{"id":3985,"date":"2020-05-10T10:43:59","date_gmt":"2020-05-10T08:43:59","guid":{"rendered":"https:\/\/myoceane.fr\/?p=3985"},"modified":"2020-06-12T07:40:49","modified_gmt":"2020-06-12T05:40:49","slug":"cloud-azure-batch-aztk","status":"publish","type":"post","link":"https:\/\/myoceane.fr\/index.php\/cloud-azure-batch-aztk\/","title":{"rendered":"[Cloud] Azure Batch (AZTK)"},"content":{"rendered":"<div id=\"fb-root\"><\/div>\n<p style=\"text-align: justify;\">\u96a8\u8457\u904b\u7b97\u9700\u6c42\u7684\u589e\u52a0\uff0c\u7121\u53ef\u907f\u514d\u5730\u8981\u9032\u5165\u516c\u6709\u96f2\u7684\u9818\u57df\uff0c\u672c\u7bc7\u60f3\u8981\u6574\u7406\u4e00\u4e0b Azure \u5728\u96f2\u7aef\u904b\u7b97\u63d0\u4f9b\u7684\u65b9\u6848\u4f46\u662f\u6700\u7d42\u5c08\u6ce8\u5728 Azure Batch (AZTK) \u7684\u4ecb\u7d39\uff0c\u6839\u64da (<a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/architecture\/data-guide\/technology-choices\/batch-processing\">\u9023\u7d50<\/a>) Azure \u5728\u5c0d\u65bc Batch \u6279\u6b21\u8a08\u7b97\u7684\u9700\u6c42\u5927\u81f4\u4e0a\u6709\u4ee5\u4e0b\u5e7e\u500b\u89e3\u6c7a\u65b9\u6848\uff1a<\/p>\n<ol>\n<li>Azure Data Lake Analytics<\/li>\n<li>HDInsight<\/li>\n<li>Azure Databricks<\/li>\n<li>Azure Distributed Data Engineering Toolkit (AZTK) <a href=\"https:\/\/github.com\/azure\/aztk\">\u9023\u7d50<\/a><\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u5c0d\u65bc\u4e00\u958b\u59cb\u9032\u5165 Azure \u7684\u4f7f\u7528\u8005\u800c\u8a00\u9019\u9084\u883b\u8907\u96dc\u7684\uff0c\u56e0\u70ba\u4e0d\u4e86\u89e3\u9019\u4e9b\u7684\u5dee\u7570\uff0c\u6700\u5927\u7684\u5dee\u7570\u61c9\u8a72\u662f 1, 2, 3 \u90fd\u662f\u5c6c\u65bc Dedicated Servers \u8cbb\u7528\u4e0a\u6703\u6bd4\u8f03\u9ad8, \u800c 4 \u5247\u53ef\u4ee5\u4f7f\u7528 Low-priority Servers\u3002AZTK \u5176\u5be6 Azure Batch \u4e0a\u7684\u4e00\u500b\u61c9\u7528\uff0c\u6709\u4e00\u9ede\u50cf\u662f Azure \u7684 Python API\uff01\u4ee5\u4e0b\u662f 1, 2, 3 \u4e0d\u540c\u89e3\u6c7a\u65b9\u6848\u7684\u7c21\u55ae\u6bd4\u8f03\uff1a<\/p>\n<table style=\"border-collapse: collapse; width: 100%; height: 210px;\">\n<tbody>\n<tr style=\"height: 47px;\">\n<td style=\"width: 17.931%; height: 47px;\"><strong>Capability<\/strong><\/td>\n<td style=\"width: 19.3104%; height: 47px;\"><strong>Azure Data Lake Analytics<\/strong><\/td>\n<td style=\"width: 18.1034%; height: 47px;\"><strong>HDInsight<\/strong><\/td>\n<td style=\"width: 14.6552%; height: 47px;\"><strong>Azure Databricks<\/strong><\/td>\n<\/tr>\n<tr style=\"height: 69px;\">\n<td style=\"width: 17.931%; height: 69px;\">Is managed service<\/td>\n<td style=\"width: 19.3104%; height: 69px;\">Yes<\/td>\n<td style=\"width: 18.1034%; height: 69px;\">Yes&nbsp;<br>\u53ef\u4ee5\u624b\u52d5\u66f4\u6539\u8207 scaling<\/td>\n<td style=\"width: 14.6552%; height: 69px;\">Yes<\/td>\n<\/tr>\n<tr style=\"height: 47px;\">\n<td style=\"width: 