{"id":32275,"date":"2023-04-30T18:15:09","date_gmt":"2023-09-22T10:03:12","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/"},"modified":"2024-04-30T02:00:47","modified_gmt":"2024-04-29T18:00:47","slug":"%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/","title":{"rendered":"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185"},"content":{"rendered":"<h1>\u592a\u957f\u4e86\uff0c\u6ca1\u65f6\u95f4\u770b\u3002<\/h1>\n<p>\u4e3a\u4e86\u672a\u6765\u7684\u53d1\u5c55\uff0c\u6211\u51b3\u5b9a\u7cfb\u7edf\u5730\u638c\u63e1DevOps\/MLOps\u5b9e\u8df5\u7cfb\u5217\u3002\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\uff0c\u6211\u8ba4\u4e3a\u5c06\u524d\u7aef\u8bed\u8a00Typescript(ts)\u548c\u540e\u7aef\u8bed\u8a00Scala\/Python\uff08\u5e26\u6709Spark\u751f\u6001\u7cfb\u7edf\uff09\u8fde\u63a5\u8d77\u6765\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8d77\u70b9\u3002<\/p>\n<p>\u8bc4\u5224\u539f\u56e0:<\/p>\n<pre class=\"post-pre\"><code>1) \u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u958b\u767a\u8005(js\/ts\u30e6\u30fc\u30b6\u30fc)\u306bpython\u306f\u89aa\u548c\u7684\r\n\u3000\u203bjs\/ts\u30e6\u30fc\u30b6\u30fc\u304c\u4f75\u7528\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u306e\u5b9a\u756a\u306e\u4e00\u3064\u304cpython\u3068\u306a\u3063\u3066\u3044\u308b\u3089\u3057\u3044 \u2605\uff11\r\n2) ts\u306e\u30e2\u30c7\u30eb\u5b9a\u7fa9\u3068spark\u306e\u30e2\u30c7\u30eb\u5b9a\u7fa9\u306e\u89aa\u548c\u6027\u304c\u9ad8\u3044\r\n\u3000\u203bTypescript\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u5b9a\u7fa9\u3068Spark\u5411\u3051\u306ecase class\u304c\u7279\u306b\u985e\u4f3c\u3002\r\n3) ts\u3068spark\u3068\u306e\u76f8\u4e92\u547c\u3073\u51fa\u3057\u304c\u5bb9\u6613\u3068\u306a\u308a\u3064\u3064\u3042\u308b\uff08\u300cjsii\u300d\u306e\u9b54\u6cd5\uff09\u3002\r\n \u3000\u203b\u4f8b\u3001jsii\u306b\u3088\u3063\u3066\u3001typescript\u3067\u66f8\u304b\u308c\u305fnodejs\u30a2\u30d7\u30ea\u306e\u30c6\u30b9\u30c8\u3092Scala\/Python\u3067\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u3002\r\n4) terraform\/ansible\/docker\/hashi stack\u3042\u305f\u308a\u306f\u306a\u3093\u3068\u304b\u306a\u308b\u79c1\u306e\u8ab2\u984c\u306f\u3001\u4eca\u98a8\u306e\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3002\r\n<\/code><\/pre>\n<p>\u2605 1\u7684\u4f86\u6e90\uff1aJavaScript\u4f7f\u7528\u8005\u4f7f\u7528\u7684&#8221;\u7b2c\u4e8c\u7a2e\u7a0b\u5f0f\u8a9e\u8a00&#8221;\uff0c\u7b2c\u4e00\u540d\u662fPython\u3002<\/p>\n<h1>[1] Node.js\u4e0a\u7684TypeScript\u751f\u6001\u7cfb\u7edf\u5df2\u7ecf\u6210\u719f\u3002<\/h1>\n<p>Typescript\u662f\u4e00\u79cd\u5177\u6709\u7c7b\u578b\u7684js\u517c\u5bb9\u8bed\u8a00\u3002\u76f8\u5bf9\u4e8ejs\uff0c\u5b83\u53ef\u80fd\u6709\u4e00\u4e9b\u66f4\u9ad8\u7684\u95e8\u69db\uff0c\u4f46\u5bf9\u4e8e\u4f7f\u7528\u5e26\u7c7b\u578b\u7684\u540e\u7aef\u8bed\u8a00\uff08\u5982C\uff03\/Scala\u7b49\uff09\u7f16\u5199\u7684\u5de5\u7a0b\u5e08\u6765\u8bf4\uff0cTypescript\u662f\u4e00\u4e2a\u53ef\u9760\u7684\u9009\u62e9\u3002\u5728nodejs\u4e2d\u8fd0\u884cTypescript\u5df2\u7ecf\u79ef\u7d2f\u4e86\u4e00\u4e9b\u5728web\u5f00\u53d1\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u77e5\u8bc6\u548c\u6280\u5de7\u3002<\/p>\n<p>\u6211\u5011\u5c07\u4ee5Nest.js\u6846\u67b6\u4f5c\u70ba\u4f8b\u5b50\uff0c\u9019\u662f\u8fd1\u5e74\u4f86\u5728Node.js\u4e0a\u7684\u4e00\u500b\u89e3\u6c7a\u65b9\u6848\uff08\u5118\u7ba1\u6846\u67b6\u7684\u6d41\u884c\u6703\u6709\u6240\u8b8a\u5316\uff0c\u4f46\u662fTypescript on nodejs\u5f88\u53ef\u80fd\u6703\u6301\u7e8c\u6210\u70ba\u4e00\u500b\u6a19\u6e96\u9078\u64c7\uff09\u3002\u53c3\u8003\u4e00\u4e0b\uff0cNest.js\u662f\u5f88\u68d2\u7684\u3002<\/p>\n<h1>[2] \u540e\u7aef\u548c\u524d\u7aef\u4e4b\u95f4\u7684\u533a\u57df\u3002<\/h1>\n<p>Typescript\u6a21\u578b\u5b9a\u4e49\u5177\u6709\u63a5\u53e3\u7684\uff0c\u4e0eC#\u6216Scala\u517c\u5bb9\u3002<br \/>\n\u8ba9\u6211\u4e3e\u4e00\u4e2a\u4f8b\u5b50\u3002<br \/>\n\u60a8\u5728\u4e0a\u8ff0Nest.js\u7684\u6770\u51fa\u6587\u7ae0\u4e2d\uff0c\u4f7f\u7528Nest.js\u521b\u5efa\u7528\u6237\u754c\u9762\u65f6\u521b\u5efa\u7684User\u6a21\u578b\u7684\u63a5\u53e3user.interface.ts\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">export<\/span> <span class=\"kr\">interface<\/span> <span class=\"nx\">IUser<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"nl\">id<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">name<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">kana<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">email<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">postcode<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">address<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">phone<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">password<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">admin<\/span><span class=\"p\">:<\/span> <span class=\"nx\">boolean<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">createdAt<\/span><span class=\"p\">:<\/span> <span class=\"nb\">Date<\/span><span class=\"p\">;<\/span>\r\n    <span class=\"nl\">updatedAt<\/span><span class=\"p\">:<\/span> <span class=\"nb\">Date<\/span><span class=\"p\">;<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u7136\u800c\uff0c\u9488\u5bf9Spark\u7684scala\u7c7b\u7684\u5bf9\u5e94\u53ef\u80fd\u662f\u4ee5\u4e0b\u7684\u5f62\u5f0f\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">case<\/span> <span class=\"k\">class<\/span> <span class=\"nc\">IUser<\/span> <span class=\"o\">(<\/span>\r\n    <span class=\"n\">id<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">name<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">kana<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">email<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">postcode<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">address<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">phone<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">password<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">admin<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Boolean<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">createdAt<\/span><span class=\"k\">:<\/span><span class=\"kt\">TimeStamp<\/span><span class=\"o\">,<\/span>\r\n    <span class=\"n\">updatedAt<\/span><span class=\"k\">:<\/span><span class=\"kt\">TimeStamp<\/span>\r\n<span class=\"o\">)<\/span>\r\n<\/code><\/pre>\n<p>\u53ea\u9700\u8981\u4e00\u4e2a\u9009\u9879\uff0c\u4ee5\u4e0b\u662f\u4e00\u79cd\u53ef\u80fd\u7684\u6c49\u8bed\u7ffb\u8bd1:<\/p>\n<p>\u8fd9\u4e2a\u6c34\u5e73\u53ef\u4ee5\u901a\u8fc7\u673a\u68b0\u66ff\u6362\u5b9e\u73b0\uff08\u8fd9\u91cc\u4ee5Scala\u4e3a\u4f8b\uff0c\u4f46\u7c7b\u4f3c\u4e8eTypeScript\u7684\u5e26\u6709\u7c7b\u578b\u6ce8\u91ca\u7684Python(PySpark)\u4e5f\u662f\u76f8\u540c\u9053\u7406\uff09\u3002\u5728Spark\u4e2d\uff0c\u7528\u4e8e\u6301\u4e45\u5316\u7684\u5c5e\u6027\u901a\u5e38\u53ea\u4f7f\u7528\u57fa\u672c\u7c7b\u578b\uff0c\u5982String\/Int\/Boolean\/TimeStamp\u7b49\uff0c\u8fd9\u6837\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u66f4\u52a0\u7b80\u5355\u3002\u5982\u679c\u5728\u524d\u7aef\u65b9\u9762\u4e5f\u53ef\u4ee5\u5b89\u5168\u5730\u4f7f\u7528\u76f8\u540c\u7684\u5199\u6cd5\uff0c\u90a3\u5c31\u65b9\u4fbf\u4e86\uff08\u6839\u636e\u5bf9nest.js\u7684\u6982\u89c8\u6765\u770b\uff0c\u6211\u89c9\u5f97\u5b83\u53ef\u80fd\u53ef\u4ee5\u5b89\u5168\u4e14\u6709\u6548\u5730\u7f16\u5199&#8230;\u771f\u6b63\u51b3\u5b9a\u662f\u5426\u8981\u81ea\u5df1\u52a8\u624b\u7f16\u5199\uff0c\u8fd8\u662f\u53e6\u5916\u4e00\u56de\u4e8b\uff09\u3002<br \/>\n\u5982\u679c\u80fd\u591f\u4ece\u57fa\u4e8eTypeScript\u7684node.js\u751f\u6210json\u6570\u636e\uff0c\u5e76\u5c06\u5176\u4f20\u8f93\u5230Spark\u4e2d\uff08\u53ef\u4ee5\u901a\u8fc7\u63d2\u5165Kafka\u7b49\u4e2d\u95f4\u73af\u8282\uff0c\u6216\u5c06\u5176\u4f5c\u4e3a\u51c6\u6d41\u5904\u7406\uff09\uff0c\u90a3\u4e48\u5176\u540e\u7684\u64cd\u4f5c\u5c31\u65e0\u5173\u7d27\u8981\u4e86\u3002\u5728\u540e\u7aef\uff0cSpark\u662f\u63cf\u8ff0\u6570\u636e\u5b58\u50a8\u4e4b\u95f4\u6570\u636e\u4e2d\u67a2\u7684\u4e00\u79cd\u6807\u51c6\u89e3\u51b3\u65b9\u6848\uff08\u8fde\u63a5csv\u3001cassandra\u3001hive\u3001neo4j\u3001\u673a\u5668\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u7b49\u7b49\uff09\u3002<\/p>\n<h1>\u901a\u8fc7jsii\uff0c\u53ef\u4ee5\u5728Python\/Scala\u4e0a\u8fdb\u884cNode.js\u7684Typescript\u6d4b\u8bd5\u3002<\/h1>\n<p>\u5728\u4e0b\u9762\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u4e86\u89e3\u5230\u4e86AWS\u81ea\u5bb6\u5f00\u53d1\u7684jsii\u3002<br \/>\n\u4e5f\u5c31\u662f\u4f7f\u7528TypeScript\u7f16\u5199\u7684\u7a0b\u5e8f\u53ef\u4ee5\u5728Python\u7b49\u8bed\u8a00\u4e2d\u8fd0\u884c\u7684\u795e\u5947\u7684&#8221;jsii&#8221;\u3002<\/p>\n<p>\u901a\u8fc7JSII\uff0c\u53ef\u4ee5\u76f4\u63a5\u4ecePython\/JVM\u8bed\u8a00(Scala)\/C#\u8c03\u7528TypeScript\u4ee3\u7801\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u6216Scala\u7f16\u5199TypeScript\u7684\u6d4b\u8bd5\u4ee3\u7801\u3002\u5728\u5b9e\u9645\u8fd0\u8425\u7684\u7cfb\u7edf\u4e2d\uff0c\u7531\u4e8e\u524d\u7aef\u7684\u60c5\u51b5\uff08\u4f8b\u5982\u670d\u52a1\u6269\u5c55\u7b49\uff09\uff0cTypeScript\u7684\u6a21\u578b\u4f1a\u4e0d\u65ad\u53d8\u5316\u3002\u968f\u7740\u6a21\u578b\u7684\u53d8\u5316\uff0c\u80fd\u591f\u6301\u7eed\u6d4b\u8bd5\u6570\u636e\u7684\u4f20\u8f93\u662f\u975e\u5e38\u6709\u7528\u7684\uff08\u4f8b\u5982\uff0c\u5728\u5c06\u6ca1\u6709\u7c7b\u578b\u7684\u6570\u636e\uff08\u5982CSV\uff09\u5f15\u5165Spark\u4e16\u754c\u65f6\u8fdb\u884c\u6d4b\u8bd5\u76f8\u5f53\u9ebb\u70e6\uff09\u3002<\/p>\n<h1>\u4ece\u4e0b\u6b21\u5f00\u59cb\u52a8\u624b\u3002<\/h1>\n<p>\u6700\u8fd1\uff0c\u6211\u4e2a\u4eba\u5728\u5b66\u4e60\u5982\u4f55\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u5e26\u6709\u8ffd\u6c42\u6027\u80fd\u7684Web\u524d\u7aef\u7684\u7cfb\u7edf\u7684\u5e55\u540e\u5de5\u4f5c\uff08\u6570\u636e\u57fa\u7840\u8bbe\u65bd\uff09\u3002\u867d\u7136\u5bf9\u524d\u7aef\u6280\u672f\u4e0d\u592a\u719f\u6089\uff0c\u4f46\u6211\u5df2\u7ecf\u9010\u6b65\u63a5\u89e6\u4e86Svelte\/typescript\/nodejs\/firebase\u7b49\u6280\u672f\uff0c\u5e76\u9010\u6e10\u83b7\u53d6\u4e86\u611f\u89c9\u3002\u672a\u6765\uff0c\u6211\u8fd8\u60f3\u5c1d\u8bd5\u4f7f\u7528nestjs\/SSR\/ts2elm\u7b49\u6280\u672f\u4e0e\u540e\u7aef\u7684Spark\u8fdb\u884c\u8fde\u63a5\u3002\u5e0c\u671b\u80fd\u591f\u5229\u7528nodejs\u548cDocker\u4f5c\u4e3a\u76ee\u6807\uff0c\u5728CI\/CD\u4e2d\u4f7f\u7528github action\u6765\u5e2e\u52a9\u6211\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u592a\u957f\u4e86\uff0c\u6ca1\u65f6\u95f4\u770b\u3002 \u4e3a\u4e86\u672a\u6765\u7684\u53d1\u5c55\uff0c\u6211\u51b3\u5b9a\u7cfb\u7edf\u5730\u638c\u63e1DevOps\/MLOps\u5b9e\u8df5\u7cfb\u5217\u3002\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\uff0c\u6211\u8ba4\u4e3a\u5c06\u524d [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-32275","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>\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185 - 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\/\u2460\u5f00\u59cb\u5b66\u4e60\u4e86devops\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06mlops\u5217\u5165\u4e86\u4ed6\u4eec-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185\" \/>\n<meta