{"id":68695,"date":"2023-01-23T10:45:25","date_gmt":"2023-01-23T10:45:25","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=68695"},"modified":"2024-09-20T17:45:54","modified_gmt":"2024-09-20T16:45:54","slug":"all-you-need-to-know-to-get-started-with-vertex-ai-pipelines","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/all-you-need-to-know-to-get-started-with-vertex-ai-pipelines\/","title":{"rendered":"\u5f00\u59cb\u4f7f\u7528 Vertex AI \u7ba1\u7ebf\u6240\u9700\u7684\u5168\u90e8\u77e5\u8bc6"},"content":{"rendered":"

\u4f5c\u8005<\/h2><\/div>\"Image\"

\n
\u4e9a\u53e4-\u6069\u591a\u8036-\u8482\u4e9a\u59c6<\/div>\n<\/div><\/h3><\/div>

Artefact \u6821\u53cb\uff08\u6cd5\u56fd Artefact \u516c\u53f8\u524d\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff09<\/p>\n<\/div><\/div><\/div><\/div><\/div>

<\/span><\/a><\/span>

\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/u><\/p>\n<\/div>

<\/span><\/div>

.<\/p>\n<\/div><\/div><\/div><\/div><\/div>

\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u4e2a\u5de5\u5177\uff0c\u5b9e\u9645\u6f14\u793a\u6211\u4eec\u5728\u751f\u4ea7\u9879\u76ee\u4e2d\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u7ba1\u9053\u7684\u7ecf\u9a8c\u3002.
\n\u5982\u679c\u60a8\u5bf9\u5982\u4f55\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u611f\u5230\u56f0\u60d1\uff0c\u60a8\u5c06\u80fd\u591f\u627e\u5230\u65b9\u5411\uff0c\u56e0\u4e3a\u672c\u6559\u7a0b\u4e2d\u7684\u6240\u6709\u5185\u5bb9\u90fd\u662f\u57fa\u4e8e\u5b9e\u9645\u7ecf\u9a8c\u7684\u3002\u5176\u4e2d\u6709\u8bb8\u591a\u7ba1\u9053\u793a\u4f8b\uff0c\u8bf4\u660e\u4e86\u5982\u4f55\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u548c Kubeflow \u7684\u67d0\u4e9b\u5f88\u9177\u7684\u529f\u80fd\u3002\u60a8\u8fd8\u5c06\u627e\u5230\u4e00\u4e2a makefile \u6587\u4ef6\uff0c\u5e2e\u52a9\u60a8\u8fd0\u884c\u91cd\u8981\u7684\u914d\u65b9\uff0c\u8282\u7701\u5927\u91cf\u65f6\u95f4\u6765\u6784\u5efa\u6a21\u578b\u5e76\u5728\u751f\u4ea7\u4e2d\u8fd0\u884c\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/div>

\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u7ba1\u9053\u53ef\u5b9a\u4e49\u4e3a\u6267\u884c\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u6d41\u7684\u5b8c\u6574\u6216\u7279\u5b9a\u90e8\u5206\uff08\u4f8b\u5982\uff1a\u8bad\u7ec3\u7ba1\u9053\uff09\u7684\u8fde\u63a5\u4f5c\u4e1a\u96c6\u3002.<\/p>\n<\/div>

\"example<\/span><\/div>

\u7b80\u5355\u57f9\u8bad\u7ba1\u9053\u793a\u4f8b<\/em><\/p>\n<\/div>

\"example<\/span><\/div>

\u4f7f\u7528 Kubeflow \u5728 Vertex AI \u7ba1\u9053\u4e0a\u8fdb\u884c\u57f9\u8bad\u7684\u793a\u4f8b<\/em><\/p>\n<\/div>

