Hadoop 全分佈模式 平臺搭建

現將博客搬家至CSDN,博主改去CSDN玩玩~ 傳送門:http://blog.csdn.net/sinat_28177969/article/details/54138163php

 

Ps:主要答疑區在本帖最下方,疑點會標註出來。我的在配置過程當中遇到的困難都會此列舉。css

 

實驗介紹:html

  本次實驗主要介紹了Hadoop平臺的兩個核心工具,HDFS和Mapreduce,結合這兩個核心在Linux下搭建基於YARN集羣的全分佈模式的Hadoop架構。java

  實驗案例,基於Hadoop平臺下的Wordcount分詞統計的試驗node

 

實驗需求:python

  一、PC機,局域網服務,Linux系統  jquery

 

背景介紹:linux

  Hadoop實現了一個分佈式文件系統,簡稱HDFS。
  HDFS有高容錯性的特色,而且設計用來部署在普PC機上,並且它提供高吞吐量來訪問應用程序的數據,適合那些有着超大數據集的應用程序。
  HDFS放寬了POSIX的要求,能夠以流的形式訪問文件系統中的數據。
 
  Hadoop的框架最核心的設計就是:
    HDFS和MapReduce。
    HDFS爲海量的數據提供了存儲,則MapReduce爲海量的數據提供了計算。
  
  開發者在熟練掌握了hadoop的使用後輕鬆地在Hadoop上開發和運行處理海量數據的應用程序
 
 
  

  NameNode

  NameNode 是一個一般在 HDFS 實例中的單獨機器上運行的軟件。
  它負責管理文件系統名稱空間和控制外部客戶機的訪問。NameNode 決定是否將文件映射到 DataNode 上的複製塊上。
  對於最多見的 3 個複製塊,第一個複製塊存儲在同一機架的不一樣節點上,最後一個複製塊存儲在不一樣機架的某個節點上。
  實際的 I/O事務並無通過 NameNode,只有表示 DataNode 和塊的文件映射的元數據通過 NameNode。
  當外部客戶機發送請求要求建立文件時,NameNode 會以塊標識和該塊的第一個副本的 DataNode IP 地址做爲響應,這個 NameNode 還會通知其餘將要接收該塊的副本的 DataNode。
 
  NameNode 在一個稱爲 FsImage 的文件中存儲全部關於文件系統名稱空間的信息。
  這個文件和一個包含全部事務的記錄文件(這裏是 EditLog)將存儲在 NameNode 的本地文件系統上。FsImage 和 EditLog 文件也須要複製副本,以防文件損壞或 NameNode 系統丟失。
  NameNode自己不可避免地具備SPOF單點失效的風險,主備模式並不能解決這個問題,經過Hadoop Non-stop namenode才能實現100% uptime可用時間。

  DataNode

  DataNode 也是一個一般在 HDFS實例中的單獨機器上運行的軟件。
  Hadoop 集羣包含一個 NameNode 和大量 DataNode。
  DataNode 一般以機架的形式組織,機架經過一個交換機將全部系統鏈接起來。
  Hadoop 的一個假設是:機架內部節點之間的傳輸速度快於機架間節點的傳輸速度。
 
  DataNode 響應來自 HDFS 客戶機的讀寫請求。它們還響應來自 NameNode 的建立、刪除和複製塊的命令。
  NameNode 依賴來自每一個 DataNode 的按期心跳(heartbeat)消息。每條消息都包含一個塊報告,NameNode 能夠根據這個報告驗證塊映射和其餘文件系統元數據。
  若是 DataNode 不能發送心跳消息,NameNode 將採起修復措施,從新複製在該節點上丟失的塊。

 

 

 

實驗步驟及結果:git

 

1.搭建平臺(全分佈式hadoop + eclipse Neon.1 + JDK1.8)github

  

  集羣搭建:

  主機兩臺(可拓展):

  (1)兩個主機系統均爲Ubuntu 16.04 LTS

    詳情:

      master 192.168.:103.26(虛擬機)

      slave2 192.168.103.22(物理機)

      

      注:

