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社区首页 >专栏 >HBase实战(1):使用Python连接Hbase数据库【未测试】

HBase实战(1):使用Python连接Hbase数据库【未测试】

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发布2019-04-10 16:21:00
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发布2019-04-10 16:21:00
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文章被收录于专栏:热爱IT热爱IT

使用Python连接Hbase数据库

1,Hbase下载。

下载地址:http://hbase.apache.org/downloads.html

2,本地Hbase安装

root@master:/usr/local/setup_tools# tar -zxvf hbase-2.0.0-bin.tar.gz

    root@master:/usr/local/setup_tools# mv hbase-2.0.0 /usr/local/     root@master:/usr/local/setup_tools# cd /usr/local     root@master:/usr/local# ls | grep hbase     hbase-2.0.0     root@master:/usr/local#

    root@master:/usr/local/hbase-2.0.0# vi /etc/profile     export HBASE_HOME=/usr/local/hbase-2.0.0     export PATH=.:$PATH:$JAVA_HOME/bin:$SCALA_HOME/bin:$HADOOP_HOME/bin:$SPARK_HOME/bin:$HIVE_HOME/bin:$FLUME_HOME/bin:$ZOOKEEPER_HOME/bin:$KAFKA_HOME/bin:$IDEA_HOME/bin:$eclipse_HOME:$MAVEN_HOME/bin:$ALLUXIO_HOME/bin:$HBASE_HOME/bin

root@master:/usr/local/hbase-2.0.0# source /etc/profile

3,配置

 修改hbase-site.xml,设置存储数据的根目录。

root@master:/usr/local/hbase-2.0.0/conf# vi hbase-site.xml

    <configuration>         <property>             <name>hbase.rootdir</name>             <value>file:///usr/local/hbase-2.0.0/data</value>         </property>     </configuration>

4,启动hbase

    root@master:/usr/local/hbase-2.0.0# cd bin     root@master:/usr/local/hbase-2.0.0/bin# ls     considerAsDead.sh     hbase             hbase-config.cmd  hbase-jruby             master-backup.sh  replication               start-hbase.sh  zookeepers.sh     draining_servers.rb   hbase-cleanup.sh  hbase-config.sh   hirb.rb                 region_mover.rb   rolling-restart.sh        stop-hbase.cmd     get-active-master.rb  hbase.cmd         hbase-daemon.sh   local-master-backup.sh  regionservers.sh  shutdown_regionserver.rb  stop-hbase.sh     graceful_stop.sh      hbase-common.sh   hbase-daemons.sh  local-regionservers.sh  region_status.rb  start-hbase.cmd           test     root@master:/usr/local/hbase-2.0.0/bin# start-hbase.sh     SLF4J: Class path contains multiple SLF4J bindings.     SLF4J: Found binding in [jar:file:/usr/local/hbase-2.0.0/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/hadoop-2.6.0/share/hadoop/common/lib/slf4j-log4j12-1.7.5.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/alluxio-1.7.0-hadoop-2.6/client/alluxio-1.7.0-client.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.     SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory]     running master, logging to /usr/local/hbase-2.0.0/logs/hbase-root-master-master.out     root@master:/usr/local/hbase-2.0.0/bin# jps     2757 Jps     2685 HMaster

5,使用hbase shell

    root@master:/usr/local/hbase-2.0.0/bin#  hbase shell     SLF4J: Class path contains multiple SLF4J bindings.     SLF4J: Found binding in [jar:file:/usr/local/hbase-2.0.0/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/hadoop-2.6.0/share/hadoop/common/lib/slf4j-log4j12-1.7.5.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/alluxio-1.7.0-hadoop-2.6/client/alluxio-1.7.0-client.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.     SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory]     HBase Shell     Use "help" to get list of supported commands.     Use "exit" to quit this interactive shell.     Version 2.0.0, r7483b111e4da77adbfc8062b3b22cbe7c2cb91c1, Sun Apr 22 20:26:55 PDT 2018     Took 0.0044 seconds                                                                                                                                                         hbase(main):001:0>

    hbase(main):003:0> version     2.0.0, r7483b111e4da77adbfc8062b3b22cbe7c2cb91c1, Sun Apr 22 20:26:55 PDT 2018     Took 0.0054 seconds                                                                                                                                                         hbase(main):004:0>

