{"id":36262,"date":"2023-07-26T02:37:26","date_gmt":"2023-07-12T23:12:10","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/"},"modified":"2024-04-30T15:22:14","modified_gmt":"2024-04-30T07:22:14","slug":"%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/","title":{"rendered":"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark"},"content":{"rendered":"<p>\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u5de5\u4f5c\u65e5\u5fd7\uff0c\u5e76\u4e14\u662f\u4e3a\u4e86\u81ea\u5df1\u4f7f\u7528\uff08\u4e4b\u540e\u53ef\u80fd\u4f1a\u7f16\u8f91\u6210\u66f4\u6b63\u5f0f\u7684\u6587\u7ae0\uff09\u3002<br \/>\n\u53e6\u5916\uff0c\u8fd9\u662f\u5728 Qiita \u4e0a\u7684\u9996\u6b21\u6295\u7a3f\u3002<\/p>\n<h1>\u73af\u5883<\/h1>\n<p>\u8fd9\u6b21\u4f7f\u7528\u4e24\u53f0 ConoHa \u6765\u6784\u5efa Mesos \u96c6\u7fa4\uff0c\u5e76\u5728\u5176\u4e0a\u8fd0\u884c Spark\u3002<br \/>\n\u89c4\u683c\u548c\u64cd\u4f5c\u7cfb\u7edf\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Master: ConoHa RAM 1GB \u30d7\u30e9\u30f3, CentOS 7.2<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Slave: ConoHa RAM 2GB \u30d7\u30e9\u30f3, CentOS 7.2<\/ul>\n<p>\u4f7f\u7528\u4e86\u4ee5\u4e0b\u7248\u672c\u7684Mesos\u548cSpark\u3002<br \/>\n\u4e24\u8005\u90fd\u5e94\u8be5\u662f 2016\/12\/7 \u5f53\u65f6\u7684\u6700\u65b0\u7248\u672c\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Apache Mesos: v1.1.0<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Apache Spark: v2.0.2<\/ul>\n<h1>\u5b89\u88c5Mesos<\/h1>\n<p>\u8bf7\u53c2\u8003\u516c\u5f0f\u6587\u6863\u8fdb\u884c\u5de5\u4f5c\u63a8\u8fdb\u3002<br \/>\n\u8bf7\u5728Master\u548cSlave\u4e24\u4e2a\u73af\u8282\u4e0a\u90fd\u8fdb\u884c\u5de5\u4f5c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ sudo yum install -y tar wget git\r\n$ sudo wget http:\/\/repos.fedorapeople.org\/repos\/dchen\/apache-maven\/epel-apache-maven.repo -O \/etc\/yum.repos.d\/epel-apache-maven.repo\r\n$ sudo yum install -y epel-release\r\n$ sudo bash -c 'cat &gt; \/etc\/yum.repos.d\/wandisco-svn.repo &lt;&lt;EOF\r\n[WANdiscoSVN]\r\nname=WANdisco SVN Repo 1.9\r\nenabled=1\r\nbaseurl=http:\/\/opensource.wandisco.com\/centos\/7\/svn-1.9\/RPMS\/$basearch\/\r\ngpgcheck=1\r\ngpgkey=http:\/\/opensource.wandisco.com\/RPM-GPG-KEY-WANdisco\r\nEOF'\r\n$ sudo yum update systemd\r\n$ sudo yum groupinstall -y \"Development Tools\"\r\n$ sudo yum install -y apache-maven python-devel java-1.8.0-openjdk-devel zlib-devel libcurl-devel openssl-devel cyrus-sasl-devel cyrus-sasl-md5 apr-devel subversion-devel apr-util-devel\r\n<\/code><\/pre>\n<p>\u5c3d\u7ba1\u6587\u4ef6\u4e2d\u6ca1\u6709\u63d0\u5230\uff0c\u4f46\u5728\u7f16\u8bd1\u65f6\u4f1a\u51fa\u73b0\u9519\u8bef\uff0c\u6240\u4ee5\u8bf7\u5148\u5b89\u88c5pip\u548cpytz\u3002<\/p>\n<pre