2933 <\/li>\n<li>GPU: AMD Instinct MI25 (WX9100 BIOS)<\/li>\n<li>OS: Ubuntu 20.04<\/li>\n<li>Host OS: PVE 7.4-3<\/li>\n<li>ROCm 4.5.2<\/li>\n<\/ul>\n<p>\u5176\u4e2d ROCm \u662f AMD \u958b\u767c\u7684\u7528\u65bc\u57f7\u884c\u6df1\u5ea6\u5b78\u7fd2\u76f8\u95dc\u61c9\u7528\u7684\u958b\u6e90\u5e73\u53f0\uff0c\u5176\u4e2d\u5305\u62ec CUDA \u8f49\u63db\u5c64\u7684 HIP\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B3%BB%E7%B5%B1%E8%A8%AD%E5%AE%9A\"><\/span>\u7cfb\u7d71\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"ROCm_%E5%AE%89%E8%A3%9D%E6%AD%A5%E9%A9%9F\"><\/span>ROCm \u5b89\u88dd\u6b65\u9a5f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u9996\u5148\uff0c\u6211\u5011\u9700\u8981\u5c07\u4f7f\u7528\u8005\u52a0\u5165 video \u7fa4\u7d44\uff0c\u4ee5\u7372\u53d6\u76f8\u95dc\u6b0a\u9650\u3002<\/p>\n<pre><code class=\"language-bash\">sudo usermod -a -G video $LOGNAME<\/code><\/pre>\n<p>\u7136\u5f8c\u4e0b\u8f09\u4e26\u5b89\u88dd\u5b89\u88dd\u7a0b\u5f0f\uff1a<\/p>\n<pre><code class=\"language-bash\">sudo apt-get update\nwget https:\/\/repo.radeon.com\/amdgpu-install\/5.4.3\/ubuntu\/focal\/amdgpu-install_5.4.50403-1_all.deb  \nsudo apt-get install .\/amdgpu-install_5.4.50403-1_all.deb<\/code><\/pre>\n<p>\u6700\u5f8c\u5b89\u88dd GPU \u9a45\u52d5\u7a0b\u5f0f\u548c <code>ROCm<\/code>\uff0c\u6ce8\u610f\u6211\u9019\u88e1\u7279\u5225\u6307\u5b9a 4.5.2 \u7248\u672c\uff0c\u76ee\u524d\u6700\u65b0\u7248\u662f 5.4.3\uff0c\u4f46\u652f\u63f4 AMD Instinct MI25\/WX9100 \u7684\u6700\u5f8c\u7248\u672c\u662f 4.5.2\u3002<\/p>\n<pre><code class=\"language-bash\">sudo amdgpu-install --usecase=rocm,dkms --rocmrelease=4.5.2<\/code><\/pre>\n<p>\u9019\u908a\u6307\u5b9a\u7684 <code>rocm<\/code> \u8ddf <code>dkms<\/code> \u662f\u6bd4\u8f03\u5e38\u898b\u7684 usecase\uff0c\u60f3\u8981\u770b\u6709\u54ea\u4e9b usecase \u53ef\u4ee5\u5229\u7528\u4ee5\u4e0b\u6307\u4ee4\uff1a<\/p>\n<pre><code class=\"language-bash\">sudo amdgpu-install --list-usecase<\/code><\/pre>\n<p>\u5b89\u88dd\u904e\u7a0b\u6703\u82b1\u4e00\u4e9b\u6642\u9593\uff0c\u57fa\u672c\u4e0a\u53d6\u6c7a\u65bc\u7db2\u8def\u901f\u5ea6\u3002\u5b89\u88dd\u5b8c\u6210\u5f8c\u6211\u5011\u9700\u8981\u91cd\u65b0\u555f\u52d5\u7cfb\u7d71\u4f86\u8f09\u5165\u65b0\u7684\u9a45\u52d5\u7a0b\u5f0f\u3002<\/p>\n<pre><code class=\"language-bash\">sudo reboot<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"pytorch_%E5%AE%89%E8%A3%9D%E6%AD%A5%E9%A9%9F\"><\/span>pytorch \u5b89\u88dd\u6b65\u9a5f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u73fe\u5728\u5927\u591a\u6578\u5c08\u6848\u90fd\u4f7f\u7528 <code>PyTorch<\/code> \u4f5c\u70ba\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u800c\u8981\u4f7f\u7528 <code>ROCm<\/code> \u7684\u8a71\uff0c\u5728\u5b89\u88dd\u6642\u9700\u8981\u7279\u5225\u6307\u5b9a\u7248\u672c\u3002<\/p>\n<p>\u6ce8\u610f\uff0c\u5927\u591a\u6578\u5c08\u6848\u5728 <code>requirements.txt<\/code> \u4e2d\u6703\u5beb <code>PyTorch<\/code>\uff0c\u9810\u8a2d\u662f\u5b89\u88dd <code>CUDA<\/code> \u7684\u7248\u672c\uff0c\u5982\u679c\u5df2\u7d93\u5b89\u88dd\u4e86\uff0c\u9700\u8981\u5148\u89e3\u9664\u5b89\u88dd\u3002<\/p>\n<pre><code class=\"language-bash\">pip3 install torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/rocm4.5.2<\/code><\/pre>\n<p>\u6700\u5f8c\u8981\u6307\u5b9a\u5c0d\u61c9\u7684 <code>ROCm<\/code> \u7248\u672c\uff0c\u9019\u88e1\u662f\u5b89\u88dd 