17.931%; height: 47px;\">Relational data store<\/td>\n<td style=\"width: 19.3104%; height: 47px;\">Yes<\/td>\n<td style=\"width: 18.1034%; height: 47px;\">No<\/td>\n<td style=\"width: 14.6552%; height: 47px;\">No<\/td>\n<\/tr>\n<tr style=\"height: 47px;\">\n<td style=\"width: 17.931%; height: 47px;\">Pricing model<\/td>\n<td style=\"width: 19.3104%; height: 47px;\">Per batch job<\/td>\n<td style=\"width: 18.1034%; height: 47px;\">By cluster hour<\/td>\n<td style=\"width: 14.6552%; height: 47px;\">Databricks Unit + cluster hour<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5099\u8a3b\uff1aDatabricks \u662f\u6700\u7c21\u55ae\u53ef\u4ee5\u5728 Azure \u5e73\u53f0\u4e0a\u57f7\u884c\u6279\u6b21\u5de5\u4f5c\u7684\u670d\u52d9\uff0c\u8a73\u7d30\u53ef\u4ee5\u53c3\u8003\u7b46\u8005\u4e4b\u524d\u5beb\u7684 <a href=\"https:\/\/myoceane.fr\/index.php\/azure-databricks-cli-%e5%ae%89%e8%a3%9d%e4%bd%bf%e7%94%a8\/\">Databricks CLI \u4ecb\u7d39<\/a>\uff01&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u662f Azure Batch \u7684\u76f8\u95dc\u8cc7\u6e90\u6574\u7406\uff1a<\/p>\n<h5>Azure Batch Documentations:<\/h5>\n<p>\u95dc\u65bc Azure Batch \u53ef\u4ee5\u89c0\u770b\u4ee5\u4e0b\u7684 YouTube \u9023\u7d50\u8207\u53c3\u8003\u6587\u4ef6\uff0c<\/p>\n<ul>\n<li>Documentation: <a href=\"https:\/\/docs.microsoft.com\/azure\/batch\/\">https:\/\/docs.microsoft.com\/azure\/batch\/<\/a><\/li>\n<li>Code samples: <a href=\"https:\/\/github.com\/Azure-Samples\/azure-batch-samples\">https:\/\/github.com\/Azure-Samples\/azure-batch-samples<\/a><\/li>\n<li>Batch Explorer: <a href=\"https:\/\/azure.github.io\/BatchExplorer\">https:\/\/azure.github.io\/BatchExplorer<\/a><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Azure Batch on Azure Government\" width=\"910\" height=\"512\" src=\"https:\/\/www.youtube.com\/embed\/Xuh_t85jmZc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n<h5>\u4f7f\u7528 Azure Batch \u7684 API\uff1a<\/h5>\n<p style=\"text-align: justify;\">\u60f3\u8981\u57f7\u884c\u4e00\u500b Spark \u5de5\u4f5c\u53ef\u4ee5\u900f\u904e\u4ee5\u4e0b\u7684\u65b9\u6cd5\u57f7\u884c\uff1a<a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/batch\/quick-create-cli\">\u4f7f\u7528 Azure &#8211; CLI<\/a>,\u00a0<a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/batch\/quick-create-portal\">\u4f7f\u7528 Azure Portal<\/a>, <a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/batch\/quick-run-dotnet\">\u4f7f\u7528 .NET API<\/a>, <a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/batch\/quick-run-python\">\u4f7f\u7528 Python API<\/a>.