        (1)slave1是在同窗的筆記本上,由於他的筆記本老是飄忽不定,因此此次博客上就先不寫他的ip地址

        (2)master是虛擬機的理由就是第一次嘗試怕配錯環境,致使崩潰,因此用了VMware爲master,方便拯救平臺

 

  (2)hadoop平臺版本都爲最新穩定版2.7.3(解壓及安裝hadoop)      

      下載地址:Hadoop官網 http://hadoop.apache.org/releases.html

      

      步驟1:點開網頁之後,點擊紅色箭頭所指的連接

 

      步驟2:點開後以下圖

      

      步驟3:選擇一個連接下載(我的推薦最後一個 tsinghua.edu.cn 清華大學連接源比較好)

      步驟4:下載完後打開文件管理器,選擇Downloads文件夾(若是修改主要文件夾名字爲中文的,應選擇「下載」)

      

      步驟5:解壓到指定路徑

      步驟5.1:在當前文件夾下右鍵 - 在終端打開 鍵入su root命令

 

      

      步驟5.2:輸入root用戶密碼後,以下圖所示

 

      

      步驟5.3:鍵入解壓命令

sudo tar zxvf hadoop-2.7.3.tar.gz -C /usr/local/hadoop

        (注意:若是提示hadoop文件夾不存在的,能夠在root用戶下用cd命令到 /usr/local路徑下 鍵入 sudo mkdir /hadoop 建立夾)

      步驟5.4:解壓後以下圖所示

        (注意:路徑知足如圖所示便可,或自行定義)

    至此hadoop前期下載準備工做已經完成。接下準備java環境的配置

 

  (3)JDK版本爲java8-oracle(配置java環境)

     (環境:系統穩定聯網狀態下)

        步驟1:打開終端鍵入命令(root用戶模式能夠不用加sudo前綴)

sudo add-apt-repository ppa:webupd8team/java

      步驟2:出現一段文字後按回車繼續

      步驟3:繼續鍵入命令

sudo apt-get update

      步驟4:待系統加載完全部下載源

      步驟5:鍵入安裝命令

sudo apt-get install oracle-java8-installer

      步驟6:等待下載結束(過程稍微有點漫長)

      

      這個版本的java默認安裝在 /usr/lib/jvm文件夾下

      安裝結束後配置環境變量

      

      終端輸入:

sudo gedit /etc/profile

      步驟7:配置完後,按 ctrl + s 保存

      步驟8:在終端中輸入

sudo source /etc/profile

      使配置的環境變量生效

      步驟9:和在Windows下配置同樣,在終端測試java和javac命令是否生效,在linux下能夠多測試下jps命令看java進程號

      

      至此java環境變量配置完畢

 

  (4)SSH免密配置

    SSH 是目前較可靠,專爲遠程登陸會話和其餘網絡服務提供安全性的協議。利用 SSH 協議能夠有效防止遠程管理過程當中的信息泄露問題。SSH最初是UNIX系統上的一個程序,後來又迅速擴展到其餘操做平臺。

    SSH在正確使用時可彌補網絡中的漏洞。SSH客戶端適用於多種平臺。

 

      Ubuntu Linux下配置免密登陸主要依靠 ssh localhost的命令

      !!注意,若是改過 /etc/hosts 下的內容須要從新配置(下圖是個人例子)

    

    因爲後期爲了不hadoop的一些端口和IP錯誤,因此我把localhost的名字改了,順帶把 /etc/hostname 的名字也改了。

    改了上述的 hosts 和 hostname的名字後,記得重啓電腦或者虛擬機

    

    192.168.91.45是我虛擬的IP的地址 名字叫master 至關於 沒有改變配置文件以前的 127.0.0.1 localhost

    因此配置ssh免密的時候是鍵入 ssh master 而不是 ssh localhost

    

    話很少說!

