{"id":46190,"date":"2023-11-05T14:16:11","date_gmt":"2023-05-15T04:34:19","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46190-2\/"},"modified":"2024-05-04T07:39:11","modified_gmt":"2024-05-03T23:39:11","slug":"46190-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46190-2\/","title":{"rendered":""},"content":{"rendered":"<h2>\u6982\u8981<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u3044\u3048\u3070python\uff08numpy\/iPython\/scikit-learn\uff09\u306a\u306e\u3067python\u3067\u66f8\u3044\u3066\u3044\u304d\u305f\u3044\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3057\u304b\u3057\u3001\u4ed5\u4e8b\u67c4\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3053\u3068\u306b\u306a\u308b\u306e\u3067\u3001\u5206\u6563\u3067\u304d\u308bspark\u306eAPI\u3067\u53d6\u308a\u6271\u3044\u305f\u3044\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3068\u3044\u3046\u3053\u3068\u3067\uff08EMR\uff09\u30af\u30e9\u30b9\u30bf\u4e0a\u3067pyspark\u3092\u52d5\u304b\u3057\u3066\u307f\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u4eca\u304b\u3089python\u5b66\u3076\u306a\u3089\uff13\u7cfb\u3060\u308d\u3046\u3068\u3044\u3046\u3053\u3068\u3067\uff13\u7cfb\uff08Anaconda3-4.0\uff09\u3067\u52d5\u304b\u3057\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u4e0d\u5b89\u3060\u3063\u305f\u306e\u3067\u78ba\u8a8d\u3057\u305f\u3051\u3069\u3001spark\u306f1,4\u304b\u3089python3\u7cfb\u306b\u5bfe\u5fdc\u3057\u3066\u307e\u3059\u306d\u3002<\/ul>\n<hr \/>\n<h2>\u624b\u9806<\/h2>\n<p>\u57fa\u672c\u7684\u306b\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u307e\u3057\u305f\u3002\u4e01\u5be7\u306b\u66f8\u304b\u308c\u3066\u3044\u3066\u7d20\u6674\u3089\u3057\u3044\u3067\u3059\u3002<\/p>\n<p>Spark + IPython\u74b0\u5883\u3092Amazon EMR\u4e0a\u3067\u69cb\u7bc9\u3057\u3001\u7c21\u5358\u306aData\u89e3\u6790\u3092\u52d5\u304b\u3057\u3066\u898b\u308b (\u7b2c1\u56de\uff1a\u74b0\u5883\u69cb\u7bc9\u7de8)<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30b9\u30af\u30ea\u30d7\u30c8\u6e96\u5099<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">EMR\u30af\u30e9\u30b9\u30bf\u7acb\u3061\u4e0a\u3052<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">iPython Notebook\u8d77\u52d5<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u52d5\u4f5c\u78ba\u8a8d<\/ul>\n<hr \/>\n<h3>\u30b9\u30af\u30ea\u30d7\u30c8\u6e96\u5099<\/h3>\n<p>\u4ee5\u4e0b\u306e\uff12\u3064\u306eshell\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">EMR\u306ebootstrap\u6642\u306b\u5168\u30ce\u30fc\u30c9\u306banaconda3\u3092\u5165\u308c\u308b\u305f\u3081\u306e\u30b9\u30af\u30ea\u30d7\u30c8<\/ul>\n<pre class=\"post-pre\"><code><span class=\"c\">#Environments<\/span>\r\n<span class=\"nv\">ANACONDA_VERSION<\/span><span class=\"o\">=<\/span>3-4.0.0\r\n\r\n<span