\u5982\u679c\u8bbe\u8ba1\u5f97\u5f53\uff0c\u7ba1\u9053\u5177\u6709\u53ef\u91cd\u73b0\u6027\u548c\u9ad8\u5ea6\u53ef\u5b9a\u5236\u6027\u7684\u4f18\u70b9\u3002\u8fd9\u4e24\u4e2a\u7279\u6027\u4f7f\u5b9e\u9a8c\u548c\u5728\u751f\u4ea7\u4e2d\u90e8\u7f72\u7ba1\u9053\u53d8\u5f97\u76f8\u5bf9\u5bb9\u6613\u3002\u5c06 Vertex AI \u7ba1\u9053\u4e0e Kubeflow \u7ed3\u5408\u4f7f\u7528\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u5feb\u901f\u8bbe\u8ba1\u548c\u8fd0\u884c\u5177\u6709\u4e0a\u8ff0\u7279\u6027\u7684\u81ea\u5b9a\u4e49\u7ba1\u9053\u3002\u6211\u4eec\u5728\u5165\u95e8\u5957\u4ef6\u4e2d\u4e3e\u4f8b\u8bf4\u660e\u7684\u7ba1\u9053\u975e\u5e38\u5177\u6709\u4ee3\u8868\u6027\uff0c\u5b83\u4eec\u662f\u5728\u5f00\u53d1\u9700\u8981\u90e8\u7f72\u5230\u751f\u4ea7\u4e2d\u7684 ML \u9879\u76ee\u65f6\u53ef\u80fd\u9047\u5230\u7684\u60c5\u51b5\u3002\u6211\u4eec\u8fd8\u5206\u4eab\u4e86\u4e00\u4e9b\u6280\u5de7\u548c\u81ea\u52a8\u811a\u672c\uff0c\u4ee5\u4fbf\u60a8\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u719f\u6089 Vertex AI\u3002.<\/p>\n

\u6211\u521a\u5f00\u59cb\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u6d41\u6c34\u7ebf\u65f6\uff0c\u5bf9\u5b8c\u6210\u76f8\u540c\u4efb\u52a1\u7684\u6240\u6709\u53ef\u80fd\u6027\u611f\u5230\u4e0d\u77e5\u6240\u63aa\u3002\u6211\u4e0d\u592a\u786e\u5b9a\u5982\u4f55\u6784\u5efa\u7ba1\u9053\u7684\u6700\u4f73\u9009\u62e9\u3002\u51e0\u4e2a\u6708\u540e\uff0c\u6211\u4eec\u627e\u5230\u4e86\u81ea\u5df1\u7684\u65b9\u5411\uff0c\u5e76\u5efa\u7acb\u4e86\u4e00\u4e9b\u4fe1\u5ff5\uff0c\u81f3\u5c11\u5728\u4f7f\u7528\u8fd9\u9879\u6280\u672f\u7ba1\u7406\u751f\u4ea7\u4e2d\u7684\u9879\u76ee\u751f\u547d\u5468\u671f\u7684\u6700\u91cd\u8981\u65b9\u9762\u3002.<\/p>\n

\u5982\u524d\u6240\u8ff0\uff0c\u672c\u6587\u65e8\u5728\u4ecb\u7ecd\u4e00\u4e2a\u5165\u95e8\u5de5\u5177\u5305\uff0c\u4ee5\u5b9e\u9645\u65b9\u6cd5\u5c55\u793a\u6211\u4eec\u5728\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u6d41\u6c34\u7ebf\u65f6\u7684\u7ecf\u9a8c\u548c\u5fc3\u5f97\u3002\u6211\u4eec\u5e0c\u671b\u8fd9\u80fd\u5e2e\u52a9\u65b0\u624b\u5feb\u901f\u638c\u63e1\u8fd9\u4e00\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u800c\u65e0\u9700\u652f\u4ed8\u9ad8\u6602\u7684\u5165\u95e8\u8d39\u7528\u3002.<\/p>\n

\u5728\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4f7f\u7528\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u7ba1\u9053\u53d1\u73b0\u7684\u6700\u6709\u8da3\u7684\u6982\u5ff5\/\u529f\u80fd\u3002\u6211\u4eec\u8fd8\u5c06\u4f7f\u7528\u4e00\u4e2a\u73a9\u5177\u9884\u6d4b\u9879\u76ee\uff08M5 \u7ade\u8d5b\uff09\u6765\u8bf4\u660e\u4e00\u5207\u3002\u6211\u4eec\u5c06\u6709\u610f\u4e0d\u628a\u91cd\u70b9\u653e\u5728\u5efa\u6a21\u90e8\u5206\uff0c\u800c\u662f\u5f3a\u8c03\u5728\u751f\u4ea7\u4e2d\u64cd\u4f5c\u6a21\u578b\u6240\u9700\u7684\u4e0d\u540c\u6b65\u9aa4\u3002.<\/p>\n<\/div>

