{"id":36263,"date":"2023-08-17T07:52:20","date_gmt":"2023-09-28T15:27:27","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/"},"modified":"2024-04-30T18:54:27","modified_gmt":"2024-04-30T10:54:27","slug":"%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/","title":{"rendered":"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache Spark"},"content":{"rendered":"<p>\u6211\u89c9\u5f97\u4f7f\u7528MSYS\/MinGW\u5728Hive\u548cSpark\u4e2d\u8f7b\u677e\u73a9\u800d\u3002\u53ea\u4f7f\u7528MSYS\uff08\u548cJDK\uff09\uff0c\u800c\u4e0d\u4f7f\u7528Cygwin\u6765\u8fd0\u884c\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u53ea\u662f\u786e\u8ba4\u5728\u5355\u8282\u70b9\u6a21\u5f0f\u4e0b\uff0c\u4e0d\u6253\u7b97\u521b\u5efa\u96c6\u7fa4\uff0c\u6240\u4ee5\u53ef\u80fd\u6ca1\u6709\u592a\u5927\u7684\u5b9e\u7528\u6027\uff0c\u4f46\u662f\u5982\u679c\u5c06Hadoop\u7684\u7248\u672c\u8bbe\u7f6e\u4e3a2.6.0\uff0c\u5c31\u53ef\u4ee5\u521b\u5efa\u96c6\u7fa4\uff08\uff0a\uff09\u3002<\/p>\n<p>\u867d\u7136\u4e0d\u662f\u6700\u65b0\u7248\u672c\uff0c\u4f46Hive\u80fd\u8fd0\u884cGREE\u63d0\u4f9b\u7684hive-ruby-scripting\u76840.12.0\u7248\u672c\u3002Spark\u80fd\u8fd0\u884c\u76f8\u5bf9\u8f83\u65b0\u76841.2.0\u7248\u672c\u3002<\/p>\n<p>\u4e3a\u4e86\u5728\u672c\u5730\u8f7b\u677e\u4f7f\u7528\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u53ef\u4ee5\u7b80\u5355\u6784\u5efa\u7684\u65e7\u7248\u672chadoop 0.23.11\u4f5c\u4e3a\u57fa\u7840\u3002\u5b83\u662f\u4ec5\u9650\u4e8ehadoop2\u7684API\u8f83\u65e7\uff0c\u5bf9YARN\u6ca1\u6709\u671f\u671b\u3002\u7136\u800c\uff0c\u5728\u672c\u5730\u6a21\u5f0f\u4e0b\uff0c\u5b83\u975e\u5e38\u5bb9\u6613\u4f7f\u7528\u5e76\u4e14\u6027\u80fd\u826f\u597d\u3002<br \/>\n\u6700\u521d\u51e0\u5e74\u524d\uff0c\u6211\u4eec\u5728Windows\u4e0a\u4f7f\u7528hadoop 0.23\u7684\u672c\u5730\u6a21\u5f0f\u8fd0\u884cPig\uff0c\u73b0\u5728\u6211\u4eec\u4e5f\u6210\u529f\u5728\u5355\u8282\u70b9\u6a21\u5f0f\u4e0b\u8fd0\u884c\u4e86HDFS\uff08\u4f7f\u7528hadoop 0.23.11\uff0c\u5c1a\u672a\u9a8c\u8bc1\u96c6\u7fa4\u6a21\u5f0f\uff09\u3002<\/p>\n<p>\u4f7f\u7528Hadoop 2.6.0\u6784\u5efa\u5728Windows 8.1\u4e0a\uff0c\u53ef\u4ee5\u4f7f\u7528\u6784\u5efa\u7684Hadoop 2.6.0\uff0c\u5728\u6b63\u5e38\u7684YARN\u4e2d\u4f7f\u7528Hive\u3002<br \/>\n\u6362\u53e5\u8bdd\u8bf4\uff0c\u5982\u679c\u60f3\u8f7b\u677e\u5730\u5728\u672c\u5730\u6a21\u5f0f\u4e0b\u4f7f\u7528\uff0c\u53ef\u4ee5\u9009\u62e9Hadoop 0.23.11\uff0c\u800c\u5982\u679c\u8981\u8fdb\u884c\u6b63\u5f0f\u7684\u4f7f\u7528\uff0c\u5219\u53ef\u4ee5\u9009\u62e9Hadoop 2.6.0\u3002\u8fd9\u91cc\u4e3b\u8981\u63cf\u8ff0\u4e86\u5728Hadoop 0.23.11\u4e0a\u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/p>\n<p>\u8bf7\u53c2\u8003(\uff0a\uff0a) Spark \u7684\u65b0\u7248\u672c1.4.0\u4e2d\u7684SparkR\u529f\u80fd\u7684\u6784\u5efa\u548c\u64cd\u4f5c\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u5f00\u53d1\u3002<\/p>\n<p>\u6700\u540e\u7684Spark\u5e94\u8be5\u80fd\u591f\u5728\u6ca1\u6709\u4f7f\u7528Hadoop\u7684\u60c5\u51b5\u4e0b\u7ec4\u5efa\u96c6\u7fa4\uff0c\u56e0\u6b64\u5728\u5177\u6709\u5b9e\u7528\u6027\u7684\u60c5\u51b5\u4e0b\u53ef\u4ee5\u4f7f\u7528\u5b83\u3002<\/p>\n<p>\u4e3a\u4e86\u6784\u5efa\u548c\u6267\u884c\u8fd9\u4e9b\uff0c\u6211\u4eec\u5206\u522b\u521b\u5efa\u4e86\u76f8\u5e94\u7684\u8865\u4e01\u3002<\/p>\n<p>\u5982\u679c\u6784\u5efa\u5f88\u9ebb\u70e6\uff0c\u53ef\u4ee5\u4ece\u4ee5\u4e0b\u83b7\u53d6\u5df2\u6784\u5efa\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\uff0c\u5305\u62ecHadoop 2.6.0\u548c\u4e0e\u5176\u517c\u5bb9\u7684Hive\u3002<\/p>\n<p>(http:\/\/sourceforge.jp\/projects\/win-hadoop\/releases\/62852)\u7684\u5185\u5bb9\u8bf7\u7528\u4e2d\u6587\u8fdb\u884c\u7ffb\u8bd1\u3002\u53ea\u9700\u8981\u63d0\u4f9b\u4e00\u79cd\u9009\u9879\u3002<\/p>\n<h2>\u9996\u5148\uff0c\u6784\u5efaHadoop\u3002<\/h2>\n<p>\u7531\u4e8e\u76ee\u6807\u662f\u53ea\u4f7f\u7528MSYS\u548cJDK\u6765\u8fd0\u884c\uff0c\u6240\u4ee5\u53ef\u4ee5\u4f7f\u7528msysGit\u800c\u4e0d\u662fMSYS\/MinGW\u3002\u4f46\u662f\u5728\u6784\u5efa\u8fc7\u7a0b\u4e2d\u9700\u8981\u4f7f\u7528\u534f\u8bae\u7f13\u51b2\u533a\u7f16\u8bd1\u5668\uff0c\u6240\u4ee5\u8bf7\u4e0b\u8f7d\u7248\u672c\u4e3a2.5.0\u7684protoc\u4e8c\u8fdb\u5236\u6587\u4ef6(https:\/\/code.google.com\/p\/protobuf\/downloads\/detail?name=protoc-2.5.0-win32.zip)\uff0c\u5e76\u5c06\u5176\u590d\u5236\u5230C:\\Windows\u6587\u4ef6\u5939\u4e2d\u3002<\/p>\n<p>\u5982\u679c\u4f7f\u7528Hadoop 2.6.0\uff0c\u5219\u53ef\u4ee5\u5ffd\u7565\u6b64\u5904\u7684\u6784\u5efa\u65b9\u6cd5\uff0c\u8bf7\u53c2\u8003\u6b64\u94fe\u63a5\u3002Hadoop 2.6.0\u9700\u8981\u4eceWindows\u547d\u4ee4\u63d0\u793a\u7b26\u800c\u4e0d\u662fMSYS\u8fdb\u884c\u4f7f\u7528\u3002<\/p>\n<p>\u4eceHadoop Archives\uff08https:\/\/archive.apache.org\/dist\/hadoop\/core\/hadoop-0.23.11\/\uff09\u4e0b\u8f7dhadoop-0.23.11-src.tar.gz\u5e76\u89e3\u538b\u7f29\u3002\u7531\u4e8e\u8def\u5f84\u8f83\u957f\uff0c\u8bf7\u5c06\u5176\u653e\u5728\u4e00\u4e2a\u7b80\u77ed\u7684\u7236\u6587\u4ef6\u5939\uff08\u4f8b\u5982C:\\work\uff09\u4e2d\u3002<\/p>\n<p>\u83b7\u53d6\u7528\u4e8e\u5728MSYS\u4e2d\u6784\u5efaHadoop 0.23.11\u7684\u8865\u4e01\u6587\u4ef6\uff08https:\/\/github.com\/qtwi\/msys-hadoop-0.23.11\/raw\/master\/patch\/hadoop-0.23.11-src-mingw-0002r.patch\uff09\u5e76\u5e94\u7528\u8be5\u8865\u4e01\u3002<\/p>\n<pre class=\"post-pre\"><code>cd hadoop-0.23.11-src\r\npatch -u -p1 &lt; ...