class=\"post-pre\"><code>$ sudo yum install python-pip\r\n$ sudo pip install --upgrade pytz\r\n<\/code><\/pre>\n<p>\u4e0b\u8f7d Mesos\u3002<\/p>\n<pre class=\"post-pre\"><code>$ wget http:\/\/archive.apache.org\/dist\/mesos\/1.1.0\/mesos-1.1.0.tar.gz\r\n$ tar zxvf mesos-1.1.0.tar.gz\r\n$ cd mesos-1.1.0\r\n<\/code><\/pre>\n<p>\u8fdb\u884cMesos\u7684\u7f16\u8bd1\u548c\u6784\u5efa\u3002<\/p>\n<pre class=\"post-pre\"><code>$ mkdir build\r\n$ cd build\r\n$ ..\/configure\r\n$ make\r\n$ sudo make install\r\n<\/code><\/pre>\n<h1>Spark\u7684\u5b89\u88c5<\/h1>\n<p>\u8bf7\u5728\u4e3b\u4ece\u4e24\u4e2a\u89d2\u8272\u4e2d\u90fd\u8fdb\u884c\u5de5\u4f5c\u3002<\/p>\n<p>\u5c06Spark\u4e0b\u8f7d\u5230\/usr\/local\uff0c\u5e76\u653e\u7f6e\u5728\u90a3\u91cc\u3002<br \/>\n\u4e3a\u4e86\u5728\u4ee5\u540e\u7248\u672c\u66f4\u6539\u65f6\u4e5f\u80fd\u9002\u5e94\uff0c\u5148\u5728\/usr\/local\/spark\u521b\u5efa\u4e00\u4e2a\u7b26\u53f7\u94fe\u63a5\u3002<\/p>\n<pre class=\"post-pre\"><code>$ wget http:\/\/d3kbcqa49mib13.cloudfront.net\/spark-2.0.2-bin-hadoop2.7.tgz\r\n$ tar zxvf spark-2.0.2-bin-hadoop2.7.tgz\r\n$ sudo mv spark-2.0.2-bin-hadoop2.7 \/usr\/local\r\n$ sudo ln -s \/usr\/local\/spark-2.0.2-bin-hadoop2.7 \/usr\/local\/spark\r\n<\/code><\/pre>\n<p>\u9884\u5148\u8fdb\u884c\u4e0eMesos\u7684\u96c6\u6210\u8bbe\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code>$ cp conf\/spark-env.sh.template conf\/spark-env.sh\r\n$ vi conf\/spark-env.sh\r\n<\/code><\/pre>\n<p>\u5728\u672b\u5c3e\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9\u3002<\/p>\n<pre class=\"post-pre\"><code>MESOS_NATIVE_JAVA_LIBRARY=\/usr\/local\/lib\/libmesos.so\r\nSPARK_DRIVER_MEMORY=512M\r\nSPARK_DAEMON_MEMORY=256M\r\n<\/code><\/pre>\n<p>\u53ea\u6709\u5728\u50cf\u8fd9\u6837\u7684\u5185\u5b58\u4e0d\u8db3\u7684\u60c5\u51b5\u4e0b\uff0c\u624d\u9700\u8981\u4f7f\u7528\u4e0b\u9762\u7684\u4e24\u4e2a\u8bbe\u7f6e\u3002<\/p>\n<h1>\u69cb\u5efa\u4e3b\u8282\u70b9<\/h1>\n<p>\u5728Master\u8282\u70b9\u4e0a\u542f\u52a8mesos-master\u8fdb\u7a0b\uff0c\u4ee5\u4fbf\u91cd\u65b0\u542f\u52a8\u548c\u81ea\u52a8\u542f\u52a8\u53d8\u5f97\u66f4\u52a0\u8f7b\u677e\u3002\u8fd9\u6b21\u6211\u4eec\u5c06\u8fdb\u7a0b\u542f\u52a8\u4ea4\u7ed9systemd\u6765\u5904\u7406\u3002\uff08\u8fd9\u65b9\u9762\u6ca1\u592a\u591a\u4e86\u89e3\uff0c\u6240\u4ee5\u53ea\u662f\u5927\u6982\u7684\u8bf4\u660e\u4e00\u4e0b&#8230;\uff09<\/p>\n<pre class=\"post-pre\"><code>$ sudo vi \/etc\/lib\/systemd\/system\/mesos-master.service\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>[Unit]\r\nDescription=Apache Mesos master\r\nAfter=network.target\r\n\r\n[Service]\r\nExecStart=\/usr\/local\/sbin\/mesos-master --work_dir=\/var\/lib\/mesos-master\r\nKillMode=process\r\nRestart=always\r\n\r\n[Install]\r\nWantedBy=multi-user.target\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>sudo