启动hbase thrift服务。

    root@master:/usr/local/hbase-2.0.0/bin# hbase-daemon.sh start thrift     running thrift, logging to /usr/local/hbase-2.0.0/logs/hbase-root-thrift-master.out     SLF4J: Class path contains multiple SLF4J bindings.     SLF4J: Found binding in [jar:file:/usr/local/hbase-2.0.0/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/hadoop-2.6.0/share/hadoop/common/lib/slf4j-log4j12-1.7.5.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: Found binding in [jar:file:/usr/local/alluxio-1.7.0-hadoop-2.6/client/alluxio-1.7.0-client.jar!/org/slf4j/impl/StaticLoggerBinder.class]     SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.     root@master:/usr/local/hbase-2.0.0/bin# jps     3332 Jps     3254 ThriftServer     2685 HMaster     root@master:/usr/local/hbase-2.0.0/bin#

二,使用Python连接Hbase。

1,建立Python开发环境 ---虚拟环境。

          先进行检查。

    root@master:/usr/local/hbase-2.0.0/bin# pip     The program 'pip' is currently not installed. You can install it by typing:     apt-get install python-pip     root@master:/usr/local/hbase-2.0.0/bin# python     Python 2.7.6 (default, Mar 22 2014, 22:59:56)     [GCC 4.8.2] on linux2     Type "help", "copyright", "credits" or "license" for more information.     >>> exit()     root@master:/usr/local/hbase-2.0.0/bin#