\/hadoop-0.23.11-src-mingw-0002r.patch\r\n<\/code><\/pre>\n<p>\u6700\u540e\uff0c\u4f7f\u7528Maven\u8fdb\u884c\u6784\u5efa\u3002<\/p>\n<pre class=\"post-pre\"><code>mvn clean package -Pdist -DskipTests\r\n<\/code><\/pre>\n<p>\u5efa\u7acb\u5b8c\u6210\u540e\uff0c\u5c06\u5176\u590d\u5236\u5230hadoop-dist\/target\/hadoop-0.23.11\uff08\u4f8b\u5982C\uff1a\\Apps\u6216C\uff1a\\Apache\u7b49\uff09\u7684\u9002\u5f53\u4f4d\u7f6e\u3002\u7531\u4e8e\u5077\u61d2\u7684\u539f\u56e0\uff0c\u6240\u6709\u6587\u4ef6\u5fc5\u987b\u4f4d\u4e8eC\uff1a\u9a71\u52a8\u5668\u3002<\/p>\n<p>\u5982\u679c\u5904\u4e8e\u672c\u5730\u6a21\u5f0f\uff0c\u5982\u679cJAVA_HOME\u88ab\u6b63\u786e\u8bbe\u7f6e\uff08\u5728Hadoop\u4e2d\u4e0d\u5141\u8bb8\u5728JAVA_HOME\u4e2d\u5305\u542b\u7a7a\u683c\uff0c\u6240\u4ee5\u5b83\u9700\u8981\u8bbe\u7f6e\u4e3a\u7c7b\u4f3c\u4e8ec:\/Progra~1\/Java\/jdk1.7.0_75\u7684\u8def\u5f84\uff09\uff0c\u90a3\u4e48\u5b83\u5e94\u8be5\u53ef\u4ee5\u6b63\u5e38\u5de5\u4f5c\u3002<\/p>\n<p>\u5f53\u5728\u5355\u8282\u70b9\u6a21\u5f0f\u4e0b\u4f7f\u7528\u65f6\uff0c\u9700\u8981\u5728etc\/hadoop\/core-site.xml\u4e2d\u5c06fs.defaultFS\u8bbe\u7f6e\u4e3ahdfs:\/\/localhost:9000\u3002<\/p>\n<pre class=\"post-pre\"><code>  &lt;property&gt;\r\n    &lt;name&gt;fs.defaultFS&lt;\/name&gt;\r\n    &lt;value&gt;hdfs:\/\/localhost:9000&lt;\/value&gt;\r\n  &lt;\/property&gt;\r\n<\/code><\/pre>\n<p>\u5728hdfs-site.xml\u4e2d\u8fdb\u884cdfs.replication\u7684\u914d\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code>  &lt;property&gt;\r\n    &lt;name&gt;dfs.replication&lt;\/name&gt;\r\n    &lt;value&gt;1&lt;\/value&gt;\r\n  &lt;\/property&gt;\r\n<\/code><\/pre>\n<p>\u4e00\u822c\u60c5\u51b5\u4e0b\u53ef\u4ee5\u4f7f\u7528sbin\/start-dfs.sh\u6765\u542f\u52a8\uff0c\u4f46\u672c\u6b21\u65e0\u6cd5\u4f7f\u7528\uff0c\u56e0\u6b64\u9700\u8981\u624b\u52a8\u5728\u4e0d\u540c\u7684\u7a97\u53e3\u4e2d\u5206\u522b\u542f\u52a8NameNode\u548cDataNode\u3002<\/p>\n<pre class=\"post-pre\"><code>bin\/hdfs namenode -format   # \u6700\u521d\u306e\uff11\u56de\u3060\u3051HDFS\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\r\nbin\/hdfs namenode\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>bin\/hdfs datanode\r\n<\/code><\/pre>\n<p>\u5982\u679c\u60a8\u60f3\u66f4\u7b80\u4fbf\u5730\u5b9e\u73b0\u6301\u7eed\u8fd0\u884c\uff0c\u8bf7\u4f7f\u7528Shell\u811a\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>#!\/bin\/bash\r\nstart bash -c \"$HADOOP_HOME\/bin\/hdfs namenode\"\r\nstart bash -c \"$HADOOP_HOME\/bin\/hdfs datanode\"\r\n<\/code><\/pre>\n<p>\u6211\u8ba4\u4e3a\u53ef\u4ee5\u7528\u7c7b\u4f3c\u7684\u65b9\u5f0f\u51c6\u5907\u3002\u53e6\u5916\uff0c\u4e3a\u4e86\u7ed3\u675f\u5b83\uff0c\u9700\u8981\u8fdb\u884ckill\u64cd\u4f5c\uff0c\u56e0\u6b64\u5fc5\u987b\u4fdd\u5b58\u8fdb\u7a0bID\u3002<\/p>\n<p>HDFS\u7684\u64cd\u4f5c\u9700\u5728\u53e6\u4e00\u4e2a\u7a97\u53e3\u4e2d\u6267\u884c\uff0c\u4f46\u662f\u5728MSYS\u4e2d\u6709\u4e00\u79cd\u5947\u602a\u7684\u8def\u5f84\u5b57\u7b26\u4e32\u8f6c\u6362\u7279\u6027\uff0c\u5f53\u6307\u5b9a\u4ece\u6839\u76ee\u5f55\u5f00\u59cb\u7684\u8def\u5f84\u65f6\uff0c\u9700\u8981\u5c06\u5934\u90e8\u7684\u201c\/\u201d\u52a0\u500d\u3002<\/p>\n<pre class=\"post-pre\"><code>bin\/hdfs dfs ls \/\/\r\nbin\/hdfs dfs -mkdir -p \/\/user\/yourname\r\n\r\n# \u30b5\u30f3\u30d7\u30eb\u306e\u5b9f\u884c\r\nbin\/hdfs dfs -put etc\/hadoop input\r\nbin\/hadoop jar share\/hadoop\/mapreduce\/hadoop-mapreduce-examples-0.23.11.jar grep input output 'dfs[a-z.]