    步驟0:SSH須要安裝OpenSSH-server(若是已經安裝則無需理會)

sudo apt-get install openssh-server

    步驟1:在非root用戶模式下打開終端鍵入ssh localhost(或者是定義的用戶名)

    步驟2:提示輸入密碼,輸入你的ssh密碼(本身記得住就好)

    步驟3:輸入完之後,測試一下ssh localhost(或是自定義名字),輸入密碼後是否以下圖彈出一些信息

 

    

    步驟4:若是下午所示後,則建立ssh成功

    步驟5:建立免密登陸(不須要關閉終端),鍵入以下命令

ssh-keygen -t rsa

 

    

    步驟6:一直按回車直至出現RSA窗口便可

    步驟7:鍵入命令

sudo cp .ssh/id_rsa.pub .ssh/authorized_keys

    步驟8:驗證免密登陸,輸入ssh localhost(或者自定義的名字),是否還須要輸入密碼登陸

 

    root用戶下:

    步驟1:進入root用戶模式(用戶模式下在終端鍵盤入:su root,輸入root密碼便可)

    步驟2:進入ssh配置文件

gedit /etc/ssh/sshd_config

 

    

    步驟3:把PermitRootLogin的字段改爲 yes(原來的好像是Prohibit xxxx的),有點忘記了。總之改爲yes就能夠了

    步驟4:保存退出終端

    步驟5:打開新的終端鍵入命令

sudo service ssh restart

    重啓ssh服務以後,打開終端

    

    步驟6:進入root用戶模式下,鍵入 ssh localhost(或是你的自定義名字)

    步驟7:輸入自定義ssh密碼後,與用戶模式下的相似

    步驟8:鍵入 ssh-keygen -t rsa 建立RSA密鑰

    步驟9:一直回車直至出現RSA密鑰圖,(若是提示Overwrite 輸入 y 便可)

    步驟10:鍵入配置免密的命令

cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys

    步驟11:完成後,在root用戶模式輸入 ssh localhost(或自定義名字)後,以下圖所示便可。

        

    

    至此,root用戶和普通用戶模式的ssh免密配置完成。

 

    

  (4.1)SSH免密配置(節點篇)

      需求:若是每一個節點都須要下載安裝hadoop ,則大量耗費人力物力。

      解決:因此須要一個SSH來遠程發送hadoop包分發給每一個節點。

      

      接下來來說解master打通每一個節點的鏈接方式(單節點和多節點同樣,只要配置好就能夠進行鏈接)

      步驟1:在hosts文件中配置好各子節點的ip地址以及名稱(以下圖)

      

      步驟2: 編輯好hosts文件保存並關閉,(root用戶模式下)打開終端輸入

ssh-copy-id -i ~/.ssh/id_rsa.pub root@slave* 
(星號表明子節點號碼,或者把slave*換成自定義的名稱)

      步驟3:提示輸入,子節點的登陸密碼,輸入完成後,等待命令完成

      步驟4:在終端中輸入 ssh slave*(或者自定義名字),以下圖:

     步驟5:ssh打通master和子節點的通道,能夠經過scp命令傳輸數據了。

     至此,完成對於子節點的ssh免密訪問配置。

 

  (5)hadoop平臺版本都爲最新穩定版2.7.3(解壓及安裝hadoop)

    hadoop配置下主要注意配置文件路徑的問題

    主要包括:hadoop根目錄下 /etc/hadoop 裏面的xml配置文件

      例:hadoop-env.sh , hdfs-site.xml, mapred-site.xml , core-site.xml , yarn-site.xml

      

      注:mapred-site.xml須要複製出來到本路徑,本來是mapred-site.xml.template 須要用 cp 命令複製並更名字

        或者能夠經過 gedit 命令建立一個新的mapred-site.xml,把模板內的內容複製過去,而後再進行配置

 

 

     

      配置文件1:hadoop-env.sh(配置環境變量,讓hadoop識別)

 

 

      配置文件2:core-site.xml

<configuration>
    <property>
        <name>fs.default.name</name>
        <value>hdfs://master:8020</value>
    </property>
    <property>
        <name>io.file.buffer.size</name>
        <value>131072</value>
    </property>
    <property>
        <name>hadoop.tmp.dir</name>
        <value>/home/hadoop/tmp</value>
    </property>
    <property>
        <name>hadoop.proxyuser.hadoop.hosts</name>
        <value>*</value>
    </property>
    <property>
        <name>hadoop.proxyuser.hadoop.group</name>
        <value>*</value>
    </property>
    <property>
        <name>dfs.permissions</name>
        <value>false</value>
    </property>
</configuration>