    安装pip。

    root@master:/usr/local/hbase-2.0.0/bin# apt-get install python-pip     Reading package lists... Done     Building dependency tree            Reading state information... Done     The following packages were automatically installed and are no longer required:       diffstat hardening-includes libapt-pkg-perl libarchive-zip-perl       libautodie-perl libclass-accessor-perl libemail-valid-perl libio-pty-perl       libio-string-perl libipc-run-perl libipc-system-simple-perl       liblist-moreutils-perl libnet-dns-perl libnet-domain-tld-perl libnet-ip-perl       libparse-debianchangelog-perl libperlio-gzip-perl libsub-identify-perl       libsub-name-perl libtext-levenshtein-perl patchutils t1utils     Use 'apt-get autoremove' to remove them.     The following extra packages will be installed:       python-chardet-whl python-colorama python-colorama-whl python-distlib       python-distlib-whl python-html5lib python-html5lib-whl python-pip-whl       python-pkg-resources python-requests-whl python-setuptools       python-setuptools-whl python-six-whl python-urllib3-whl python-wheel     Suggested packages:       python-genshi python-distribute python-distribute-doc     Recommended packages:       python-dev-all     The following NEW packages will be installed:       python-chardet-whl python-colorama python-colorama-whl python-distlib       python-distlib-whl python-html5lib python-html5lib-whl python-pip       python-pip-whl python-requests-whl python-setuptools python-setuptools-whl       python-six-whl python-urllib3-whl python-wheel     The following packages will be upgraded:       python-pkg-resources     1 upgraded, 15 newly installed, 0 to remove and 637 not upgraded.     Need to get 1,744 kB of archives.     After this operation, 4,184 kB of additional disk space will be used.     Do you want to continue? [Y/n] y     Get:1 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-chardet-whl all 2.2.1-2~ubuntu1 [170 kB]     Get:2 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-chardet-whl all 2.2.1-2~ubuntu1 [170 kB]     1% [2 python-chardet-whl 14.0 kB/170 kB 8%]                                         Get:3 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-chardet-whl all 2.2.1-2~ubuntu1 [170 kB]     Get:4 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-chardet-whl all 2.2.1-2~ubuntu1 [170 kB]     2% [4 python-chardet-whl 38.1 kB/170 kB 22%]                                        6% [4 python-chardet-whl 99.9 kB/170 kB 59%]                                        Get:5 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-colorama all 0.2.5-0.1ubuntu2 [18.4 kB]     Get:6 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-colorama-whl all 0.2.5-0.1ubuntu2 [18.2 kB]     Get:7 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-distlib all 0.1.8-1ubuntu1 [113 kB]     Get:8 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-distlib-whl all 0.1.8-1ubuntu1 [140 kB]     Get:9 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-html5lib all 0.999-3~ubuntu1 [83.5 kB]     Get:10 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-html5lib-whl all 0.999-3~ubuntu1 [109 kB]     Get:11 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-six-whl all 1.5.2-1ubuntu1 [10.5 kB]     Get:12 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-urllib3-whl all 1.7.1-1ubuntu4 [64.0 kB]     Get:13 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-requests-whl all 2.2.1-1ubuntu0.3 [227 kB]     Get:14 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-setuptools-whl all 3.3-1ubuntu2 [244 kB]     Get:15 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-pip-whl all 1.5.4-1ubuntu4 [111 kB]     Get:16 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-pkg-resources all 3.3-1ubuntu2 [61.9 kB]     Get:17 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-setuptools all 3.3-1ubuntu2 [230 kB]     Get:18 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/universe python-pip all 1.5.4-1ubuntu4 [97.3 kB]     Get:19 http://us.archive.ubuntu.com/ubuntu/ trusty-updates/main python-wheel all 0.24.0-1~ubuntu1 [44.7 kB]     Fetched 1,723 kB in 9min 30s (3,019 B/s)                                            Selecting previously unselected package python-chardet-whl.     (Reading database ... 156494 files and directories currently installed.)     Preparing to unpack .../python-chardet-whl_2.2.1-2~ubuntu1_all.deb ...     Unpacking python-chardet-whl (2.2.1-2~ubuntu1) ...     Selecting previously unselected package python-colorama.     Preparing to unpack .../python-colorama_0.2.5-0.1ubuntu2_all.deb ...     Unpacking python-colorama (0.2.5-0.1ubuntu2) ...     Selecting previously unselected package python-colorama-whl.     Preparing to unpack .../python-colorama-whl_0.2.5-0.1ubuntu2_all.deb ...     Unpacking python-colorama-whl (0.2.5-0.1ubuntu2) ...     Selecting previously unselected package python-distlib.     Preparing to unpack .../python-distlib_0.1.8-1ubuntu1_all.deb ...     Unpacking python-distlib (0.1.8-1ubuntu1) ...     Selecting previously unselected package python-distlib-whl.     Preparing to unpack .../python-distlib-whl_0.1.8-1ubuntu1_all.deb ...     Unpacking python-distlib-whl (0.1.8-1ubuntu1) ...     Selecting previously unselected package python-html5lib.     Preparing to unpack .../python-html5lib_0.999-3~ubuntu1_all.deb ...     Unpacking python-html5lib (0.999-3~ubuntu1) ...     Selecting previously unselected package python-html5lib-whl.     Preparing to unpack .../python-html5lib-whl_0.999-3~ubuntu1_all.deb ...     Unpacking python-html5lib-whl (0.999-3~ubuntu1) ...     Selecting previously unselected package python-six-whl.     Preparing to unpack .../python-six-whl_1.5.2-1ubuntu1_all.deb ...     Unpacking python-six-whl (1.5.2-1ubuntu1) ...     Selecting previously unselected package python-urllib3-whl.     Preparing to unpack .../python-urllib3-whl_1.7.1-1ubuntu4_all.deb ...     Unpacking python-urllib3-whl (1.7.1-1ubuntu4) ...     Selecting previously unselected package python-requests-whl.     Preparing to unpack .../python-requests-whl_2.2.1-1ubuntu0.3_all.deb ...     Unpacking python-requests-whl (2.2.1-1ubuntu0.3) ...     Selecting previously unselected package python-setuptools-whl.     Preparing to unpack .../python-setuptools-whl_3.3-1ubuntu2_all.deb ...     Unpacking python-setuptools-whl (3.3-1ubuntu2) ...     Selecting previously unselected package python-pip-whl.     Preparing to unpack .../python-pip-whl_1.5.4-1ubuntu4_all.deb ...     Unpacking python-pip-whl (1.5.4-1ubuntu4) ...     Preparing to unpack .../python-pkg-resources_3.3-1ubuntu2_all.deb ...     Unpacking python-pkg-resources (3.3-1ubuntu2) over (3.3-1ubuntu1) ...     Selecting previously unselected package python-setuptools.     Preparing to unpack .../python-setuptools_3.3-1ubuntu2_all.deb ...     Unpacking python-setuptools (3.3-1ubuntu2) ...     Selecting previously unselected package python-pip.     Preparing to unpack .../python-pip_1.5.4-1ubuntu4_all.deb ...     Unpacking python-pip (1.5.4-1ubuntu4) ...     Selecting previously unselected package python-wheel.     Preparing to unpack .../python-wheel_0.24.0-1~ubuntu1_all.deb ...     Unpacking python-wheel (0.24.0-1~ubuntu1) ...     Processing triggers for man-db (2.6.7.1-1ubuntu1) ...     Setting up python-chardet-whl (2.2.1-2~ubuntu1) ...     Setting up python-colorama (0.2.5-0.1ubuntu2) ...     Setting up python-colorama-whl (0.2.5-0.1ubuntu2) ...     Setting up python-distlib (0.1.8-1ubuntu1) ...     Setting up python-distlib-whl (0.1.8-1ubuntu1) ...     Setting up python-html5lib (0.999-3~ubuntu1) ...     Setting up python-html5lib-whl (0.999-3~ubuntu1) ...     Setting up python-six-whl (1.5.2-1ubuntu1) ...     Setting up python-urllib3-whl (1.7.1-1ubuntu4) ...     Setting up python-requests-whl (2.2.1-1ubuntu0.3) ...     Setting up python-setuptools-whl (3.3-1ubuntu2) ...     Setting up python-pip-whl (1.5.4-1ubuntu4) ...     Setting up python-pkg-resources (3.3-1ubuntu2) ...     Setting up python-setuptools (3.3-1ubuntu2) ...     Setting up python-pip (1.5.4-1ubuntu4) ...     Setting up python-wheel (0.24.0-1~ubuntu1) ...     root@master:/usr/local/hbase-2.0.0/bin#