\u521b\u5efa\u81ea\u5b9a\u4e49\u57fa\u7840\u56fe\u50cf\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u7ec4\u4ef6\u7684\u57fa\u7840<\/h2><\/div>

\u5982\u679c\u4f60\u66fe\u7ecf\u4f7f\u7528\u8fc7 Kubeflow \u7ba1\u9053\uff0c\u4f60\u53ef\u80fd\u4f1a\u6709\u4e00\u4e2a\u95ee\u9898\uff1a\u4f55\u65f6\u4f7f\u7528\u57fa\u4e8e\u5bb9\u5668\u7684\u7ec4\u4ef6\uff0c\u4f55\u65f6\u4f7f\u7528\u57fa\u4e8e\u51fd\u6570\u7684\u7ec4\u4ef6\u3002\u8fd9\u4e24\u79cd\u9009\u62e9\u5404\u6709\u5229\u5f0a\uff0c\u4f46\u4e5f\u53ef\u4ee5\u627e\u5230\u4e00\u4e2a\u4e2d\u95f4\u70b9\u3002\u4e0e\u57fa\u4e8e\u51fd\u6570\u7684\u7ec4\u4ef6\u76f8\u6bd4\uff0c\u57fa\u4e8e\u5bb9\u5668\u7684\u7ec4\u4ef6\u66f4\u9002\u5408\u4ee3\u7801\u4f9d\u8d56\u6027\u8f83\u591a\u7684\u590d\u6742\u4efb\u52a1\uff0c\u800c\u57fa\u4e8e\u51fd\u6570\u7684\u7ec4\u4ef6\u5c06\u6240\u6709\u4ee3\u7801\u4f9d\u8d56\u6027\u90fd\u5305\u542b\u5728\u4e00\u4e2a\u51fd\u6570\u4e2d\uff0c\u901a\u5e38\u66f4\u7b80\u5355\u3002\u540e\u8005\u8fd0\u884c\u901f\u5ea6\u66f4\u5feb\uff0c\u56e0\u4e3a\u6211\u4eec\u4e0d\u9700\u8981\u6bcf\u6b21\u7f16\u8f91\u4ee3\u7801\u65f6\u90fd\u6784\u5efa\u548c\u90e8\u7f72\u6620\u50cf\u3002\u5728\u57fa\u4e8e\u51fd\u6570\u7684\u7ec4\u4ef6\u4e2d\uff0c\u8fd0\u884c\u51fd\u6570\u65f6\u4f1a\u4f7f\u7528\u9ed8\u8ba4\u7684 python 3.7 \u6620\u50cf\u3002.<\/p>\n

\u4e3a\u4e86\u4ee5\u540c\u6837\u7684\u65b9\u5f0f\u8fd0\u884c\u590d\u6742\u548c\u7b80\u5355\u7684\u7ec4\u4ef6\uff0c\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4f7f\u7528\u9ed8\u8ba4\u57fa\u7840\u955c\u50cf\u7684\u6539\u5199\u7248\u672c\u3002\u5728\u8fd9\u4e2a\u7ecf\u8fc7\u4fee\u6539\u7684\u57fa\u7840\u955c\u50cf\u4e2d\uff0c\u6211\u4eec\u5c06\u6240\u6709\u4ee3\u7801\u4f5c\u4e3a\u4e00\u4e2a\u8f6f\u4ef6\u5305\u5b89\u88c5\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u57fa\u4e8e\u51fd\u6570\u7684\u7ec4\u4ef6\u4e2d\u5bfc\u5165\u8fd9\u4e9b\u51fd\u6570\uff0c\u5c31\u50cf\u5bfc\u5165 pandas \u4e00\u6837\u3002\u8fd9\u6837\uff0c\u6211\u4eec\u5c31\u80fd\u4ee5\u540c\u6837\u7684\u65b9\u5f0f\u8fd0\u884c\u590d\u6742\u548c\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u5e76\u5c06\u56fe\u50cf\u6784\u5efa\u65f6\u95f4\u7f29\u77ed\u4e3a 1\uff08\u57fa\u7840\u56fe\u50cf\uff09\u3002.<\/p>\n