class=\"nv\">PYENV<\/span><span class=\"o\">=<\/span>~\/.pyenv\r\n<span class=\"nv\">PYENV_BIN<\/span><span class=\"o\">=<\/span><span class=\"nv\">$PYENV<\/span>\/bin\r\n\r\n\r\n<span class=\"c\">##Install git and Anaconda<\/span>\r\n<span class=\"nb\">sudo <\/span>yum <span class=\"nt\">-y<\/span> <span class=\"nb\">install <\/span>git\r\ngit clone https:\/\/github.com\/yyuu\/pyenv.git <span class=\"nv\">$PYENV<\/span>\r\n\r\n<span class=\"nb\">echo<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s2\">export PYENV_ROOT=<\/span><span class=\"nv\">$PYENV<\/span><span class=\"s2\">\"<\/span> | <span class=\"nb\">tee<\/span> <span class=\"nt\">-a<\/span> ~\/.bash_profile  <span class=\"o\">&gt;&gt;<\/span> \/dev\/null\r\n<span class=\"nb\">echo<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s2\">export PATH=<\/span><span class=\"nv\">$PYENV_BIN<\/span><span class=\"s2\">:<\/span><span class=\"nv\">$PATH<\/span><span class=\"s2\">\"<\/span> | <span class=\"nb\">tee<\/span> <span class=\"nt\">-a<\/span> ~\/.bash_profile  <span class=\"o\">&gt;&gt;<\/span> \/dev\/null\r\n<span class=\"nb\">echo<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s2\">eval '<\/span><span class=\"si\">$(<\/span><span class=\"nv\">$PYENV_BIN<\/span>\/pyenv init -<span class=\"si\">)<\/span><span class=\"s2\">'\"<\/span> | <span class=\"nb\">tee<\/span> <span class=\"nt\">-a<\/span> ~\/.bash_profile  <span class=\"o\">&gt;&gt;<\/span> \/dev\/null\r\n<span class=\"nb\">source<\/span> ~\/.bash_profile\r\n\r\npyenv <span class=\"nb\">install <\/span>anaconda<span class=\"nv\">$ANACONDA_VERSION<\/span>\r\npyenv rehash\r\npyenv global anaconda<span class=\"nv\">$ANACONDA_VERSION<\/span>\r\n\r\n<span class=\"nb\">echo<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s2\">export PATH='<\/span><span class=\"nv\">$PYENV<\/span><span class=\"s2\">\/versions\/anaconda<\/span><span class=\"nv\">$ANACONDA_VERSION<\/span><span class=\"s2\">\/bin\/:<\/span><span class=\"nv\">$PATH<\/span><span class=\"s2\">'\"<\/span> | <span class=\"nb\">tee<\/span> <span class=\"nt\">-a<\/span> ~\/.bash_profile  <span class=\"o\">&gt;&gt;<\/span> \/dev\/null\r\n<span class=\"nb\">source<\/span> ~\/.bash_profile\r\nconda update <span class=\"nt\">--yes<\/span> conda\r\n\r\n<span class=\"c\">##Install addtional python libraries<\/span>\r\nconda <span class=\"nb\">install<\/span> <span class=\"nt\">--yes<\/span> seaborn\r\n<\/code><\/pre>\n<ul class=\"post-ul\">MasterNode\u3067iPyhton\u306e\u8a2d\u5b9a\u3092\u884c\u3046\u30b9\u30af\u30ea\u30d7\u30c8<\/ul>\n<pre class=\"post-pre\"><code><span class=\"c\">#Environments<\/span>\r\n<span class=\"nv\">SPARK_PACKAGES<\/span><span class=\"o\">=<\/span>com.databricks:spark-avro_2.10:2.0.1,com.databricks:spark-csv_2.10:1.4.0\r\n<span