 Pip安装好之后,安装virtualenv软件,让操作系统支持虚拟环境,可以得到命令virtualenv或者pyvenv命令。

    root@master:/usr/local/hbase-2.0.0/bin# pip install virtualenv     Downloading/unpacking virtualenv       Downloading virtualenv-16.0.0-py2.py3-none-any.whl (1.9MB): 1.9MB downloaded     Installing collected packages: virtualenv     Successfully installed virtualenv     Cleaning up...     root@master:/usr/local/hbase-2.0.0/bin#

创建虚拟环境

    root@master:/usr/local# mkdir myPythonEnv     root@master:/usr/local# cd myPythonEnv     root@master:/usr/local/myPythonEnv# pwd     /usr/local/myPythonEnv     root@master:/usr/local/myPythonEnv# Pyvenv project-env     Pyvenv: command not found     root@master:/usr/local/myPythonEnv# virtualenv  project-env     New python executable in /usr/local/myPythonEnv/project-env/bin/python     Installing setuptools, pip, wheel...done.     root@master:/usr/local/myPythonEnv#

进入虚拟环境:

    root@master:/usr/local/myPythonEnv/project-env/bin# source /usr/local/myPythonEnv/project-env/bin/activate     (project-env) root@master:/usr/local/myPythonEnv/project-env/bin#