\u6211\u4eec\u8fd8\u7ec4\u7ec7\u6211\u4eec\u7684\u00a0\u914d\u7f6e\u6587\u4ef6<\/strong>\u00a0\u7684\u65b9\u5f0f\uff0c\u8f7b\u677e\u8c03\u6574\u7ec4\u4ef6\u548c\u7ba1\u9053\u7684\u8f93\u5165\u3002.<\/p>\n<\/div>

\"Using<\/span><\/div>

\u5c06\u8986\u76d6\u7684\u57fa\u7840\u56fe\u50cf\u4f5c\u4e3a\u6240\u6709\u7ec4\u4ef6\u7684\u552f\u4e00\u57fa\u7840<\/em><\/p>\n<\/div>

\u5e76\u884c\u5316\u90e8\u5206\u6d41\u6c34\u7ebf\u5c31\u50cf\u7f16\u5199 for \u5faa\u73af\u4e00\u6837\u7b80\u5355<\/h2><\/div>

\u5728\u5c1d\u8bd5\u4f7f\u7528 ML \u65f6\uff0c\u6211\u4eec\u901a\u5e38\u9700\u8981\u5bf9\u4e00\u4e2a\u7b80\u5355\u7684\u8bad\u7ec3\u5de5\u4f5c\u6d41\u7a0b\u8fdb\u884c\u591a\u6b21\u8fed\u4ee3\uff0c\u4ee5\u8c03\u6574\u8d85\u53c2\u6570\u6216\u5efa\u7acb\u591a\u4e2a\u6a21\u578b\uff08\u4f8b\u5982\u6309\u4ea7\u54c1\u7c7b\u522b\u5efa\u7acb\u6a21\u578b\uff09\u3002.<\/p>\n

\u8981\u4ee5\u6700\u4f73\u65b9\u5f0f\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u5c31\u5fc5\u987b\u5bf9\u4e0d\u540c\u7684\u8bad\u7ec3\u5de5\u4f5c\u6d41\u7a0b\u8fdb\u884c\u5e76\u884c\u5316\u5904\u7406\uff0c\u4ee5\u8282\u7701\u65f6\u95f4\u548c\u4f18\u5316\u8d44\u6e90\u3002\u6709\u4e86\u9876\u70b9\u7ba1\u9053\u548c Kubefkow\uff0c\u60a8\u53ea\u9700\u82b1\u6700\u5c11\u7684\u7cbe\u529b\u7f16\u5199\u4e00\u4e2a for \u5faa\u73af\u3002\u5728\u7f16\u8bd1\u7ba1\u9053\u65f6\uff0cKubeflow \u4f1a\u8ba1\u7b97\u51fa\u54ea\u4e9b\u6b65\u9aa4\u548c\/\u6216\u6b65\u9aa4\u7ec4\u53ef\u4ee5\u5e76\u884c\u8fd0\u884c\uff0c\u54ea\u4e9b\u9700\u8981\u8fde\u7eed\u8fd0\u884c\u3002.<\/p>\n<\/div>

<\/span><\/div>

\u5305\u542b\u5e76\u884c\u8fd0\u884c\u90e8\u4ef6\u7684\u6d41\u6c34\u7ebf\u793a\u4f8b<\/em><\/p>\n<\/div>

\u65e0\u7f1d\u8fd0\u884c ML \u6a21\u578b\u7684\u6761\u4ef6\u90e8\u7f72<\/h2><\/div>