+'\r\nbin\/hdfs dfs -cat output\/\\*\r\n<\/code><\/pre>\n<h2>\u4e0b\u4e00\u6b65\uff0c\u6784\u5efaHive\u3002<\/h2>\n<p>\u4ece\u5b58\u6863\u4e2d\u4e0b\u8f7dHive 0.12.0\u7684\u6e90\u4ee3\u7801\u3002(https:\/\/archive.apache.org\/dist\/hive\/hive-0.12.0\/)<br \/>\n\u83b7\u53d6\u7528\u4e8e\u5728MSYS\u4e2d\u6784\u5efaHive 0.12.0\u7684\u8865\u4e01(https:\/\/raw.githubusercontent.com\/qtwi\/msys-hadoop-0.23.11\/master\/patch\/hive-0.12.0-src-mingw-0002r.patch)\uff0c\u7136\u540e\u5e94\u7528\u8be5\u8865\u4e01\u3002<\/p>\n<pre class=\"post-pre\"><code>cd hive-0.12.0\/src\r\npatch -u -p1 &lt; ...\/hive-0.12.0-src-mingw-0002r.patch\r\n<\/code><\/pre>\n<p>\u4f7f\u7528ant\u6784\u5efaHive 0.12.0\u3002<\/p>\n<pre class=\"post-pre\"><code>ant clean package\r\n<\/code><\/pre>\n<p>Hive 0.12.0\u7684\u539f\u7248\u662f\u5728\u9ed8\u8ba4\u7684Hadoop1\u4e0a\u8fdb\u884c\u6784\u5efa\u7684\uff0c\u4f46\u901a\u8fc7\u8865\u4e01\uff0c\u53ef\u4ee5\u5728Hadoop 0.23.11\u4e0a\u8fdb\u884c\u6784\u5efa\u3002\u8981\u5728Hadoop 2.6.0\u4e0a\u8fdb\u884c\u6784\u5efa\uff0c\u9700\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u64cd\u4f5c\u3002<\/p>\n<pre class=\"post-pre\"><code>ant clean package -Dhadoop.version=2.6.0 -Dhadoop-0.23.version=2.6.0 -Dhadoop.mr.rev=23\r\n<\/code><\/pre>\n<p>\u5c06\u6784\u5efa\u7ed3\u679c\u590d\u5236\u5230\u9002\u5f53\u7684\u6587\u4ef6\u5939\u4e2d\uff0c\u5b83\u4f4d\u4e8ebuild\/dist\u4e2d\u3002<\/p>\n<p>\u5728\u914d\u7f6e\u6587\u4ef6 conf\/hive-env.sh \u548c conf\/hive-site.xml \u4e2d\u8fdb\u884c\u8bbe\u7f6e\u3002<br \/>\n\u5728\u672c\u5730\u6a21\u5f0f\u4e0b\u8bbe\u7f6e\u65f6\uff0c\u9700\u8981\u6ce8\u610f\u5728 hive-site.xml \u4e2d\u8bbe\u7f6e\u7684 hive.metastore.warehouse.dir \u3002\u5b83\u5fc5\u987b\u662f\u4ee5\u659c\u6760(&#8220;\/&#8221;)\u5f00\u5934\u7684\u4ee5\u659c\u6760(&#8220;\/&#8221;)\u5206\u5272\u7684Windows\u5b8c\u6574\u8def\u5f84\u3002\u52a1\u5fc5\u4e0d\u8981\u5fd8\u8bb0\u5f00\u5934\u7684\u659c\u6760(&#8220;\/&#8221;)\u3002\u4f8b\u5982\uff0c<\/p>\n<pre class=\"post-pre\"><code>  &lt;property&gt;\r\n    &lt;name&gt;hive.metastore.warehouse.dir&lt;\/name&gt;\r\n    &lt;value&gt;\/c:\/apps\/hive-0.12.0\/data\/user\/hive\/warehouse&lt;\/value&gt;\r\n  &lt;\/property&gt;\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5904\u4e8e\u5355\u8282\u70b9\u6a21\u5f0f\uff0c\u4e0a\u8ff0\u5185\u5bb9\u4e0d\u9700\u8981\u7279\u522b\u5173\u6ce8\u6216\u8bbe\u7f6e\uff0c\u4f46\u73b0\u5728\u9700\u8981\u5728HDFS\u4e0a\u521b\u5efa &#8220;\/user\/hive\/warehouse&#8221; \u6587\u4ef6\u5939\u548c \/tmp\u3002<\/p>\n<pre class=\"post-pre\"><code># hadoop\r\nbin\/hdfs dfs -mkdir -p \/\/user\/hive\/warehouse\r\nbin\/hdfs dfs -mkdir \/\/tmp\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4f7f\u7528Hadoop 0.23.11\u7248\u672c\uff0c\u53ef\u4ee5\u5728\u4e0d\u542f\u52a8YARN\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528Hive\u3002\u4f46\u662f\uff0c\u5982\u679c\u4f7f\u7528Hadoop 2.6.0\u7248\u672c\uff0c\u5219\u9700\u8981\u540c\u65f6\u542f\u52a8YARN\u3002\uff08Hadoop 2.6.0\u7248\u672c\u9700\u8981\u5728\u5177\u5907\u7ba1\u7406\u5458\u6743\u9650\u7684Windows\u547d\u4ee4\u63d0\u793a\u7b26\u7a97\u53e3\u4e2d\u542f\u52a8HDFS\u548cYARN\uff09<\/p>\n<pre class=\"post-pre\"><code># hadoop 2.6.0\r\nstart bin\\yarn resourcemanager\r\nstart bin\\yarn nodemanager\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5728hive-site.xml\u4e2d\u51c6\u786e\u5730\u6307\u5b9a\u5b58\u50a8\u5143\u6570\u636e\u7684\u6587\u4ef6\u5939\uff0c\u5728\u4f7f\u7528SparkQL\u4eceSpark\u4e2d\u8fdb\u884c\u8bbe\u7f6e\u65f6\uff0c\u5c31\u4f1a\u53d8\u5f97\u66f4\u52a0\u7b80\u4fbf\u3002\uff08\u53ef\u4ee5\u4eceSpark\u4e2d\u52a0\u8f7dhive\u7684\u6570\u636e\u5e76\u5728Spark\u4e2d\u5904\u7406\uff0c\u6216\u8005\u4f7f\u7528\u7c7b\u4f3cHiveQL\u7684SparkQL\u8fdb\u884c\u5904\u7406\uff09<\/p>\n<pre class=\"post-pre\"><code>  &lt;property&gt;\r\n    &lt;name&gt;javax.jdo.option.ConnectionURL&lt;\/name&gt;\r\n     &lt;value&gt;jdbc:derby:;databaseName=c:\/apache\/hive-0.12.0\/data\/metastore_db;create=true&lt;\/value&gt;\r\n  &lt;\/property&gt;\r\n<\/code><\/pre>\n<p>\u5c06\u793a\u4f8b\u6570\u636e\u5b58\u653e\u5728HDFS\u4e0a\uff0c\u7136\u540e\u901a\u8fc7Hive\u547d\u4ee4\u884c\u9a8c\u8bc1\u5176\u529f\u80fd\u3002<\/p>\n<pre class=\"post-pre\"><code># hadoop\r\nbin\/hdfs dfs -put ..\/hive-0.12.0\/examples\/files\/flights_tiny.txt\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code># hive\r\nbin\/hive --service cli\r\n\r\nhive&gt; create table flight (departure string, arrive string, year int, month int, day int, delay float, number int);\r\nhive&gt; load data inpath 'flights_tiny.txt' into table flight;\r\nhive&gt; select count(*) from flight;\r\n<\/code><\/pre>\n<p>\u8bf7\u5c1d\u8bd5\u8fd0\u884c\u975e\u547d\u4ee4\u884c\u754c\u9762\u7684hwi\u6216hiveserver\u7b49\u670d\u52a1\uff0c\u8bf7\u786e\u4fdd\u5b83\u4eec\u80fd\u591f\u6b63\u5e38\u5de5\u4f5c\u3002<\/p>\n<p>\u5982\u679c\u8981\u4f7f\u7528hive-ruby-scripting\uff0c\u5219\u9700\u8981\u6784\u5efahive-ruby-scripting\u5e76\u5c06jar\u6587\u4ef6\u590d\u5236\u5230hive\u7684lib\u6587\u4ef6\u5939\u4e2d\uff0c\u8fd8\u9700\u8981\u4e0b\u8f7dJRuby 1.7.4\uff08http:\/\/jruby.org\/files\/downloads\/1.7.4\/\uff09\u5e76\u5c06jruby.jar\u4e5f\u590d\u5236\u5230lib\u6587\u4ef6\u5939\u4e2d\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528\u4e86\u3002<\/p>\n<pre class=\"post-pre\"><code>git clone https:\/\/github.com\/gree\/hive-ruby-scripting\r\nmvn clean package\r\ncp hive-ruby-scripting.jar \/c\/apache\/hive-0.12.0\/lib\r\n\r\ncurl -LO https:\/\/s3.amazonaws.com\/jruby.org\/downloads\/1.7.4\/jruby-bin-1.7.4.tar.gz\r\ntar xzf jruby-bin-1.7.4.tar.gz\r\ncp jruby-1.7.4\/lib\/jruby.jar \/c\/apache\/hive-0.12.0\/lib\r\n<\/code><\/pre>\n<h2>\u6700\u540e\uff0c\u6784\u5efaApache Spark\u3002<\/h2>\n<p>\u4e0b\u8f7dSpark 1.2.0\u7684\u6e90\u4ee3\u7801\u3002(https:\/\/archive.apache.org\/dist\/spark\/spark-1.2.0\/spark-1.2.0.tgz)<br \/>\n\u7531\u4e8eSpark\u5c06\u76f4\u63a5\u5728\u6784\u5efa\u7684\u6587\u4ef6\u5939\u4e2d\u4f7f\u7528\uff0c\u6240\u4ee5\u6700\u597d\u5c06\u5176\u89e3\u538b\u5230\u5df2\u590d\u5236Hadoop\u6216Hive\u4e8c\u8fdb\u5236\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u4e2d\u3002<br \/>\n\u83b7\u53d6\u9002\u7528\u4e8eMSYS\u7684Spark 1.2.0\u8865\u4e01(https:\/\/raw.githubusercontent.com\/qtwi\/msys-hadoop-0.23.11\/master\/patch\/spark-1.2.0-mingw-0002r.patch)\uff0c\u5e76\u5e94\u7528\u8be5\u8865\u4e01\u3002<\/p>\n<pre class=\"post-pre\"><code>cd spark-1.2.0\r\npatch -u -p1 &lt; ...\/spark-1.2.0-mingw-0002r.patch\r\n<\/code><\/pre>\n<p>Spark \u4f7f\u7528 Maven \u8fdb\u884c\u6784\u5efa\u65f6\uff0c\u53ef\u4ee5\u6dfb\u52a0\u7a0d\u957f\u7684\u9009\u9879\u3002<\/p>\n<pre class=\"post-pre\"><code>export MAVEN_OPTS=\"-Xmx2g -XX:MaxPermSize=512M -XX:ReservedCodeCacheSize=512m\"\r\n\r\nmvn package -DskipTests -Phadoop-0.23 -Dhadoop.version=0.23.11 \\\r\n  -Pyarn-alpha -Phive -Phive-0.12.0 -Phive-thriftserver\r\n<\/code><\/pre>\n<p>\u8981\u6784\u5efa\u9488\u5bf9Hadoop 2.6.0\u7684\u7248\u672c\uff0c\u8bf7\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n<pre class=\"post-pre\"><code>mvm package -DskipTests -Phadoop-2.4 -Dhadoop.version=2.6.0 \\\r\n  -Pyarn -Phive -Phive-0.12.0 -Phive-thriftserver\r\n<\/code><\/pre>\n<p>\u5728\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\u8fdb\u884c\u6784\u5efa\u5927\u7ea6\u9700\u898130\u5206\u949f\u5b8c\u6210\u3002<\/p>\n<p>\u5c06HADOOP_HOME\u548cHADOOP_CONF_DIR\u5199\u5165conf\/spark-env.sh\u6587\u4ef6\u4e2d\u8fdb\u884c\u8bbe\u7f6e\u3002\u8981\u5728SparkQL\u4e2d\u8bfb\u53d6Hive\u6570\u636e\u5e93\uff0c\u9700\u8981\u8bbe\u7f6eHIVE_CONF_DIR\uff0c\u540c\u65f6\u5728Spark\u7684conf\u6587\u4ef6\u5939\u4e2d\u521b\u5efahive-site.xml\uff0c\u5e76\u5c06Spark\u7684conf\u6587\u4ef6\u5939\u8bbe\u7f6e\u4e3aHIVE_CONF_DIR\u3002<\/p>\n<pre class=\"post-pre\"><code>export HADOOP_HOME=`cd $SPARK_HOME\/..\/hadoop-0.23.11; pwd`\r\nexport HADOOP_CONF_DIR=${HADOOP_CONF_DIR:-\"$HADOOP_HOME\/etc\/hadoop\"}\r\n\r\nexport HIVE_CONF_DIR=$SPARK_HOME\/conf\r\n<\/code><\/pre>\n<p>\u7136\u540e\uff0c\u5728spark-shell\u4e0a\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002<\/p>\n<pre class=\"post-pre\"><code># Spark\r\nbin\/spark-shell\r\n\r\nscala&gt; val tf = sc.textFile(\"README.md\")\r\nscala&gt; tf.count()\r\n\r\nscala&gt; val qc = new