class=\"nv\">ANACONDA_VERSION<\/span><span class=\"o\">=<\/span>3-4.0.0\r\n<span class=\"nv\">JUPYTER_LOG<\/span><span class=\"o\">=<\/span>\/home\/hadoop\/.jupyter\/jupyter.log\r\n\r\n<span class=\"nv\">PYENV<\/span><span class=\"o\">=<\/span>~\/.pyenv\r\n<span class=\"nv\">PYENV_BIN<\/span><span class=\"o\">=<\/span><span class=\"nv\">$PYENV<\/span>\/bin\r\n\r\n<span class=\"c\">##Configure Jupyter<\/span>\r\njupyter notebook <span class=\"nt\">--generate-config<\/span>\r\n\r\n<span class=\"nv\">JUPYTER_NOTEBOOK_CONFIG<\/span><span class=\"o\">=<\/span>\/home\/hadoop\/.jupyter\/jupyter_notebook_config.py\r\n<span class=\"nb\">sed<\/span> <span class=\"nt\">-i<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"3a c.NotebookApp.ip = '*'\"<\/span> <span class=\"nv\">$JUPYTER_NOTEBOOK_CONFIG<\/span>\r\n<span class=\"nb\">sed<\/span> <span class=\"nt\">-i<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"3a c.NotebookApp.open_browser =False\"<\/span> <span class=\"nv\">$JUPYTER_NOTEBOOK_CONFIG<\/span>\r\n<span class=\"nb\">sed<\/span> <span class=\"nt\">-i<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"3a c.NotebookApp.port = 8080\"<\/span> <span class=\"nv\">$JUPYTER_NOTEBOOK_CONFIG<\/span>\r\n<span class=\"nb\">sed<\/span> <span class=\"nt\">-i<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"3a c = get_config()\"<\/span> <span class=\"nv\">$JUPYTER_NOTEBOOK_CONFIG<\/span>\r\n\r\n<span class=\"nv\">IPYTHON_KERNEL_CONFIG<\/span><span class=\"o\">=<\/span>\/home\/hadoop\/.ipython\/profile_default\/ipython_kernel_config.py\r\nipython profile create\r\n<span class=\"nb\">sed<\/span> <span class=\"nt\">-i<\/span> <span class=\"nt\">-e<\/span> <span class=\"s2\">\"3a c.InteractiveShellApp.matplotlib = 'inline'\"<\/span> <span class=\"nv\">$IPYTHON_KERNEL_CONFIG<\/span>\r\n\r\n\r\n<span class=\"c\">##Launch Jupyter by executing \"pyspark\"<\/span>\r\n<span class=\"nv\">JUPYTER_PYSPARK_BIN<\/span><span class=\"o\">=<\/span>\/home\/hadoop\/.jupyter\/start-jupyter-pyspark.sh\r\n\r\n<span class=\"nb\">cat<\/span> <span class=\"o\">&lt;&lt;<\/span> <span class=\"no\">EOF<\/span><span class=\"sh\"> &gt; <\/span><span class=\"nv\">$JUPYTER_PYSPARK_BIN<\/span><span class=\"sh\">\r\nexport SPARK_HOME=\/usr\/lib\/spark\/\r\nexport PYSPARK_PYTHON=<\/span><span class=\"nv\">$PYENV<\/span><span class=\"sh\">\/versions\/anaconda<\/span><span class=\"nv\">$ANACONDA_VERSION<\/span><span class=\"sh\">\/bin\/python\r\nexport PYSPARK_DRIVER_PYTHON=ipython\r\nexport PYSPARK_DRIVER_PYTHON_OPTS='notebook'\r\nexport SPARK_PACKAGES=<\/span><span class=\"nv\">$SPARK_PACKAGES<\/span><span class=\"sh\">\r\nnohup pyspark --packages <\/span><span class=\"nv\">$SPARK_PACKAGES<\/span><span class=\"sh\"> &gt; <\/span><span