{"id":36495,"date":"2023-02-03T10:15:39","date_gmt":"2023-05-16T07:38:06","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bb%80%e4%b9%88%e6%98%afapache-apex%ef%bc%9f\/"},"modified":"2024-04-29T12:53:53","modified_gmt":"2024-04-29T04:53:53","slug":"%e4%bb%80%e4%b9%88%e6%98%afapache-apex%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bb%80%e4%b9%88%e6%98%afapache-apex%ef%bc%9f\/","title":{"rendered":"\u4ec0\u4e48\u662fApache Apex\uff1f"},"content":{"rendered":"<p>\u4f60\u597d\u3002<\/p>\n<p>\u6700\u8fd1\u6d41\u884c\u7684\u6d41\u5904\u7406\u4ea7\u54c1\u4e4b\u4e00\u662fApache Apex\uff0c\u6211\u4ece\u6f14\u793a\u6587\u7a3f\u4e2d\u6458\u5f55\u4e86\u4e00\u4e9b\u8981\u70b9\uff0c\u73b0\u5728\u6574\u7406\u5982\u4e0b\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5728\u6b64\u4e4b\u524d\uff0c\u4e3a\u4ec0\u4e48\u6211\u4f1a\u5c1d\u8bd5\u505a\u8fd9\u6837\u7684\u4e8b\u60c5\u5462\uff0c\u8fd9\u4e2a\u7ecf\u8fc7\u2026\u2026<\/p>\n<h1>\u6700\u65b0\u7684\u6d41\u5904\u7406\u4ea7\u54c1\u6982\u51b5<\/h1>\n<p>\u56e0\u4e3a\u6211\u4ece\u5f88\u65e9\u4ee5\u524d\u5c31\u559c\u6b22\u6d41\u5904\u7406\u4ea7\u54c1\u5e76\u4e00\u76f4\u5173\u6ce8\u7740\uff0c\u6240\u4ee5\u6211\u65f6\u523b\u4fdd\u6301\u7740\u5bf9\u677e\u6563\u7684\u4fe1\u606f\u7684\u8ffd\u8e2a\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u7528\u4e00\u53e5\u8bdd\u6765\u6982\u62ec\u6700\u8fd1\u7684\u72b6\u51b5\uff0c\u8bf4\u5b9e\u8bdd\uff0c\u592a\u591a\u4e8b\u60c5\u53d1\u751f\u4e86\uff0c\u8ba9\u4eba\u6709\u70b9\u6478\u4e0d\u7740\u5934\u8111\u3002<\/p>\n<p>\u6682\u65f6\u6765\u770b\uff0c\u5728\u6211\uff08\u6709\u9650\u7684\uff09\u89c2\u5bdf\u8303\u56f4\u5185\uff0c\u5df2\u7ecf\u51fa\u73b0\u4e86\u8fd9\u4e48\u591a\u7684\u4ea7\u54c1\u3002<br \/>\n\u7531\u4e8e\u53d1\u5e03\u65f6\u95f4\u662f\u5927\u81f4\u7684\uff0c\u6240\u4ee5\u53ea\u9700\u8981\u60a8\u5bf9\u6709\u5f88\u591a\u4ea7\u54c1\u7684\u60c5\u51b5\u6709\u8fd9\u6837\u7684\u4e00\u4e2a\u5370\u8c61\u5373\u53ef\u3002<br \/>\n\u53e6\u5916\uff0cKafka Streams\u6ca1\u6709\u56fe\u6807\uff0c\u53ef\u4ee5\u4f7f\u7528confluent\u7684\u56fe\u6807\u3002\u5982\u679c\u6709\u4eba\u77e5\u9053\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d29c237434c4406c45265\/7-0.png\" alt=\"Stream.png\" \/><\/div>\n<p>\u6240\u4ee5\uff0c\u5728\u4e0a\u8ff0\u7684\u9009\u9879\u4e2d\uff0c\u6211\u4e2a\u4eba\u6700\u611f\u5174\u8da3\u7684\u662f\u5728\u5206\u5e03\u5f0f\u96c6\u7fa4\u4e0a\u4ee5\u5206\u5e03\u5f0fJVM\u8fd0\u884c\u7684\u4ee5\u4e0b\u4ea7\u54c1\uff1a<br \/>\n&#8211; Apache Flink\uff08data Artisans\uff09<br \/>\n&#8211; Apache Apex\uff08DataTorrent\uff09<br \/>\n&#8211; Apache Gearpump\uff08Intel\/Lightbend\uff09<br \/>\n&#8211; Heron\uff08Twitter\uff09<\/p>\n<p>\u6700\u8fd1\u6211\u4e5f\u5728\u60f3\uff0c\u867d\u7136Apache\u7684\u4ea7\u54c1\u5f88\u591a\uff0c\u4f46\u662f\u628a\u4e00\u5207\u90fd\u53d8\u6210Apache\u7684\u4ea7\u54c1\u771f\u7684\u597d\u5417\uff1f\u5b9e\u9645\u4e0a\u4f1a\u600e\u6837\u5462\uff1f<br \/>\n\u4e0d\u8fc7\uff0c\u65e0\u8bba\u5982\u4f55\uff0c\u81f3\u4e8e\u4e0a\u9762\u63d0\u5230\u7684Flink\uff0c\u5df2\u7ecf\u6709\u4eba\u4f7f\u7528\u8fc7\u6216\u8005\u6253\u7b97\u4f7f\u7528\u5b83\uff0c\u5e76\u4e14\u6709\u76f8\u5e94\u7684\u4fe1\u606f\u3002<br \/>\n\u81f3\u4e8eGearpump\u548cHeron\uff0c\u6211\u81ea\u5df1\u4e5f\u7a0d\u5fae\u8c03\u67e5\u4e86\u4e00\u4e0b\uff0c\u5e76\u4e14\u5927\u81f4\u4e86\u89e3\u5b83\u4eec\u7684\u6982\u8981\u3002<br \/>\n\u603b\u4e4b\uff0c\u53c2\u8003\u8d44\u6599\u5148\u653e\u5728\u4e0b\u9762\u3002<\/p>\n<h5>\u963f\u5e15\u5947\u00b7\u5f17\u6797\u514b<\/h5>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Apache Flink\u3092\u8a66\u3057\u3066\u3044\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>http:\/\/ogibayashi.github.io\/blog\/2016\/02\/26\/trying-apache-flink\/<\/p>\n<p>Apache Flink\u3092\u8a66\u3057\u3066\u307f\u3066\u306e\u611f\u60f3<\/p>\n<p>http:\/\/ogibayashi.github.io\/blog\/2016\/05\/13\/thoughts-on-apache-flink\/<\/p>\n<p>Apache Flink \u3068\u306f<\/p>\n<p>http:\/\/x1.inkenkun.com\/archives\/5406<\/p>\n<p>Apache Flink\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n<p>http:\/\/x1.inkenkun.com\/archives\/5415<\/p>\n<h5>Apache Gearpump \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5b9e\u65f6\u5927\u6570\u636e\u6d41\u5904\u7406\u6846\u67b6\u3002<\/h5>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u30a8\u30f3\u30b8\u30f3Gearpump\u3063\u3066\uff1f<\/ul>\n<\/li>\n<\/ul>\n<p>http:\/\/qiita.com\/kimutansk\/items\/bd4d3a3b5556a4d4b107<\/p>\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u57fa\u76e4Gearpump\u306e\u6982\u8981\u69cb\u6210\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u306e\uff1f<\/p>\n<p>http:\/\/qiita.com\/kimutansk\/items\/4b99fb2fc1e63e366066<\/p>\n<p>Gearpump\u306e\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306e\u8d77\u52d5\u65b9\u6cd5\uff06\u30c7\u30d7\u30ed\u30a4\u65b9\u6cd5<\/p>\n<p>http:\/\/qiita.com\/kimutansk\/items\/dd27fd0329174a9a1b09<\/p>\n<h5>\u9e1f\u79cd<\/h5>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Twitter Heron\u306fStorm\u306b\u6bd4\u3079\u3066\u3069\u3046\u9032\u5316\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/ul>\n<\/li>\n<\/ul>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Twitter Heron\u306fStorm\u306b\u6bd4\u3079\u3066\u3069\u3046\u9032\u5316\u3057\u3066\u3044\u308b\u306e\u304b\uff1f - \u5922\u3068\u30ac\u30e9\u30af\u30bf\u306e\u96c6\u7a4d\u5834\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fkimutansk.hatenablog.com%2Fentry%2F2015%2F06%2F28%2F170035#?secret=C5IEUGSwH3\" data-secret=\"C5IEUGSwH3\" scrolling=\"no\" frameborder=\"0\"><\/iframe><\/p>\n<p>Twitter Heron\u306e\u8ad6\u6587\u3067\u306eStorm\u306e\u554f\u984c\u3068Heron\u306e\u5229\u70b9\u306f\uff1f\uff08\u30b5\u30de\u30ea<\/p>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Twitter