systemctl start mesos-master\r\nsudo systemctl enable mesos-master \/\/ Optional\r\n<\/code><\/pre>\n<p>\u5728\u786e\u8ba4mesos-master\u8fdb\u7a0b\u5df2\u7ecf\u542f\u52a8\u540e\uff0c\u5982\u679c\u60a8\u80fd\u591f\u5728\u4efb\u610f\u673a\u5668\u4e0a\u8bbf\u95ee\u4ee5\u4e0bURL\u5e76\u663e\u793aWeb UI\uff0c\u5219\u8868\u793amesos-master\u5df2\u7ecf\u6210\u529f\u542f\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code>http:\/\/[Master \u30ce\u30fc\u30c9\u306e IP \u30a2\u30c9\u30ec\u30b9]:5050\r\n<\/code><\/pre>\n<p>\u8fd9\u6b21\u6211\u4eec\u4e0d\u662f\u4ee5\u5ba2\u6237\u7aef\u6a21\u5f0f\u800c\u662f\u4ee5\u96c6\u7fa4\u6a21\u5f0f\u542f\u52a8 Spark\uff0c\u6240\u4ee5\u8981\u5728 Mesos \u96c6\u7fa4\u4e2d\u542f\u52a8 MesosClusterDispatcher\u3002<\/p>\n<pre class=\"post-pre\"><code>$ cd \/usr\/local\/spark\r\n$ sudo sbin\/start-mesos-dispatcher.sh --master localhost:5050\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5728\u4e4b\u524d\u7684Web UI\u7684\u6846\u67b6\u6807\u7b7e\u4e2d\u52a0\u5165Spark Cluster\uff0c\u5219\u542f\u52a8\u5b8c\u6210\u3002<\/p>\n<h1>\u5974\u96b6\u8282\u70b9\u5efa\u8bbe<\/h1>\n<p>\u5728Slave\u8282\u70b9\u4e0a\u542f\u52a8mesos-agent\u8fdb\u7a0b\u3002\u540c\u6837\uff0c\u5c06\u670d\u52a1\u7ba1\u7406\u4ea4\u7ed9systemd\u5904\u7406\u3002<\/p>\n<pre class=\"post-pre\"><code>$ sudo vi \/etc\/lib\/systemd\/system\/mesos-agent.service\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>[Unit]\r\nDescription=Apache Mesos agent\r\nAfter=network.target\r\n\r\n[Service]\r\nExecStart=\/usr\/local\/sbin\/mesos-agent --master=[Master \u30ce\u30fc\u30c9\u306e IP \u30a2\u30c9\u30ec\u30b9]:5050 --work_dir=\/var\/lib\/mesos-slave --resources=mem:1536\r\nKillMode=process\r\nRestart=always\r\n\r\n[Install]\r\nWantedBy=multi-user.target\r\n<\/code><\/pre>\n<p>\u5982\u679c\u60a8\u7684\u73af\u5883\u5177\u6709\u8db3\u591f\u7684RAM\uff0c\u8bf7\u5220\u9664ExecStart\u7684\u6700\u540e\u4e00\u4e2a\u53c2\u6570 &#8211;resources=mem:5136<\/p>\n<pre class=\"post-pre\"><code>$ sudo systemctl start mesos-agent\r\n$ sudo systemctl enable mesos-agent \/\/ Optional\r\n<\/code><\/pre>\n<p>\u53ea\u9700\u8981\u4e00\u79cd\u9009\u62e9\uff1a\u201cmesos-agent\u201d\u8fdb\u7a0b\u542f\u52a8\u540e\uff0c\u5982\u679c\u5728\u5148\u524d\u7684Web UI\u7684&#8221;Agents&#8221;\u6807\u7b7e\u4e2d\u663e\u793a\u4e86\u4e3b\u673a\u4e3a\u4ece\u8282\u70b9\u7684\u9879\u76ee\uff0c\u5219\u8868\u793a\u5b8c\u6210\u3002<\/p>\n<h1>\u5c1d\u8bd5\u8fd0\u884c Spark \u7684\u793a\u4f8b<\/h1>\n<p>\u5982\u679c\u80fd\u591f\u5b9e\u73b0\u5230\u8fd9\u4e00\u6b65\uff0c\u5c31\u5e94\u8be5\u80fd\u591f\u6784\u5efa\u4e00\u4e2a\u5728Mesos\u4e0a\u4f7f\u7528\u7684Spark\u96c6\u7fa4\u73af\u5883\uff0c\u6240\u4ee5\u5c1d\u8bd5\u8fd0\u884c\u4e00\u4e2a\u6837\u4f8b\u4f5c\u4e1a\u3002<br \/>\n\u7136\u800c\uff0c\u9700\u8981\u5c06\u5305\u542b\u8fd0\u884c\u7a0b\u5e8f\u7684jar\u6587\u4ef6\u653e\u5728\u53ef\u4ee5\u901a\u8fc7HTTP\u8bbf\u95ee\u7684\u4f4d\u7f6e\u4e0a\u3002<br \/>\n\u53ef\u4ee5\u5c06\u5176\u4e0a\u4f20\u5230\u4efb\u610f\u7684Web\u670d\u52a1\u5668\u4e0a\u6216\u8005\u4f7f\u7528\u50cfGoogle Drive\u8fd9\u6837\u7684\u4e91\u5b58\u50a8\u670d\u52a1\u4e5f\u662f\u53ef\u884c\u7684\u9009\u62e9\u3002<\/p>\n<pre class=\"post-pre\"><code>cd \/usr\/local\/spark\r\nbin\/spark-submit --class org.apache.spark.examples.SparkPi \\\r\n--master mesos:\/\/[Master \u30ce\u30fc\u30c9\u306e IP \u30a2\u30c9\u30ec\u30b9]:7077 \\\r\n--executor-memory 512M\r\n--deploy-mode cluster \\\r\n--supervise \\\r\nhttp:\/\/path\/to\/package.jar \\\r\n1000\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5b8c\u6210\u7684\u4efb\u52a1\u4e2d\u51fa\u73b0\u4e86\u201cFINISHED\u201d\u6807\u7b7e\uff0c\u90a3\u4e48\u8be5\u4f5c\u4e1a\u5c06\u88ab\u89c6\u4e3a\u5b8c\u6210\u3002\u5982\u679c\u6253\u5f00\u6700\u53f3\u8fb9\u7684Sandbox\u94fe\u63a5\uff0cstdout\u4e2d\u663e\u793a\u4ee5\u4e0b\u5185\u5bb9\uff0c\u5219\u8bf4\u660e\u5904\u7406\u5728Spark\u96c6\u7fa4\u4e2d\u6210\u529f\u8fdb\u884c\u4e86\u3002<\/p>\n<pre class=\"post-pre\"><code>Pi is roughly 3.1415941514159416\r\n<\/code><\/pre>\n<h1>\u6700\u7ec8\uff0c<br \/>\n\u6700\u540e\u3002<\/h1>\n<p>\u7531\u4e8e\u8fd9\u6b21\u7684\u5efa\u8bbe\u662f\u5728\u8d44\u6e90\u76f8\u5bf9\u8d2b\u4e4f\u7684\u73af\u5883\u4e0b\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u5bf9\u4e8e\u4f7f\u7528\u7684\u5185\u5b58\u9650\u5236\u7b49\u95ee\u9898\u53d8\u5f97\u76f8\u5f53\u9ebb\u70e6\u3002<br \/>\n\u5982\u679c\u5269\u4f59\u5185\u5b58\u8fc7\u5c11\uff0c\u751a\u81f3\u4f1a\u5bfc\u81f4 Mesos \u7684\u7f16\u8bd1\u5931\u8d25\u7684\u53ef\u80fd\u6027\uff08\u6839\u636e\u7ecf\u9a8c\uff09\uff0c\u6240\u4ee5\u9700\u8981\u6ce8\u610f\u3002<br \/>\n\u5728\u6784\u5efa Spark \u96c6\u7fa4\u65f6\uff0c\u5efa\u8bae\u51c6\u5907\u4e00\u4e9b\u5185\u5b58\u5145\u8db3\u7684\u670d\u52a1\u5668\u3002?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u5de5\u4f5c\u65e5\u5fd7\uff0c\u5e76\u4e14\u662f\u4e3a\u4e86\u81ea\u5df1\u4f7f\u7528\uff08\u4e4b\u540e\u53ef\u80fd\u4f1a\u7f16\u8f91\u6210\u66f4\u6b63\u5f0f\u7684\u6587\u7ae0\uff09\u3002 \u53e6\u5916\uff0c\u8fd9\u662f\u5728 Qiita \u4e0a\u7684\u9996\u6b21 [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36262","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>\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark - 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\/\u5728apache-mesos\u4e0a\u8fd0\u884capache-spark\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark\" \/>\n<meta