 

      配置文件3:hdfs-site.xml

<configuration>
    <property>
        <name>dfs.namenode.secondary.http-address</name>
        <value>master:9000</value>
    </property>
    <property>
        <name>dfs.namenode.name.dir</name>
        <value>file:/home/hadoop/dfs/name</value>
    </property>
    <property>
        <name>dfs.datanode.data.dir</name>
        <value>file:/home/hadoop/dfs/data</value>
    </property>
    <property>
        <name>dfs.replication</name>
        <value>3</value>
    </property>
    <property>
        <name>dfs.webhdfs.enabled</name>
        <value>true</value>
    </property>
</configuration>

 

      配置文件4: mapred-site.xml

<configuration>
    <property>
        <name>mapreduce.framework.name</name>
        <value>yarn</value>
    </property>
    <property>
        <name>mapred.job.tracker</name>
        <value>master:9001</value>
    </property>
    <property>
        <name>mapred.job.tracker.http.address</name>
        <value>master:50030</value>
    </property>
    <property>
        <name>mapreduce.jobhistory.address</name>
        <value>master:10020</value>
    </property>
    <property>
        <name>mapreduce.jobhistory.webapp.address</name>
        <value>master:19888</value>
    </property>
</configuration>

 

       配置文件5:yarn-site.xml

<configuration>
    <property>
        <name>yarn.nodemanager.aux-services</name>
        <value>mapreduce_shuffle</value>
    </property>
    <property>
        <name>yarn.nodemanager.aux-services.mapreduce.shuffle.class</name>
        <value>org.apache.hadoop.mapred.ShuffleHandler</value>
    </property>
    <property>
        <name>yarn.resourcemanager.address</name>
        <value>master:8032</value>
    </property>
    <property>
        <name>yarn.resourcemanager.scheduler.address</name>
        <value>master:8030</value>
    </property>
    <property>
        <name>yarn.resourcemanager.resource-tracker.address</name>
        <value>master:8031</value>
    </property>
    <property>
        <name>yarn.resourcemanager.admin.address</name>
        <value>master:8033</value>
    </property>
    <property>
        <name>yarn.resourcemanager.webapp.address</name>
        <value>master:8088</value>
    </property>
</configuration>

 

      !!!注:若是是master節點(即服務器)須要添加多一個slaves文件指定slave

      配置文件6:slaves(選)

slave2 192.168.90.33

     

    最後步驟:以上配置文件配置完畢後打開終端窗口,輸入

hadoop namenode -format

    出現以下結果,沒有JAVA報錯便可

    初始化hadoop namenode節點成功!

    

    打開終端利用 cd 命令進入hadoop啓動命令文件下

cd /usr/local/hadoop/hadoop-2.7.3/sbin

    

    鍵入以下命令啓動hadoop(root用戶模式下)       

./start-all.sh

    關閉hadoop則鍵入命令關閉

./stop-all.sh

 

 

    

    輸入jps在master節點測試,若是如上圖所示則測試成功

    在ssh slave2 節點輸入jps測試

 

    

    經過hadoop 自帶命令

hadoop dfsadmin -report

 

 

    如上圖所示輸出Live Datanodes,說明有存活節點,死節點爲空。

    證實集羣配置成功!

 

 

 

  (6)集羣安裝hadoop(完成Master節點的hadoop安裝以及SSH的搭建)    

     構建好master與各個slave之間的ssh通訊,以下圖所示

 

    步驟1:測試ssh命令與各節點間的通訊

    步驟2:確認本機的hadoop安裝地址

    步驟3:

scp –r /usr/local/hadoop/ root@slaver2:/usr/local/hadoop 

    把master上的hadoop分發給slave2節點(其餘節點依次類推,只要搭好ssh就能夠傳輸)。

    傳輸過程有點久,耐心等候。

    步驟4:在slave節點上配置環境變量

HADOOP_HOME=/usr/local/Hadoop  PATH=$PATH:${HADOOP_HOME}/bin:${HADOOP_HOME}/sbin

    步驟5:在master啓動hadoop進行測試

 