Heron\u306e\u8ad6\u6587\u3067\u306eStorm\u306e\u554f\u984c\u3068Heron\u306e\u5229\u70b9\u306f\uff1f\uff08\u30b5\u30de\u30ea - \u5922\u3068\u30ac\u30e9\u30af\u30bf\u306e\u96c6\u7a4d\u5834\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fkimutansk.hatenablog.com%2Fentry%2F2015%2F07%2F05%2F230301#?secret=PdHC11YgMk\" data-secret=\"PdHC11YgMk\" scrolling=\"no\" frameborder=\"0\"><\/iframe><\/p>\n<p>Twitter Heron\u306e\u8ad6\u6587\u3067\u306eStorm\u306e\u554f\u984c\u70b9\u306f\uff1f\uff08\u8a73\u7d30<\/p>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Twitter Heron\u306e\u8ad6\u6587\u3067\u306eStorm\u306e\u554f\u984c\u70b9\u306f\uff1f\uff08\u8a73\u7d30 - \u5922\u3068\u30ac\u30e9\u30af\u30bf\u306e\u96c6\u7a4d\u5834\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fkimutansk.hatenablog.com%2Fentry%2F2015%2F07%2F12%2F150653#?secret=v0y1J24QUM\" data-secret=\"v0y1J24QUM\" scrolling=\"no\" frameborder=\"0\"><\/iframe><\/p>\n<p>Twitter\u306e\u65b0\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u57fa\u76e4\u3001Heron\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\uff1f\uff08\u8a73\u7d30<\/p>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Twitter\u306e\u65b0\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u57fa\u76e4\u3001Heron\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\uff1f\uff08\u8a73\u7d30 - \u5922\u3068\u30ac\u30e9\u30af\u30bf\u306e\u96c6\u7a4d\u5834\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fkimutansk.hatenablog.com%2Fentry%2F2015%2F07%2F17%2F064636#?secret=GG90wVTNL5\" data-secret=\"GG90wVTNL5\" scrolling=\"no\" frameborder=\"0\"><\/iframe><\/p>\n<p>\u7136\u800c\uff0c\u5173\u4e8eApex\u7684\u5b9e\u9645\u60c5\u51b5\u548c\u6982\u8ff0\u6211\u51e0\u4e4e\u4e00\u65e0\u6240\u77e5\u3002\u56e0\u6b64\uff0c\u9996\u5148\u6211\u9700\u8981\u67e5\u770b\u4e00\u4e9b\u8d44\u6599\u6765\u4e86\u89e3\u5176\u6982\u8981\uff0c\u8fd9\u5c31\u662f\u80cc\u666f\u7684\u7531\u6765\u3002<\/p>\n<h3>Apache Apex\u7684\u6587\u6863\u5728\u54ea\u91cc\uff1f<\/h3>\n<p>\u7a0d\u5fae\u67e5\u8be2\u4e00\u4e0b\uff0c\u53d1\u73b0\u4e86\u5f88\u591a\u8d44\u6599\uff08\u6c57<br \/>\n\u4e0d\u8fc7\u56e0\u4e3a\u6709\u5f88\u591a\u91cd\u53e0\u5185\u5bb9\uff0c\u6240\u4ee5\u6311\u9009\u4e86\u4e00\u4e9b\u80fd\u76f8\u5bf9\u5168\u9762\u5730\u6db5\u76d6\u7684\u8d44\u6599<br \/>\n\u7ed3\u679c\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Apache Apex Fault Tolerance and Processing Semantics<\/ul>\n<\/li>\n<\/ul>\n<p><iframe loading=\"lazy\" title=\"Apache Apex Fault Tolerance and Processing Semantics\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/66Ih47XlSVNtRu\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/ApacheApex\/apache-apex-fault-tolerance-and-processing-semantics\" title=\"Apache Apex Fault Tolerance and Processing Semantics\" target=\"_blank\">Apache Apex Fault Tolerance and Processing Semantics<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/ApacheApex\" target=\"_blank\">Apache