class=\"nv\">$JUPYTER_LOG<\/span><span class=\"sh\"> 2&gt;&amp;1 &amp;\r\n<\/span><span class=\"no\">EOF\r\n\r\n<\/span><span class=\"nb\">chmod<\/span> +x <span class=\"nv\">$JUPYTER_PYSPARK_BIN<\/span>\r\n<\/code><\/pre>\n<hr \/>\n<h3>EMR\u30af\u30e9\u30b9\u30bf\u7acb\u3061\u4e0a\u3052<\/h3>\n<p>\u57fa\u672c\u306f\u4e0a\u8a18\u53c2\u8003\u8a18\u4e8b\u306e\u307e\u307e\u306a\u306e\u3067\u3059\u304c\u3001<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">BootStrapAction\u3067\u4e0a\u8a18\u306eanaconda3-bootstrap.sh\u3092\u8aad\u307e\u305b\u308b\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3068\u308a\u3042\u3048\u305a\u4f7f\u3046\u3068\u304d\u306fSpot Instance\u3092\u4f7f\u3046\u3068\u5b89\u3044\u3088\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Security-Group\u306f\u3001\u3068\u308a\u3042\u3048\u305a\u81ea\u5206\u306e\u30de\u30b7\u30f3\u304b\u3089MasterNode\u306bssh\u30ed\u30b0\u30a4\u30f3\u3055\u3048\u3067\u304d\u308c\u3070OK\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>\u5b9f\u904b\u7528\u3067\u306fEMR\u3092\u5916\u306b\u6652\u3057\u305f\u304f\u306a\u3044\u306e\u3067\u8e0f\u307f\u53f0\u3068\u304b\u7d4c\u7531\u3059\u308b\u3068\u601d\u3044\u307e\u3059<br \/>\n\u304c\u3001\u3061\u3087\u3044\u3068\u9762\u5012\u306a\u306e\u3067\u3001\u3068\u308a\u3042\u3048\u305aKey\u304c\u306a\u3044\u3068ssh\u3067\u304d\u306a\u304f\u3066\u3001\u4ed6\u306eport\u304c\u7a7a\u3044\u3066\u306a\u3051\u308c\u3070\u3044\u3044\u304b\u306a\u3068\u3002<br \/>\nCoreNode\u306f\u3068\u308a\u3042\u3048\u305aEmrManagedSlaveSecurityGroup\u3092\u4f7f\u3063\u3068\u3051\u3070\u5927\u4e08\u592b\u3002<\/p>\n<p>\u8a2d\u5b9a\u4f8b\u306e\u5168\u4f53\u306f\u3053\u3093\u306a\u611f\u3058\u3002<\/p>\n<p>aws emr create-cluster &#8211;applications Name=Hadoop Name=Spark Name=Ganglia &#8211;bootstrap-actions &#8216;[{&#8220;Path&#8221;:&#8221;s3:\/\/\/anaconda3-bootstrap.sh&#8221;,&#8221;Name&#8221;:&#8221;Custom action&#8221;}]&#8217; &#8211;ec2-attributes &#8216;{&#8220;KeyName&#8221;:&#8221;&#8221;,&#8221;AdditionalSlaveSecurityGroups&#8221;:[],&#8221;InstanceProfile&#8221;:&#8221;EMR_EC2_DefaultRole&#8221;,&#8221;SubnetId&#8221;:&#8221;&#8221;,&#8221;EmrManagedSlaveSecurityGroup&#8221;:&#8221;&#8221;,&#8221;EmrManagedMasterSecurityGroup&#8221;:&#8221;&#8221;}&#8217; &#8211;service-role EMR_DefaultRole &#8211;enable-debugging &#8211;release-label emr-4.7.2 &#8211;log-uri &#8221; &#8211;name &#8216;jupyter pyspark&#8217; &#8211;instance-groups &#8216;[{&#8220;InstanceCount&#8221;:1,&#8221;BidPrice&#8221;:&#8221;0.1&#8243;,&#8221;EbsConfiguration&#8221;:{&#8220;EbsBlockDeviceConfigs&#8221;:[{&#8220;VolumeSpecification&#8221;:{&#8220;SizeInGB&#8221;:32,&#8221;VolumeType&#8221;:&#8221;gp2&#8243;},&#8221;VolumesPerInstance&#8221;:1}]},&#8221;InstanceGroupType&#8221;:&#8221;MASTER&#8221;,&#8221;InstanceType&#8221;:&#8221;m4.large&#8221;,&#8221;Name&#8221;:&#8221;Master