org.apache.spark.sql.hive.HiveContext(sc)\r\nscala&gt; qc.sql(\"SELECT COUNT(*) FROM flight\").collect().foreach(println)\r\n<\/code><\/pre>\n<h2>\u6982\u8ff0<\/h2>\n<p>\u642d\u5efa\u4e00\u4e2a\u96c6\u7fa4\uff0c\u82e5\u4e0d\u4f7f\u7528\uff0c\u5219\u65e0\u6cd5\u671f\u671b\u5230Hadoop\u7684\u672c\u8d28\u4f7f\u7528\u65b9\u5f0f\u548c\u6027\u80fd\u3002\u7136\u800c\uff0c\u5982\u679c\u4f60\u53ea\u662f\u7eaf\u7cb9\u5730\u4eab\u53d7HiveQL\u6216Hive\u7684UDF\u5f00\u53d1\uff0c\u6216\u8005\u4f7f\u7528Spark\uff0c\u90a3\u4e48\u5e76\u4e0d\u4e00\u5b9a\u9700\u8981\u50cfHadoop\u90a3\u6837\u91cd\u91cd\u590d\u590d\uff0c\u5373\u4f7f\u5728\u5355\u673aWindows\u4e0a\u4f7f\u7528\uff0c\u4e5f\u6709\u4e00\u4e9b\u76f8\u5f53\u5b9e\u7528\u7684\u65b9\u6cd5\u3002\uff08\u8981\u4e25\u8083\u5730\u642d\u5efa\u4e00\u4e2aHadoop\u96c6\u7fa4\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528Hadoop 2.6.0\u8fdb\u884c\u8bb0\u5f55\u3002\uff09<\/p>\n<p>\u6211\u8ba4\u4e3a\u5728\u4f7f\u7528Windows\u4f5c\u4e3a\u4e3b\u64cd\u4f5c\u7cfb\u7edf\u7684\u60c5\u51b5\u4e0b\uff0c\u8bb8\u591a\u4eba\u4e5f\u4f1a\u5b89\u88c5msysGit\u6765\u4f7f\u7528Git\uff0c\u540c\u65f6\u4e0d\u4f7f\u7528Cygwin\u53ef\u4ee5\u66f4\u52a0\u8f7b\u677e\u5730\u4f7f\u7528Hive\u548cSpark\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u89c9\u5f97\u4f7f\u7528MSYS\/MinGW\u5728Hive\u548cSpark\u4e2d\u8f7b\u677e\u73a9\u800d\u3002\u53ea\u4f7f\u7528MSYS\uff08\u548cJDK\uff09\uff0c\u800c\u4e0d\u4f7f\u7528Cygwi [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36263","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>\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache 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\/\u5728windows\u4e0a\u8fd0\u884capache-hive\u548capache-spark\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache Spark\" \/>\n<meta property=\"og:description\" content=\"\u6211\u89c9\u5f97\u4f7f\u7528MSYS\/MinGW\u5728Hive\u548cSpark\u4e2d\u8f7b\u677e\u73a9\u800d\u3002\u53ea\u4f7f\u7528MSYS\uff08\u548cJDK\uff09\uff0c\u800c\u4e0d\u4f7f\u7528Cygwi [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728windows\u4e0a\u8fd0\u884capache-hive\u548capache-spark\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-28T15:27:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T10:54:27+00:00\" \/>\n<meta name=\"author\" content=\"\u9038, \u79d1\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u9038, \u79d1\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \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%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/\",\"name\":\"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache Spark - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-09-28T15:27:27+00:00\",\"dateModified\":\"2024-04-30T10:54:27+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/85c1dae56e6ea1e695c73d33c684d487\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache 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\/85c1dae56e6ea1e695c73d33c684d487\",\"name\":\"\u9038, \u79d1\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c94f6d9cbbfbca863fab309840bd690c153c95f8490c290ad2ed54dd693dad16?