Apex<\/a><\/strong> <\/div>\n<p>Apache Apex as a YARN Apllication<\/p>\n<p><iframe loading=\"lazy\" title=\"Apache Apex as a YARN Apllication\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/JkqnlUNuIzZW9d\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/ApacheApex\/apache-apex-as-a-yarn-apllication\" title=\"Apache Apex as a YARN Apllication\" target=\"_blank\">Apache Apex as a YARN Apllication<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/ApacheApex\" target=\"_blank\">Apache Apex<\/a><\/strong> <\/div>\n<p>Apache Apex Introduction with PubMatic<\/p>\n<p><iframe loading=\"lazy\" title=\"Apache Apex Introduction with PubMatic\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/fviywFm2iwkhYA\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/ApacheApex\/apache-apex-introduction-with-pubmatic\" title=\"Apache Apex Introduction with PubMatic\" target=\"_blank\">Apache Apex Introduction with PubMatic<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/ApacheApex\" target=\"_blank\">Apache Apex<\/a><\/strong> <\/div>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u7531\u4e8e\u63a5\u4e0b\u6765\u7684\u8d44\u6599\u4e5f\u5b58\u5728\u76f8\u5e94\u7684\u91cd\u590d\uff0c\u6211\u4eec\u5c06\u5c1d\u8bd5\u63d0\u53d6\u7279\u5f81\u3002<\/p>\n<h3>\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\u7684\u7ed3\u679c<\/h3>\n<p>\u5728\u8fdb\u884c\u62bd\u6837\u540e\uff0c\u6211\u4eec\u53d1\u73b0\u6709\u4ee5\u4e0b\u7ec4\u6210\u548c\u7279\u70b9&#8230;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Operator\u3067DAG\u3092\u7d44\u3093\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9<\/ul>\n<\/li>\n<\/ul>\n<p>Operator\u306f\u57fa\u672c\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u5e38\u6642\u7ba1\u7406\u3057\u3066\u51e6\u7406\u3092\u884c\u3046\u3002<br 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\/>\n\u624b\u6cd5\u3068\u3057\u3066\u306f\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3057\u305fOperator\u3092\u4fdd\u5b58\u3059\u308b\u3082\u306e\u3002<\/p>\n<p>\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u51e6\u7406\u7d50\u679c\u3092\u30d0\u30c3\u30d5\u30a1\u30ea\u30f3\u30b0\u3057\u3001\u4e0b\u6d41\u5074\u304c\u53d6\u5f97\u3057\u306b\u6765\u308b\u30e2\u30c7\u30eb<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001BackPressure\u306e\u6a5f\u69cb\u3092\u660e\u793a\u7684\u306b\u76db\u308a\u8fbc\u3080\u5fc5\u8981\u306f\u306a\u3044\u3002<br \/>\n\u305f\u3060\u3001\u3064\u307e\u308a\u306fPull\u30e2\u30c7\u30eb\u306b\u306a\u308b\u305f\u3081\u3001\u901f\u5ea6\u7684\u306b\u306f\u7591\u554f\u7b26\u3042\u308a\u3002<\/p>\n<p>\u5c40\u6240\u6027\u8a2d\u5b9a\u3092\u30e9\u30c3\u30af\u5358\u4f4d\u3001\u30ce\u30fc\u30c9\u5358\u4f4d\u3001\u30b3\u30f3\u30c6\u30ca\u5358\u4f4d\u3001\u30b9\u30ec\u30c3\u30c9\u5358\u4f4d\u3067\u8a2d\u5b9a\u53ef\u80fd<br 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