Namenode界面 50070端口

 

 

hadoop管理界面 8088端口

 

 hadoop SecondaryNamenode 管理界面 端口9000

 

  (7)hadoop Wordcount測試(完成eclipse和eclipse hadoop插件安裝)

    步驟0:安裝eclipse和eclipse hadoop插件

      步驟0.1:安裝eclipse

      

    下載後,解壓到自定義路徑,解壓後如所示

 

 

      在此給出eclipse hadoop插件下載(http://pan.baidu.com/s/1mi6UP5I

      下載後,把jar放到eclipse根目錄的dropins的目錄

 

      在根目錄進入終端,進入root用戶模式,輸入

./eclipse

      進入eclipse界面,完成安裝。

      

 

    步驟1:啓動hadoop完成上述集羣測試

    步驟2:經過終端把測試數據 test.txt上傳到hdfs中 (test.txt爲hadoop跟目錄下的NOTICE.txt)

      步驟2.1:在hdfs目錄下建立input文件夾

hadoop fs -mkdir /input
hadoop fs -put test.txt /input

    如圖所示,則上傳成功。

    若是權限不對的話能夠修改權限

hadoop fs -chmod -R 777 /input/test.txt

    

    步驟3:打開eclipse,並完成mapreduce的wordcount代碼,完成eclipse hadoop的配置

 

 

 

    步驟4:確保左上角的DFS Location可以顯示hdfs中的文件目錄

 

WordCount代碼:

package org.apache.hadoop.examples;

import java.io.IOException;
import java.util.StringTokenizer;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

public class WordCount {

    public static class TokenizerMapper
    extends Mapper<Object, Text, Text, IntWritable>{

        private final static IntWritable one = new IntWritable(1);
        private Text word = new Text();

        public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
            StringTokenizer itr = new StringTokenizer(value.toString());
            while (itr.hasMoreTokens()) 
            {
                word.set(itr.nextToken());
                context.write(word, one);
            }
        }
    }

    public static class IntSumReducer extends Reducer<Text,IntWritable,Text,IntWritable> 
    {
        private IntWritable result = new IntWritable();

        public void reduce(Text key, Iterable<IntWritable> values,Context context) throws IOException, InterruptedException 
        {
            int sum = 0;
            for (IntWritable val : values) 
            {
                sum += val.get();
            }
            result.set(sum);
            context.write(key, result);
        }
    }

    public static void main(String[] args) throws Exception 
    {
        Configuration conf = new Configuration();
        Job job = Job.getInstance(conf, "word count");
        job.setJarByClass(WordCount.class);
        job.setMapperClass(TokenizerMapper.class);
        job.setCombinerClass(IntSumReducer.class);
        job.setReducerClass(IntSumReducer.class);
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(IntWritable.class);
        FileInputFormat.addInputPath(job, new Path(args[0]));
        FileOutputFormat.setOutputPath(job, new Path(args[1]));
        System.exit(job.waitForCompletion(true) ? 0 : 1);
    }
}

 

log4j日誌文件:

log4j.rootLogger=debug, stdout, R 
#log4j.rootLogger=stdout, R   
log4j.appender.stdout=org.apache.log4j.ConsoleAppender   
log4j.appender.stdout.layout=org.apache.log4j.PatternLayout   
#log4j.appender.stdout.layout.ConversionPattern=%5p - %m%n   
log4j.appender.stdout.layout.ConversionPattern=%d %p [%c] - %m%n  
log4j.appender.R=org.apache.log4j.RollingFileAppender   
log4j.appender.R.File=log4j.log   
log4j.appender.R.MaxFileSize=100KB   
log4j.appender.R.MaxBackupIndex=1   
log4j.appender.R.layout=org.apache.log4j.PatternLayout   
#log4j.appender.R.layout.ConversionPattern=%p %t %c - %m%n   
log4j.appender.R.layout.ConversionPattern=%d %p [%c] - %m%n  
#log4j.logger.com.codefutures=DEBUG

 

    步驟5:配置Run Configuration

 

    步驟6:右鍵Run As - Run On Hadoop(日誌我選用了DEBUG模式測試,因此會很長,可是方便測試)

