{"id":47324,"date":"2023-04-23T20:17:14","date_gmt":"2023-09-06T18:53:57","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%86cloud-dataflow-sdk%e8%bf%81%e7%a7%bb%e5%88%b0apache-beam-sdk%e3%80%82\/"},"modified":"2024-04-30T00:57:28","modified_gmt":"2024-04-29T16:57:28","slug":"%e5%b0%86cloud-dataflow-sdk%e8%bf%81%e7%a7%bb%e5%88%b0apache-beam-sdk%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%86cloud-dataflow-sdk%e8%bf%81%e7%a7%bb%e5%88%b0apache-beam-sdk%e3%80%82\/","title":{"rendered":"\u5c06Cloud Dataflow SDK\u8fc1\u79fb\u5230Apache Beam SDK"},"content":{"rendered":"<p>PLAID Advent Calendar 2018 \u7684\u7b2c17\u5929<br \/>\n\u4eca\u5929\u6211\u4eec\u6765\u8c08\u8c08\u5173\u4e8e\u4eceCloud Dataflow SDK\u5230Apache Beam SDK\u7684\u8f6c\u79fb\u3002<\/p>\n<p>\u5728\u7b2c13\u5929\uff0c\u4e1a\u52a1\u56e2\u961f\u901a\u8fc7KARTE Datahub\u5b66\u4e60\u4e86\u521d\u6b21\u4f7f\u7528\u7684SQL\u3002 KARTE Datahub\u7684\u540e\u7aef\u90e8\u5206\u662f\u901a\u8fc7Dataflow\u6765\u8fd0\u884c\u7684\u3002<\/p>\n<p>\u6570\u636e\u6d41\u4efb\u52a1\u7684\u5f00\u53d1\u59cb\u4e8e\u53bb\u5e74\u5e74\u5e95\uff0c\u81ea\u4eca\u5e744\u6708\u5f00\u59cb\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u3002\u672c\u6708\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u6bcf\u5929\u7684\u6279\u5904\u7406\u4f5c\u4e1a\u6267\u884c\u6b21\u6570\u8d85\u8fc7500\u6b21\u3002<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c<br \/>\n\u672c\u6b21\u6211\u4eec\u4e0d\u8ba8\u8bbaJava SDK\u3002<br \/>\n\u5bf9\u4e8e\u671f\u671b\u4e86\u89e3Python\u7684\u4eba\uff0c\u975e\u5e38\u62b1\u6b49\u3002<\/p>\n<h1>\u5173\u4e8eCloud Dataflow SDK<\/h1>\n<p>Cloud Dataflow SDK\u662f\u7531Google\u63d0\u4f9b\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u5728Cloud Dataflow\u4e0a\u6267\u884cApache Beam\u7684\u7ba1\u9053\u3002\u9664\u4e86Dataflow\u4e4b\u5916\uff0cApache Beam\u8fd8\u6709\u5176\u4ed6\u51e0\u4e2a\u53ef\u4ee5\u8fd0\u884c\u7684\u7ba1\u9053\u6267\u884c\u73af\u5883\uff0c\u4f46\u5c06\u9700\u8981\u5728Dataflow\u4e2d\u8fd0\u884c\u7684\u529f\u80fd\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u8f6f\u4ef6\u5305\uff08\u5373Apache Beam SDK\u7684\u5b50\u96c6\uff09\u3002<\/p>\n<p>\u5173\u4e8e\u7ba1\u9053\u6267\u884c\u73af\u5883\uff0c\u8bf7\u67e5\u770b\u8fd9\u91cc\u3002<\/p>\n<h1>Cloud Dataflow SDK \u7684\u652f\u6301\u7ec8\u6b62\u901a\u77e5<\/h1>\n<p>Apache Beam \u548c Cloud Dataflow \u7684\u5e2e\u52a9\u6587\u6863<\/p>\n<blockquote><p>Cloud Dataflow SDK \u7684\u652f\u6301\u5df2\u7ecf\u7ed3\u675f\u7684\u901a\u77e5\uff1aCloud Dataflow SDK 2.5.0 \u5c06\u6210\u4e3a Cloud Dataflow SDK \u7684\u6700\u540e\u4e00\u4e2a\u7248\u672c\u3002Cloud Dataflow SDK \u7684\u53d1\u5e03\u4e0e Apache Beam SDK \u7684\u53d1\u5e03\u662f\u72ec\u7acb\u7684\u3002Cloud Dataflow \u670d\u52a1\u5c06\u5b8c\u5168\u652f\u6301\u5b98\u65b9\u7684 Apache Beam SDK \u53d1\u5e03\u3002Cloud Dataflow \u670d\u52a1\u8fd8\u5c06\u652f\u6301\u7248\u672c\u53f7\u4e3a 2.0.0 \u53ca\u66f4\u9ad8\u7684 Apache Beam SDK \u53d1\u5e03\u3002<\/p><\/blockquote>\n<p>\u53e6\u5916\uff0cEclipse\u63d2\u4ef6\u7684\u8fd0\u884c\u7248\u672c\u4e5f\u9650\u5236\u57282.5.0\u53ca\u4ee5\u4e0b\u3002<br \/>\n\u4f7f\u7528Java\u548cEclipse\u8fdb\u884c\u5feb\u901f\u542f\u52a8\u3002<\/p>\n<blockquote><p>Cloud Dataflow Eclipse\u63d2\u4ef6\u53ea\u80fd\u5728Cloud Dataflow SDK 2.0.0\u81f32.5.0\u7248\u672c\u4e2d\u8fd0\u884c\u3002\u8be5\u63d2\u4ef6\u65e0\u6cd5\u5728Apache Beam SDK\u4e2d\u8fd0\u884c\u3002<\/p><\/blockquote>\n<p>\u4f7f\u7528Eclipse\u53ef\u4ee5\u8fd0\u884c\u6d41\u6c34\u7ebf\u975e\u5e38\u65b9\u4fbf\uff0c\u6240\u4ee5\u73b0\u5728\u611f\u5230\u975e\u5e38\u60b2\u4f24\u3002<\/p>\n<h1>\u8fc1\u79fb\u5230Apache Beam SDK<\/h1>\n<p>\u6211\u5728\u4e0a\u65b9\u63d0\u5230\uff0cCloud Dataflow SDK\u662fApache Beam SDK\u7684\u4e00\u4e2a\u5b50\u96c6\u3002<br \/>\n\u5982\u679c\u4f60\u8c03\u67e5\u4e00\u4e0bCloud Dataflow SDK\u6240\u5c01\u88c5\u7684\u5185\u5bb9\uff0c\u4f60\u53ef\u4ee5\u8fdb\u884c\u8fc1\u79fb\u5230Apache Beam SDK\u3002<\/p>\n<p>\u5728Maven\u4e2d\u592e\u4ed3\u5e93\u641c\u7d22\uff0c\u627e\u5230\u4e86com.google.cloud.dataflow:google-cloud-dataflow-java-sdk-all\u3002<\/p>\n<p>\u4f9d\u8d56\u5173\u7cfb\u7684\u6458\u5f55<\/p>\n<pre class=\"post-pre\"><code><span class=\"nt\">&lt;dependencies&gt;<\/span>\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-core<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-io-google-cloud-platform<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-runners-direct-java<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-runners-google-cloud-dataflow-java<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-io-kafka<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>junit<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>junit<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;scope&gt;<\/span>test<span class=\"nt\">&lt;\/scope&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n<span class=\"nt\">&lt;\/dependencies&gt;<\/span>\r\n<\/code><\/pre>\n<p>\u6211\u4f1a\u5c1d\u8bd5\u66ff\u6362\u8c37\u6b4c\u4e91\u6570\u636e\u6d41Java SDK\u7684\u6240\u6709\u90e8\u5206\u3002<\/p>\n<p>\u4ee5\u524d\u7684\u66f4\u6539<\/p>\n<pre class=\"post-pre\"><code><span class=\"nt\">&lt;dependencies&gt;<\/span>\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>com.google.cloud.dataflow<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>google-cloud-dataflow-java-sdk-all<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>2.5.0<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n<span class=\"nt\">&lt;\/dependencies&gt;<\/span>\r\n<\/code><\/pre>\n<p>\u66f4\u6539\u540e<\/p>\n<pre class=\"post-pre\"><code><span class=\"nt\">&lt;dependencies&gt;<\/span>\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-core<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>2.5.0<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-io-google-cloud-platform<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>2.5.0<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-runners-direct-java<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>2.5.0<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-runners-google-cloud-dataflow-java<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>2.5.0<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n<span