property=\"og:description\" content=\"\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u5de5\u4f5c\u65e5\u5fd7\uff0c\u5e76\u4e14\u662f\u4e3a\u4e86\u81ea\u5df1\u4f7f\u7528\uff08\u4e4b\u540e\u53ef\u80fd\u4f1a\u7f16\u8f91\u6210\u66f4\u6b63\u5f0f\u7684\u6587\u7ae0\uff09\u3002 \u53e6\u5916\uff0c\u8fd9\u662f\u5728 Qiita \u4e0a\u7684\u9996\u6b21 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728apache-mesos\u4e0a\u8fd0\u884capache-spark\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T23:12:10+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T07:22:14+00:00\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \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\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/\",\"name\":\"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-07-12T23:12:10+00:00\",\"dateModified\":\"2024-04-30T07:22:14+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark\"}]},{\"@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\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark - 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\/\u5728apache-mesos\u4e0a\u8fd0\u884capache-spark\u3002\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark","og_description":"\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u5de5\u4f5c\u65e5\u5fd7\uff0c\u5e76\u4e14\u662f\u4e3a\u4e86\u81ea\u5df1\u4f7f\u7528\uff08\u4e4b\u540e\u53ef\u80fd\u4f1a\u7f16\u8f91\u6210\u66f4\u6b63\u5f0f\u7684\u6587\u7ae0\uff09\u3002 \u53e6\u5916\uff0c\u8fd9\u662f\u5728 Qiita \u4e0a\u7684\u9996\u6b21 [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u5728apache-mesos\u4e0a\u8fd0\u884capache-spark\u3002\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-07-12T23:12:10+00:00","article_modified_time":"2024-04-30T07:22:14+00:00","author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/","name":"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-07-12T23:12:10+00:00","dateModified":"2024-04-30T07:22:14+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u5728Apache Mesos\u4e0a\u8fd0\u884cApache Spark"}]},{"@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\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8apache-mesos%e4%b8%8a%e8%bf%90%e8%a1%8capache-spark%e3%80%82\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36262","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\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=36262"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36262\/revisions"}],"predecessor-version":[{"id":92705,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36262\/revisions\/92705"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=36262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=36262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=36262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}