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c94f6d9cbbfbca863fab309840bd690c153c95f8490c290ad2ed54dd693dad16?s=96&d=mm&r=g\",\"caption\":\"\u9038, \u79d1\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/keyi\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache 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\/\u5728windows\u4e0a\u8fd0\u884capache-hive\u548capache-spark\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache Spark","og_description":"\u6211\u89c9\u5f97\u4f7f\u7528MSYS\/MinGW\u5728Hive\u548cSpark\u4e2d\u8f7b\u677e\u73a9\u800d\u3002\u53ea\u4f7f\u7528MSYS\uff08\u548cJDK\uff09\uff0c\u800c\u4e0d\u4f7f\u7528Cygwi [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u5728windows\u4e0a\u8fd0\u884capache-hive\u548capache-spark\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-09-28T15:27:27+00:00","article_modified_time":"2024-04-30T10:54:27+00:00","author":"\u9038, \u79d1","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u9038, \u79d1","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/","name":"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache Spark - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-09-28T15:27:27+00:00","dateModified":"2024-04-30T10:54:27+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/85c1dae56e6ea1e695c73d33c684d487"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u5728Windows\u4e0a\u8fd0\u884cApache Hive\u548cApache 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\/85c1dae56e6ea1e695c73d33c684d487","name":"\u9038, \u79d1","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c94f6d9cbbfbca863fab309840bd690c153c95f8490c290ad2ed54dd693dad16?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c94f6d9cbbfbca863fab309840bd690c153c95f8490c290ad2ed54dd693dad16?s=96&d=mm&r=g","caption":"\u9038, \u79d1"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/keyi\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8windows%e4%b8%8a%e8%bf%90%e8%a1%8capache-hive%e5%92%8capache-spark\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36263","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\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=36263"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36263\/revisions"}],"predecessor-version":[{"id":93680,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/36263\/revisions\/93680"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=36263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=36263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=36263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}