 

 

    

    此時,master hdfs多出一個文件夾存放分詞結果

 

    下列圖爲結果部分截圖:

    

    至此,從安裝到mapreduce Wordcount測試所有結束了。

    hadoop2.7.6全模式下,結合eclipse hadoop插件配置,完成Wordcount測試。

 

 

實驗結果分析:

一、Wordcount項目代碼是結合Map-reduce的核心思想,以及對於Java輸入輸出流的認識所編寫,也參考了一下"大牛"博客編寫的,可以基本實現分詞-詞頻統計。

二、小項目的分詞的效果顯然沒有Python Jieba分詞來的精確,可是基於Hadoop Mapreduce的運算,分詞一篇詞彙衆多的文檔只須要5秒。(如需查看請點開。文檔來源:Hadoop LICENSE.txt)

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LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.


For work originally developed by the Hypersonic SQL Group:

Copyright (c) 1995-2000 by the Hypersonic SQL Group.
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

Redistributions of source code must retain the above copyright notice, this
list of conditions and the following disclaimer.

Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.

Neither the name of the Hypersonic SQL Group nor the names of its
contributors may be used to endorse or promote products derived from this
software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS""
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
ARE DISCLAIMED. IN NO EVENT SHALL THE HYPERSONIC SQL GROUP,
OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

This software consists of voluntary contributions made by many individuals on behalf of the
Hypersonic SQL Group."

The binary distribution of this product bundles these dependencies under the
following license:
servlet-api 2.5
jsp-api 2.1
Streaming API for XML 1.0
--------------------------------------------------------------------------------
COMMON DEVELOPMENT AND DISTRIBUTION LICENSE (CDDL) Version 1.0
1. Definitions. 

1.1. Contributor means each individual or entity
that creates or contributes to the creation of
Modifications. 

1.2. Contributor Version means the combination of the
Original Software, prior Modifications used by a Contributor (if any), and the
Modifications made by that particular Contributor. 

1.3. Covered
Software means (a) the Original Software, or (b) Modifications, or (c) the
combination of files containing Original Software with files containing
Modifications, in each case including portions
thereof. 

1.4. Executable means the Covered Software in any form other
than Source Code. 

1.5. Initial Developer means the individual or entity
that first makes Original Software available under this
License. 

1.6. Larger Work means a work which combines Covered Software or
portions thereof with code not governed by the terms of this
License. 

1.7. License means this document. 

1.8. Licensable means
having the right to grant, to the maximum extent possible, whether at the time
of the initial grant or subsequently acquired, any and all of the rights
conveyed herein. 

1.9. Modifications means the Source Code and Executable
form of any of the following:
A. Any file that results from an addition to,
deletion from or modification of the contents of a file containing Original
Software or previous Modifications;
B. Any new file that contains any part of the Original Software
or previous Modification; or
C. Any new file that is contributed or otherwise made available
under the terms of this License. 

1.10. Original Software means the Source Code and Executable form of
computer software code that is originally released under this License. 

1.11. Patent Claims means any patent claim(s), now owned or
hereafter acquired, including without limitation, method, process, and apparatus
claims, in any patent Licensable by grantor. 

1.12. Source Code means (a) the common form of computer software code in which
modifications are made and (b) associated documentation included in or
with such code. 

1.13. You (or Your) means an individual or a legal entity exercising rights
under, and complying with all of the terms of, this License. For legal entities,
You includes any entity which controls, is controlled by, or is under common control
with You. For purposes of this definition, control means (a) the power, direct
or indirect, to cause the direction or management of such entity, whether by
contract or otherwise, or (b) ownership of more than fifty percent (50%) of the
outstanding shares or beneficial ownership of such entity. 

