{"id":17624,"date":"2026-06-10T08:44:02","date_gmt":"2026-06-10T00:44:02","guid":{"rendered":"https:\/\/ab123.xyz\/?p=17624"},"modified":"2026-06-10T08:44:02","modified_gmt":"2026-06-10T00:44:02","slug":"modal-serverless-gpu-%e5%87%bd%e6%95%b0%e5%bc%8f%e9%83%a8%e7%bd%b2%ef%bc%9aai-%e6%8e%a8%e7%90%86%e4%b8%8e%e8%ae%ad%e7%bb%83%e7%9a%84%e5%85%a8%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=17624","title":{"rendered":"Modal Serverless GPU \u51fd\u6570\u5f0f\u90e8\u7f72\uff1aAI \u63a8\u7406\u4e0e\u8bad\u7ec3\u7684\u5168\u65b0\u8303\u5f0f"},"content":{"rendered":"<p>\u5728\u5f53\u4eca AI \u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0cGPU \u7b97\u529b\u7684\u83b7\u53d6\u4e0e\u90e8\u7f72\u4e00\u76f4\u662f\u4e2a\u96be\u9898\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u9700\u8981\u957f\u671f\u79df\u8d41\u6602\u8d35\u7684 GPU \u5b9e\u4f8b\uff0c\u8981\u4e48\u5f97\u81ea\u884c\u7ba1\u7406\u590d\u6742\u7684 Kubernetes \u96c6\u7fa4\u3002Modal \u63a8\u51fa\u7684 Serverless GPU \u51fd\u6570\u5f0f\u90e8\u7f72\u670d\u52a1\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4e00\u5c40\u9762\u3002\u901a\u8fc7 <a href=\"https:\/\/modal.com\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a>\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u50cf\u8c03\u7528\u666e\u901a\u51fd\u6570\u4e00\u6837\uff0c\u5c06 Python \u4ee3\u7801\u76f4\u63a5\u90e8\u7f72\u5230\u4e91\u7aef GPU \u4e0a\uff0c\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h2>\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>Modal \u63d0\u4f9b\u4e86\u4e00\u79cd\u6781\u7b80\u7684\u7f16\u7a0b\u6a21\u578b\uff1a\u4f60\u53ea\u9700\u7f16\u5199\u4e00\u4e2a Python \u51fd\u6570\uff0c\u52a0\u4e0a <code>@app.function(gpu='A100')<\/code> \u88c5\u9970\u5668\uff0c\u5373\u53ef\u81ea\u52a8\u83b7\u5f97\u4e91\u7aef GPU \u8d44\u6e90\u3002\u6240\u6709\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u81ea\u52a8\u5f39\u6027\u4f38\u7f29\uff1a\u4ece\u96f6\u5230\u6570\u5343 GPU \u5b9e\u4f8b\uff0c\u6309\u9700\u4ed8\u8d39\uff0c\u65e0\u95f2\u7f6e\u6210\u672c\u3002<\/li>\n<li>\u51b7\u542f\u52a8\u6781\u5feb\uff1a\u7ecf\u8fc7\u4f18\u5316\u7684\u5bb9\u5668\u51b7\u542f\u52a8\u65f6\u95f4\u4ec5\u9700\u51e0\u79d2\uff0c\u8fdc\u4f4e\u4e8e\u4f20\u7edf\u65b9\u6848\u3002<\/li>\n<li>\u5185\u7f6e\u5206\u5e03\u5f0f\uff1a\u539f\u751f\u652f\u6301\u6570\u636e\u5e76\u884c\u548c\u6a21\u578b\u5e76\u884c\uff0c\u8f7b\u677e\u5904\u7406\u5927\u6279\u91cf\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<li>\u65e0\u7f1d\u96c6\u6210\uff1a\u652f\u6301 Hugging Face\u3001PyTorch\u3001TensorFlow \u7b49\u4e3b\u6d41\u6846\u67b6\uff0c\u4e00\u952e\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<h3>AI \u63a8\u7406\u670d\u52a1<\/h3>\n<p>\u5bf9\u4e8e LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u3001\u56fe\u50cf\u751f\u6210\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u5b9e\u65f6\u63a8\u7406\u573a\u666f\uff0cModal \u7684 Serverless GPU \u53ef\u4ee5\u81ea\u52a8\u7f29\u653e\u4ee5\u5e94\u5bf9\u6d41\u91cf\u9ad8\u5cf0\uff0c\u540c\u65f6\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u5206\u914d\u72ec\u7acb\u7684 GPU \u8d44\u6e90\uff0c\u907f\u514d\u76f8\u4e92\u5e72\u6270\u3002<\/p>\n<h3>\u673a\u5668\u5b66\u4e60\u8bad\u7ec3<\/h3>\n<p>\u5f53\u9700\u8981\u5feb\u901f\u5b9e\u9a8c\u6216\u5468\u671f\u6027\u8bad\u7ec3\u65f6\uff0cModal \u5141\u8bb8\u4f60\u6309\u5206\u949f\u4ed8\u8d39\u4f7f\u7528 A100\/H100 \u7b49\u9ad8\u7aef GPU\uff0c\u4e14\u8bad\u7ec3\u7ed3\u675f\u540e\u8d44\u6e90\u81ea\u52a8\u91ca\u653e\uff0c\u6210\u672c\u4ec5\u4e3a\u4e91\u5382\u5546\u7684 1\/3 \u5de6\u53f3\u3002<\/p>\n<h3>\u6570\u636e\u4e0e\u89c6\u9891\u5904\u7406<\/h3>\n<p>\u501f\u52a9 GPU \u52a0\u901f\u7684\u89c6\u9891\u8f6c\u7801\u3001\u56fe\u50cf\u6279\u91cf\u5904\u7406\u3001\u79d1\u5b66\u8ba1\u7b97\u7b49\u4efb\u52a1\uff0c\u540c\u6837\u53ef\u4ee5\u901a\u8fc7\u51fd\u6570\u5f0f\u90e8\u7f72\u5b9e\u73b0\u6d41\u6c34\u7ebf\u81ea\u52a8\u5316\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528<\/h2>\n<p>\u4f7f\u7528 Modal \u4ec5\u9700\u4e09\u6b65\uff1a\u6ce8\u518c\u8d26\u6237\u3001\u5b89\u88c5 Python SDK\uff08<code>pip install modal<\/code>\uff09\u3001\u7f16\u5199\u5e76\u90e8\u7f72\u51fd\u6570\u3002\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<p><code>import modal<br \/>app = modal.App()<br \/>@app.function(gpu='A100', timeout=600)<br \/>def infer(prompt: str) -&gt; str:<br \/>    from transformers import pipeline<br \/>    pipe = pipeline('text-generation', model='gpt2')<br \/>    return pipe(prompt)[0]['generated_text']<\/code><\/p>\n<p>\u90e8\u7f72\u540e\u4f1a\u81ea\u52a8\u751f\u6210 HTTPS \u7aef\u70b9\uff0c\u652f\u6301\u540c\u6b65\u8c03\u7528\u4e0e\u5f02\u6b65\u961f\u5217\uff0c\u5e76\u5185\u7f6e\u65e5\u5fd7\u4e0e\u76d1\u63a7\u9762\u677f\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>Modal Serverless GPU \u51fd\u6570\u5f0f\u90e8\u7f72\u4ee3\u8868\u4e86 AI \u57fa\u7840\u8bbe\u65bd\u7684\u672a\u6765\u65b9\u5411\u2014\u2014\u5f00\u53d1\u8005\u53ea\u9700\u5173\u6ce8\u4e1a\u52a1\u903b\u8f91\uff0c\u4e91\u5e73\u53f0\u8d1f\u8d23\u7b97\u529b\u7684\u52a8\u6001\u7ba1\u7406\u3002\u65e0\u8bba\u662f\u521d\u521b\u56e2\u961f\u8fd8\u662f\u5927\u578b\u4f01\u4e1a\uff0c\u90fd\u80fd\u4ece\u4e2d\u83b7\u5f97\u663e\u8457\u7684\u6548\u7387\u548c\u6210\u672c\u4f18\u52bf\u3002\u7acb\u5373\u8bbf\u95ee <a href=\"https:\/\/modal.com\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u5f00\u59cb\u4f7f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5f53\u4eca AI \u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0cGPU \u7b97\u529b\u7684\u83b7\u53d6\u4e0e\u90e8\u7f72\u4e00\u76f4\u662f\u4e2a\u96be\u9898\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u9700\u8981\u957f\u671f\u79df\u8d41\u6602\u8d35\u7684 GPU \u5b9e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[9447,20988,20987,20985,20986],"class_list":["post-17624","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-gpu","tag-modal","tag-serverless-gpu","tag-20986"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/17624","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=17624"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/17624\/revisions"}],"predecessor-version":[{"id":17625,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/17624\/revisions\/17625"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17624"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=17624"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=17624"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}