instance group &#8211; 1&#8243;},{&#8220;InstanceCount&#8221;:2,&#8221;BidPrice&#8221;:&#8221;0.1&#8243;,&#8221;EbsConfiguration&#8221;:{&#8220;EbsBlockDeviceConfigs&#8221;:[{&#8220;VolumeSpecification&#8221;:{&#8220;SizeInGB&#8221;:32,&#8221;VolumeType&#8221;:&#8221;gp2&#8243;},&#8221;VolumesPerInstance&#8221;:1}]},&#8221;InstanceGroupType&#8221;:&#8221;CORE&#8221;,&#8221;InstanceType&#8221;:&#8221;m4.large&#8221;,&#8221;Name&#8221;:&#8221;Core instance group &#8211; 2&#8243;}]&#8217; &#8211;configurations &#8216;[{&#8220;Classification&#8221;:&#8221;spark&#8221;,&#8221;Properties&#8221;:{&#8220;maximizeResourceAllocation&#8221;:&#8221;true&#8221;},&#8221;Configurations&#8221;:[]}]&#8217; &#8211;region ap-northeast-1<\/p>\n<hr \/>\n<h3>iPython Notebook\u8d77\u52d5<\/h3>\n<p>\u7acb\u3061\u4e0a\u3052\u305f\u5f8c\u3001MasterNode\u306bSSH\u3057\u3066\u3001\u4e0a\u8a18\u306esetup-iPython.sh\u3092\u6d41\u3057\u3001<\/p>\n<p>$JUPYTER_PYSPARK_BIN\u3092\u5b9f\u884c\u3059\u308c\u3070iPython notebook\u304c\u7acb\u3061\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f8c\u306f\u81ea\u5206\u306e\u30de\u30b7\u30f3\u304b\u3089<br \/>\nssh -i ~\/.ssh\/my.pem -ND 8157 hadoop@ec2-XXXX.com\u306e\u3088\u3046\u306bssh\u30c8\u30f3\u30cd\u30ea\u30f3\u30b0\u3092\u884c\u3044\u3001\u30d6\u30e9\u30a6\u30b6\u306bproxy\u3092\u7acb\u3066\u308c\u3070OK\uff08\u3084\u308a\u65b9\u306fEMR\u306b\u66f8\u3044\u3066\u3042\u308b\uff09<\/p>\n<p>\u30d6\u30e9\u30a6\u30b6\u304b\u3089http:\/\/ec2-XXXX.com:8080\u306b\u7e4b\u3052\u305f\u3089\u8a2d\u5b9a\u5b8c\u4e86\u3002<\/p>\n<hr \/>\n<h3>\u52d5\u4f5c\u78ba\u8a8d<\/h3>\n<p>\u3053\u3093\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u8a66\u3057\u306bKMeans\u3092scikit-learn\u3068\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<hr \/>\n<h2>\u307e\u3068\u3081<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">EMR\u4f7f\u3046\u3068\u30af\u30e9\u30b9\u30bf\u4e0a\u3067\u306epyspark\u74b0\u5883\u304c\u697d\u306b\u7528\u610f\u3067\u304d\u307e\u3059\u3088\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u305f\u3060\u3001spark\uff23ontext\u5f35\u308a\u3063\u3071\u306a\u3057\u306a\u306e\u3067\u4e00\u5ea6\u306b\u8907\u6570\u306eNOTEBOOK\u306f\u64cd\u4f5c\u3067\u304d\u306a\u3044\u304b\u3082\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">iPyhton\u3067\u8a66\u3057\u3066\u3001\u4e0a\u624b\u304f\u884c\u3063\u305f\u3089\u305d\u308c\u3092\u305d\u306e\u307e\u307eScala\u306b\u76f4\u3057\u3066\u5b9f\u904b\u7528\uff01\u3068\u304b\u3067\u304d\u305d\u3046\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul 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