\u00a0<\/p>\n<h5>AZTK \u7684 API\uff1a<a href=\"https:\/\/github.com\/azure\/aztk\">\u9023\u7d50<\/a><\/h5>\n<p>AZTK \u7684 API \u6709\u4e00\u9ede\u50cf\u662f Azure Batch \u63d0\u4f9b\u7684 Python API\uff0c\u4f46\u662f\u4e0d\u540c\u7684\u662f\u57f7\u884c\u7684\u5de5\u4f5c\u6703\u5728 Docker \u7fa4\u96c6\u4e4b\u4e0a\uff01<\/p>\n<p style=\"text-align: justify;\">Azure Distributed Data Engineering Toolkit (AZTK) is a python CLI application for provisioning on-demand Spark on Docker clusters in Azure. It&#8217;s a cheap and easy way to get up and running with a Spark cluster, and a great tool for Spark users who want to experiment and start testing at scale.<\/p>\n<h5>\u8996\u89ba\u5316 Azure Batch + AZTK \u57f7\u884c\u7684\u5de5\u4f5c\uff1a<\/h5>\n<p style=\"text-align: justify;\">\u70ba\u4e86\u65b9\u4fbf\u7ba1\u7406\u4e26\u4e14\u4e86\u89e3\u5728 Azure \u4e0a\u9762\u57f7\u884c\u7684\u5de5\u4f5c\u72c0\u614b\uff0c\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/github.com\/Azure\/BatchExplorer\">Azure Batch Explorer<\/a>\uff0c\u900f\u904e Azure Batch Python API \u8207 AZTK \u57f7\u884c\u7684 Spark \u5de5\u4f5c\u90fd\u53ef\u4ee5\u5728 Batch Explorer \u4e0a\u9762\u88ab\u770b\u5230\uff01<\/p>\n\n<h5>\u95dc\u65bc\u9078\u64c7\u7684 Linux VM: <a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/virtual-machines\/linux\/sizes\">\u9023\u7d50<\/a><\/h5>\n<p>\u53e6\u5916\u503c\u5f97\u95dc\u6ce8\u7684\u662f\u5728\u555f\u52d5 Azure Batch \u7684\u5de5\u4f5c\u9700\u8981\u9078\u64c7\u9069\u7576\u8207\u9069\u5408\u7684\u865b\u64ec\u6a5f\uff0c\u4ee5\u4e0b\u662f\u4e0d\u540c\u60c5\u6cc1\u4e4b\u4e0b\u7684\u865b\u64ec\u6a5f\u578b\u614b\uff01<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"984\" src=\"https:\/\/myoceane.fr\/wp-content\/uploads\/2020\/05\/Azure_Batch_VMs-1024x984.png\" alt=\"\" class=\"wp-image-4393\" srcset=\"https:\/\/myoceane.fr\/wp-content\/uploads\/2020\/05\/Azure_Batch_VMs-1024x984.png 1024w, https:\/\/myoceane.fr\/wp-content\/uploads\/2020\/05\/Azure_Batch_VMs-300x288.png 300w, https:\/\/myoceane.fr\/wp-content\/uploads\/2020\/05\/Azure_Batch_VMs-768x738.png 768w, https:\/\/myoceane.fr\/wp-content\/uploads\/2020\/05\/Azure_Batch_VMs.png 1332w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u96a8\u8457\u904b\u7b97\u9700\u6c42\u7684\u589e\u52a0\uff0c\u7121\u53ef\u907f\u514d\u5730\u8981\u9032\u5165\u516c\u6709\u96f2\u7684\u9818\u57df\uff0c\u672c\u7bc7\u60f3\u8981\u6574\u7406\u4e00\u4e0b Azure \u5728\u96f2\u7aef\u904b\u7b97\u63d0\u4f9b\u7684\u65b9\u6848\u4f46\u662f\u6700\u7d42\u5c08\u6ce8\u5728 Azure Batch (AZTK) \u7684\u4ecb\u7d39\uff0c\u6839\u64da (\u9023\u7d50) Azure \u5728\u5c0d\u65bc Batch \u6279\u6b21\u8a08\u7b97\u7684\u9700\u6c42\u5927\u81f4\u4e0a\u6709\u5e7e\u500b\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n","protected":false},"author":1,"featured_media":4391,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,14],"tags":[307,306,305],"class_list":["post-3985","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-ml","category-it-technology","tag-aztk","tag-azure-batch","tag-cloud"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - 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