4.5.2 \u7248\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B8%AC%E8%A9%A6\"><\/span>\u6e2c\u8a66<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8981\u6e2c\u8a66 <code>PyTorch<\/code> \u662f\u5426\u4f7f\u7528\u4e86 GPU\uff0c\u53ef\u4ee5\u5728 Python \u547d\u4ee4\u5217\u4e2d\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\uff1a<\/p>\n<pre><code class=\"language-python\">import torch\ntorch.cuda.is_available()<\/code><\/pre>\n<p>\u5982\u679c\u986f\u793a <code>True<\/code> \uff0c\u5247\u8868\u793a\u5b89\u88dd\u6210\u529f\uff01<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B8%BD%E7%B5%90\"><\/span>\u7e3d\u7d50<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5be6\u969b\u64cd\u4f5c\u5f8c\uff0c\u767c\u73fe\u4f7f\u7528 AMD GPU \u57f7\u884c\u6df1\u5ea6\u5b78\u7fd2\u76f8\u95dc\u61c9\u7528\u4e26\u975e\u96e3\u4e8b\u3002\u76ee\u524d\u5df2\u6210\u529f\u57f7\u884c <code>stable-diffusio<\/code>n \u548c <code>Vicuna-7B<\/code>\u3002\u82e5\u624b\u908a\u6709 AMD \u986f\u793a\u5361\u7684\u8b80\u8005\u4e5f\u60f3\u5617\u8a66\u4e00\u4e9b\u6df1\u5ea6\u5b78\u7fd2\u5c08\u6848\uff0c\u4e0d\u59a8\u8003\u616e\u4f7f\u7528 AMD \u986f\u5361\uff0c\u4ee5\u7bc0\u7701\u8cfc\u8cb7 Nvidia \u986f\u5361\u7684\u958b\u92b7\u3002<\/p>\n<hr \/>\n<p>Copyright Notice: All articles in this blog are licensed under CC BY-NC-SA 4.0 unless stating additionally.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u904e\u53bb\u7d93\u5e38\u807d\u8aaa AMD GPU \u7528\u65bc\u57f7\u884c\u6df1\u5ea6\u5b78\u7fd2\u76f8\u95dc\u8edf\u9ad4\u975e\u5e38\u9ebb\u7169\uff0c\u5efa\u8b70\u6709\u6df1\u5ea6\u5b78\u7fd2\u9700\u6c42\u7684\u4f7f\u7528\u8005\u8cfc\u8cb7 Nvidia \u986f\u5361\u3002\u7136\u800c\uff0c\u6700\u8fd1 LLM\uff08\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff09\u5f88\u71b1\u9580\uff0c\u8a31\u591a\u7814\u7a76\u55ae\u4f4d\u91cb\u51fa\u4e86\u57fa\u65bc LLaMA \u7684\u6a21\u578b\uff0c\u8b93\u6211\u89ba\u5f97\u6709\u8da3\u4e26\u60f3\u6e2c\u8a66\u3002\u6211\u624b\u908a\u6709\u8f03\u591a VRAM \u7684\u986f\u793a\u5361\u90fd\u662f AMD \u7684\uff0c\u56e0\u6b64\u6c7a\u5b9a\u5617\u8a66\u4f7f\u7528\u9019\u4e9b\u986f\u793a\u5361\u4f86\u57f7\u884c\u3002<\/p>\n","protected":false},"author":1,"featured_media":722,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.phoronix.com\/assets\/categories\/radeon.webp","fifu_image_alt":"AMD GPU \u8207\u6df1\u5ea6\u5b78\u7fd2\uff1a\u5be6\u7528\u6559\u5b78\u6307\u5357","footnotes":""},"categories":[36],"tags":[66,67,68,65],"class_list":["post-718","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-misc","tag-amd","tag-gpu","tag-ml","tag-rocm"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/posts\/718","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/comments?post=718"}],"version-history":[{"count":2,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/posts\/718\/revisions"}],"predecessor-version":[{"id":783,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/posts\/718\/revisions\/783"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/media\/722"}],"wp:attachment":[{"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/media?parent=718"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/categories?post=718"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/igene.tw\/wp-json\/wp\/v2\/tags?post=718"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}