2. License Grants.

2.1. The Initial Developer Grant. Conditioned upon Your compliance
with Section 3.1 below and subject to third party intellectual property claims,
the Initial Developer hereby grants You a world-wide, royalty-free,
non-exclusive license: 

(a) under intellectual property rights (other than
patent or trademark) Licensable by Initial Developer, to use, reproduce, modify,
display, perform, sublicense and distribute the Original Software (or portions
thereof), with or without Modifications, and/or as part of a Larger Work;
and 

(b) under Patent Claims infringed by the making, using or selling of
Original Software, to make, have made, use, practice, sell, and offer for sale,
and/or otherwise dispose of the Original Software (or portions
thereof);

(c) The licenses granted in Sections 2.1(a) and (b) are
effective on the date Initial Developer first distributes or otherwise makes the
Original Software available to a third party under the terms of this
License;

(d) Notwithstanding Section 2.1(b) above, no patent license is
granted: (1) for code that You delete from the Original Software, or (2) for
infringements caused by: (i) the modification of the Original Software, or
(ii) the combination of the Original Software with other software or
devices. 

2.2. Contributor Grant. Conditioned upon Your compliance with
Section 3.1 below and subject to third party intellectual property claims, each
Contributor hereby grants You a world-wide, royalty-free, non-exclusive
license: 

(a) under intellectual property rights (other than patent or
trademark) Licensable by Contributor to use, reproduce, modify, display,
perform, sublicense and distribute the Modifications created by such Contributor
(or portions thereof), either on an unmodified basis, with other Modifications,
as Covered Software and/or as part of a Larger Work; and 

(b) under Patent
Claims infringed by the making, using, or selling of Modifications made by that
Contributor either alone and/or in combination with its Contributor Version (or
portions of such combination), to make, use, sell, offer for sale, have made,
and/or otherwise dispose of: (1) Modifications made by that Contributor (or
portions thereof); and (2) the combination of Modifications made by that
Contributor with its Contributor Version (or portions of such
combination). 

(c) The licenses granted in Sections 2.2(a) and 2.2(b) are
effective on the date Contributor first distributes or otherwise makes the
Modifications available to a third party.

(d) Notwithstanding Section 2.2(b)
above, no patent license is granted: (1) for any code that Contributor has
deleted from the Contributor Version; (2) for infringements caused by:
(i) third party modifications of Contributor Version, or (ii) the combination
of Modifications made by that Contributor with other software (except as part of
the Contributor Version) or other devices; or (3) under Patent Claims infringed
by Covered Software in the absence of Modifications made by that
Contributor. 

3. Distribution Obligations. 

3.1. Availability of Source
Code. Any Covered Software that You distribute or otherwise make available in
Executable form must also be made available in Source Code form and that Source
Code form must be distributed only under the terms of this License. You must
include a copy of this License with every copy of the Source Code form of the
Covered Software You distribute or otherwise make available. You must inform
recipients of any such Covered Software in Executable form as to how they can
obtain such Covered Software in Source Code form in a reasonable manner on or
through a medium customarily used for software exchange. 

3.2.
Modifications. The Modifications that You create or to which You contribute are
governed by the terms of this License. You represent that You believe Your
Modifications are Your original creation(s) and/or You have sufficient rights to
grant the rights conveyed by this License. 

3.3. Required Notices. You must
include a notice in each of Your Modifications that identifies You as the
Contributor of the Modification. You may not remove or alter any copyright,
patent or trademark notices contained within the Covered Software, or any
notices of licensing or any descriptive text giving attribution to any
Contributor or the Initial Developer. 

3.4. Application of Additional Terms.
You may not offer or impose any terms on any Covered Software in Source Code
form that alters or restricts the applicable version of this License or the
recipients rights hereunder. You may choose to offer, and to charge a fee for,
warranty, support, indemnity or liability obligations to one or more recipients
of Covered Software. However, you may do so only on Your own behalf, and not on
behalf of the Initial Developer or any Contributor. You must make it absolutely
clear that any such warranty, support, indemnity or liability obligation is
offered by You alone, and You hereby agree to indemnify the Initial Developer
and every Contributor for any liability incurred by the Initial Developer or
such Contributor as a result of warranty, support, indemnity or liability terms
You offer.