\u6709\u4e86 kfp.dsl.condition\uff0c\u60a8\u5c31\u53ef\u4ee5\u8f7b\u677e\u90e8\u7f72\u8bad\u7ec3\u6709\u7d20\u7684\u6a21\u578b\uff0c\u5e76\u51c6\u5907\u5728\u4ee5\u540e\u901a\u8fc7\u4e00\u4e9b\u4ee3\u7801\u903b\u8f91\u91cd\u590d\u4f7f\u7528\u5b83\u3002\u5982\u679c\u60a8\u6b63\u5728\u5c1d\u8bd5\u591a\u79cd\u8bbe\u7f6e\uff0c\u5e76\u5e0c\u671b\u5728\u751f\u4ea7\u4e2d\u65e0\u7f1d\u79fb\u52a8\u7ed9\u5b9a\u6761\u4ef6\u96c6\uff0c\u90a3\u4e48 Kubeflow \u7684\u8fd9\u4e00\u529f\u80fd\u5c06\u975e\u5e38\u65b9\u4fbf\u3002\u5c06\u5176\u4e0e\u51fa\u8272\u7684 CICD \u76f8\u7ed3\u5408\uff0c\u60a8\u5c31\u80fd\u987a\u5229\u5730\u8fd0\u884c ML \u6a21\u578b\u751f\u547d\u5468\u671f\u3002.<\/p>\n<\/div>

<\/span><\/div>

\u6709\u6761\u4ef6\u90e8\u7f72\u793a\u4f8b<\/em><\/p>\n<\/div>

\u9664\u4e86\u8fd9\u4e9b\u529f\u80fd\uff08\u5e76\u975e\u5168\u90e8\uff09\uff0c\u60a8\u8fd8\u5c06\u62e5\u6709\u00a0\u518d\u73b0\u6027<\/strong> , \u6eaf\u6e90\u6027<\/strong>, \u53ef\u7ba1\u7406\u6027<\/strong>\u00a0\u6700\u540e\u4f46\u5e76\u975e\u6700\u4e0d\u91cd\u8981\u7684\u662f\uff0c\u5728 GCP \u4e0a\u7684\u9876\u70b9\u4eba\u5de5\u667a\u80fd\u754c\u9762\u4e0a\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u7528\u6237\u754c\u9762\u6765\u76d1\u63a7\u4e00\u5207\u3002.<\/p>\n<\/div>

\u7ed3\u8bba<\/h2><\/div>

\u5982\u4eca\uff0c\u8bb8\u591a ML \u6a21\u578b\u6709\u671b\u5728\u751f\u4ea7\u4e2d\u8fd0\u884c\u3002\u56e0\u6b64\uff0c\u5982\u679c\u60a8\u6b63\u5728 GCP \u4e0a\u5de5\u4f5c\u5e76\u8ba1\u5212\u4f7f\u7528 Vertex AI\uff0c\u6211\u4eec\u5e0c\u671b\u8fd9\u4e2a\u5165\u95e8\u5957\u4ef6\u80fd\u5e2e\u52a9\u60a8\u5728\u4f7f\u7528\u8be5\u5de5\u5177\u7684\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u6109\u5feb\u7684\u4f53\u9a8c\u3002\u5982\u679c\u60a8\u6b63\u5728\u542f\u52a8\u81ea\u5df1\u7684\u9879\u76ee\uff0c\u5e76\u5e0c\u671b\u5c3d\u5feb\u8ba9\u5b83\u4eec\u53d1\u6325\u4f5c\u7528\uff0c\u4e5f\u5c31\u662f\u5c06\u5b83\u4eec\u90e8\u7f72\u5230\u751f\u4ea7\u4e2d\uff0c\u90a3\u4e48\u60a8\u4e5f\u5e94\u8be5\u770b\u770b\u5b83\u3002.<\/p>\n

\u975e\u5e38\u611f\u8c22 Luca Serra\u3001Jeffrey Kayne \u548c Robin Doumerc (Artefact<\/a>) \u5e2e\u52a9\u5236\u4f5c\u4e86\u8fd9\u4e2a\u5165\u95e8\u5957\u4ef6\uff0c\u8fd8\u6709 Maxime Lutel \u4e3a\u6211\u4eec\u4f7f\u7528\u7684\u73a9\u5177\u9879\u76ee\u5b9e\u9645\u5236\u4f5c\u4e86\u6a21\u578b\u3002.<\/p>\n

\u5982\u679c\u60a8\u60f3\u66f4\u4e0a\u4e00\u5c42\u697c\uff0c\u60a8\u53ef\u4ee5\u5728 GCP \u6587\u6863\u4e2d\u627e\u5230\u5982\u4f55\u64cd\u4f5c\uff1a<\/p>\n<\/div>