class=\"nt\">&lt;\/dependencies&gt;<\/span>\r\n<\/code><\/pre>\n<p>\u6211\u4f7f\u7528Maven\u6784\u5efa\u751f\u6210\u7684jar\u6587\u4ef6\u6267\u884c\u4e86\u547d\u4ee4\uff0c\u6210\u529f\u5730\u6267\u884c\u4e86\u6d41\u6c34\u7ebf\u3002<\/p>\n<p>\u5982\u679c\u5c06\u7248\u672c\u4fdd\u5b58\u4e3a\u53d8\u91cf\uff0c\u90a3\u4e48\u5728\u66f4\u6539SDK\u7248\u672c\u65f6\u4f1a\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nt\">&lt;properties&gt;<\/span>\r\n  <span class=\"nt\">&lt;beam.version&gt;<\/span>2.8.0<span class=\"nt\">&lt;\/beam.version&gt;<\/span>\r\n<span class=\"nt\">&lt;\/properties&gt;<\/span>\r\n\r\n<span class=\"c\">&lt;!-- properties\u306b\u5b9a\u7fa9\u3059\u308b\u3068\u2193\u306e\u3088\u3046\u306b\u304b\u3051\u307e\u3059 --&gt;<\/span>\r\n<span class=\"nt\">&lt;dependencies&gt;<\/span>\r\n  <span class=\"nt\">&lt;dependency&gt;<\/span>\r\n    <span class=\"nt\">&lt;groupId&gt;<\/span>org.apache.beam<span class=\"nt\">&lt;\/groupId&gt;<\/span>\r\n    <span class=\"nt\">&lt;artifactId&gt;<\/span>beam-sdks-java-core<span class=\"nt\">&lt;\/artifactId&gt;<\/span>\r\n    <span class=\"nt\">&lt;version&gt;<\/span>${beam.version}<span class=\"nt\">&lt;\/version&gt;<\/span>\r\n  <span class=\"nt\">&lt;\/dependency&gt;<\/span>\r\n<span class=\"nt\">&lt;\/dependencies&gt;<\/span>\r\n<\/code><\/pre>\n<h1>\u53ef\u4ee5\u7ed9\u4e00\u4e2a\u989d\u5916\u7684\u9009\u9879<\/h1>\n<h2>Apache Beam SDK 2.9.0\uff1aApache Beam\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u53052.9.0\u7248\u672c\u3002<\/h2>\n<p>Apache Beam SDK 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Engine\u7684\u9650\u5236\uff0c\u5bfc\u81f4\u4f5c\u4e1a\u5931\u8d25\u3002<br \/>\n\u6211\u4eec\u8fd8\u9047\u5230\u4e86\u5176\u4ed6\u5404\u79cd\u95ee\u9898\uff0c\u4f46\u73b0\u5728\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002<br \/>\n\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u8ba9\u6211\u4eec\u83b7\u76ca\u532a\u6d45\uff0c\u867d\u7136\u56f0\u96be\uff0c\u4f46\u4e5f\u5f88\u6709\u4e50\u8da3\u3002<\/p>\n<h1>\u6700\u540e<\/h1>\n<p>\u81ea\u5f9e\u5728\u516c\u53f8\u5167\u90e8\u4f7f\u7528Datahub\u548cDataflow\u5f8c\uff0c\u5176\u4ed6\u5c08\u6848\u4e5f\u958b\u59cb\u958b\u59cb\u4f7f\u7528\uff0c\u4f7f\u5f97\u6d3b\u7528\u7684\u7bc4\u570d\u88ab\u64f4\u5927\u4e86\u3002\u96d6\u7136\u5728Datahub\u4e2d\u53ea\u57f7\u884c\u6279\u6b21\u4f5c\u696d\uff0c\u4f46\u4e5f\u6709\u4e00\u4e9b\u5730\u65b9\u6b63\u5728\u904b\u884c\u6d41\u5f0f\u4f5c\u696d\uff0c\u672a\u4f86\u53ef\u80fd\u6703\u9032\u4e00\u6b65\u64f4\u5927\u6d3b\u7528\u7684\u6a5f\u6703\u548c\u7bc4\u570d\u3002\u4eca\u5e74\u63a8\u51fa\u4e86Go SDK\u7b49\uff0c\u4f7f\u5f97Apache Beam\u793e\u7fa4\u7684\u52d5\u614b\u986f\u5f97\u6d3b\u8e8d\uff0c\u5c07\u7e7c\u7e8c\u95dc\u6ce8\u5176\u52d5\u5411\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>PLAID Advent Calendar 2018 \u7684\u7b2c17\u5929 \u4eca\u5929\u6211\u4eec\u6765\u8c08\u8c08\u5173\u4e8e\u4eceCloud Datafl [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-47324","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>\u5c06Cloud Dataflow SDK\u8fc1\u79fb\u5230Apache Beam SDK - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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