property=\"og:description\" content=\"\u592a\u957f\u4e86\uff0c\u6ca1\u65f6\u95f4\u770b\u3002 \u4e3a\u4e86\u672a\u6765\u7684\u53d1\u5c55\uff0c\u6211\u51b3\u5b9a\u7cfb\u7edf\u5730\u638c\u63e1DevOps\/MLOps\u5b9e\u8df5\u7cfb\u5217\u3002\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\uff0c\u6211\u8ba4\u4e3a\u5c06\u524d [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u2460\u5f00\u59cb\u5b66\u4e60\u4e86devops\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06mlops\u5217\u5165\u4e86\u4ed6\u4eec-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-22T10:03:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T18:00:47+00:00\" \/>\n<meta name=\"author\" content=\"\u79d1, \u96c5\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u79d1, \u96c5\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/\",\"name\":\"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-09-22T10:03:12+00:00\",\"dateModified\":\"2024-04-29T18:00:47+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a\",\"name\":\"\u79d1, \u96c5\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g\",\"caption\":\"\u79d1, \u96c5\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/keya\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185 - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u2460\u5f00\u59cb\u5b66\u4e60\u4e86devops\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06mlops\u5217\u5165\u4e86\u4ed6\u4eec-2\/","og_locale":"zh_CN","og_type":"article","og_title":"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185","og_description":"\u592a\u957f\u4e86\uff0c\u6ca1\u65f6\u95f4\u770b\u3002 \u4e3a\u4e86\u672a\u6765\u7684\u53d1\u5c55\uff0c\u6211\u51b3\u5b9a\u7cfb\u7edf\u5730\u638c\u63e1DevOps\/MLOps\u5b9e\u8df5\u7cfb\u5217\u3002\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\uff0c\u6211\u8ba4\u4e3a\u5c06\u524d [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u2460\u5f00\u59cb\u5b66\u4e60\u4e86devops\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06mlops\u5217\u5165\u4e86\u4ed6\u4eec-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-09-22T10:03:12+00:00","article_modified_time":"2024-04-29T18:00:47+00:00","author":"\u79d1, \u96c5","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u79d1, \u96c5","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/","name":"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-09-22T10:03:12+00:00","dateModified":"2024-04-29T18:00:47+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u2460\u5f00\u59cb\u5b66\u4e60\u4e86DevOps\uff0c\u56e0\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u5c06MLOps\u5217\u5165\u4e86\u4ed6\u4eec\u7684\u8003\u8651\u8303\u56f4\u5185"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a","name":"\u79d1, \u96c5","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g","caption":"\u79d1, \u96c5"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/keya\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e2%91%a0%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0%e4%ba%86devops%ef%bc%8c%e5%9b%a0%e4%b8%ba%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%b0%86mlops%e5%88%97%e5%85%a5%e4%ba%86%e4%bb%96%e4%bb%ac-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/32275","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=32275"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/32275\/revisions"}],"predecessor-version":[{"id":89001,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/32275\/revisions\/89001"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=32275"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=32275"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=32275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}