安装Thrift依赖包

    (project-env) root@master:/usr/local/myPythonEnv/project-env/bin#  pip install thrift     Collecting thrift     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:339: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       SNIMissingWarning     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:137: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       InsecurePlatformWarning     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:137: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       InsecurePlatformWarning       Downloading https://files.pythonhosted.org/packages/c6/b4/510617906f8e0c5660e7d96fbc5585113f83ad547a3989b80297ac72a74c/thrift-0.11.0.tar.gz (52kB)         100% |████████████████████████████████| 61kB 22kB/s     Collecting six>=1.7.2 (from thrift)       Downloading https://files.pythonhosted.org/packages/67/4b/141a581104b1f6397bfa78ac9d43d8ad29a7ca43ea90a2d863fe3056e86a/six-1.11.0-py2.py3-none-any.whl     Building wheels for collected packages: thrift       Running setup.py bdist_wheel for thrift ... done       Stored in directory: /root/.cache/pip/wheels/be/36/81/0f93ba89a1cb7887c91937948519840a72c0ffdd57cac0ae8f     Successfully built thrift     Installing collected packages: six, thrift     Successfully installed six-1.11.0 thrift-0.11.0

安装hbase-thrift依赖包

    (project-env) root@master:/usr/local/myPythonEnv/project-env/bin#  pip install hbase-thrift     Collecting hbase-thrift     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:339: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       SNIMissingWarning     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:137: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       InsecurePlatformWarning     /usr/local/myPythonEnv/project-env/local/lib/python2.7/site-packages/pip/_vendor/urllib3/util/ssl_.py:137: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings       InsecurePlatformWarning       Downloading https://files.pythonhosted.org/packages/89/f7/dbb6c764bb909ed361c255828701228d8c9867d541cfef84127e6f3704cc/hbase-thrift-0.20.4.tar.gz     Requirement already satisfied: Thrift in /usr/local/myPythonEnv/project-env/lib/python2.7/site-packages (from hbase-thrift) (0.11.0)     Requirement already satisfied: six>=1.7.2 in /usr/local/myPythonEnv/project-env/lib/python2.7/site-packages (from Thrift->hbase-thrift) (1.11.0)     Building wheels for collected packages: hbase-thrift       Running setup.py bdist_wheel for hbase-thrift ... done       Stored in directory: /root/.cache/pip/wheels/fe/51/f2/afb7b010cd97910aa0b651d492735a38ed69a93a817444904e     Successfully built hbase-thrift     Installing collected packages: hbase-thrift     Successfully installed hbase-thrift-0.20.4     (project-env) root@master:/usr/local/myPythonEnv/project-env/bin#

Python连接HBASE的测试程序

    (project-env) root@master:/usr/local/noc_python_201806# vi queryTest.py     from thrift import Thrift     from thrift.transport import TSocket     from thrift.transport import TTransport     from thrift.protocol import TBinaryProtocol     from hbase import Hbase     from hbase.ttypes import *     transport = TSocket.TSocket('localhost', 9090)     transport = TTransport.TBufferedTransport(transport)     protocol = TBinaryProtocol.TBinaryProtocol(transport)     client = Hbase.Client(protocol)     transport.open()     print client.getTableNames()

运行结果为,查询出表:

    (project-env) root@master:/usr/local/noc_python_201806# python queryTest.py     ['test', 'testHbase']     (project-env) root@master:/usr/local/noc_python_201806#

Hbase中的表

    hbase(main):025:0> list     TABLE                                                                                                                                                                       test                                                                                                                                                                        testHbase                                                                                                                                                                   2 row(s)     Took 0.0188 seconds                                                                                                                                                         => ["test", "testHbase"]     hbase(main):026:0>

至此,Python连接Hbase已经成功! --------------------- 作者:段智华 来源:CSDN 原文:https://blog.csdn.net/duan_zhihua/article/details/80622166 版权声明:本文为博主原创文章,转载请附上博文链接!

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