3.5. Distribution of Executable Versions. You may distribute the
Executable form of the Covered Software under the terms of this License or under
the terms of a license of Your choice, which may contain terms different from
this License, provided that You are in compliance with the terms of this License
and that the license for the Executable form does not attempt to limit or alter
the recipients rights in the Source Code form from the rights set forth in this
License. If You distribute the Covered Software in Executable form under a
different license, You must make it absolutely clear that any terms which differ
from this License are offered by You alone, not by the Initial Developer or
Contributor. You hereby agree to indemnify the Initial Developer and every
Contributor for any liability incurred by the Initial Developer or such
Contributor as a result of any such terms You offer. 

3.6. Larger Works. You
may create a Larger Work by combining Covered Software with other code not
governed by the terms of this License and distribute the Larger Work as a single
product. In such a case, You must make sure the requirements of this License are
fulfilled for the Covered Software. 

4. Versions of the License. 

4.1.
New Versions. Sun Microsystems, Inc. is the initial license steward and may
publish revised and/or new versions of this License from time to time. Each
version will be given a distinguishing version number. Except as provided in
Section 4.3, no one other than the license steward has the right to modify this
License. 

4.2. Effect of New Versions. You may always continue to use,
distribute or otherwise make the Covered Software available under the terms of
the version of the License under which You originally received the Covered
Software. If the Initial Developer includes a notice in the Original Software
prohibiting it from being distributed or otherwise made available under any
subsequent version of the License, You must distribute and make the Covered
Software available under the terms of the version of the License under which You
originally received the Covered Software. Otherwise, You may also choose to use,
distribute or otherwise make the Covered Software available under the terms of
any subsequent version of the License published by the license
steward. 

4.3. Modified Versions. When You are an Initial Developer and You
want to create a new license for Your Original Software, You may create and use
a modified version of this License if You: (a) rename the license and remove
any references to the name of the license steward (except to note that the
license differs from this License); and (b) otherwise make it clear that the
license contains terms which differ from this License. 

5. DISCLAIMER OF WARRANTY.

COVERED SOFTWARE IS PROVIDED UNDER THIS LICENSE ON AN AS IS BASIS,
WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, WITHOUT
LIMITATION, WARRANTIES THAT THE COVERED SOFTWARE IS FREE OF DEFECTS,
MERCHANTABLE, FIT FOR A PARTICULAR PURPOSE OR NON-INFRINGING. THE ENTIRE RISK AS
TO THE QUALITY AND PERFORMANCE OF THE COVERED SOFTWARE IS WITH YOU. SHOULD ANY
COVERED SOFTWARE PROVE DEFECTIVE IN ANY RESPECT, YOU (NOT THE INITIAL DEVELOPER
OR ANY OTHER CONTRIBUTOR) ASSUME THE COST OF ANY NECESSARY SERVICING, REPAIR OR
CORRECTION. THIS DISCLAIMER OF WARRANTY CONSTITUTES AN ESSENTIAL PART OF THIS
LICENSE. NO USE OF ANY COVERED SOFTWARE IS AUTHORIZED HEREUNDER EXCEPT UNDER
THIS DISCLAIMER. 

6. TERMINATION. 

6.1. This License and the rights
granted hereunder will terminate automatically if You fail to comply with terms
herein and fail to cure such breach within 30 days of becoming aware of the
breach. Provisions which, by their nature, must remain in effect beyond the
termination of this License shall survive. 

6.2. If You assert a patent
infringement claim (excluding declaratory judgment actions) against Initial
Developer or a Contributor (the Initial Developer or Contributor against whom
You assert such claim is referred to as Participant) alleging that the
Participant Software (meaning the Contributor Version where the Participant is a
Contributor or the Original Software where the Participant is the Initial
Developer) directly or indirectly infringes any patent, then any and all rights
granted directly or indirectly to You by such Participant, the Initial Developer
(if the Initial Developer is not the Participant) and all Contributors under
Sections 2.1 and/or 2.2 of this License shall, upon 60 days notice from
Participant terminate prospectively and automatically at the expiration of such
60 day notice period, unless if within such 60 day period You withdraw Your
claim with respect to the Participant Software against such Participant either
unilaterally or pursuant to a written agreement with Participant. 

6.3. In
the event of termination under Sections 6.1 or 6.2 above, all end user licenses
that have been validly granted by You or any distributor hereunder prior to
termination (excluding licenses granted to You by any distributor) shall survive
termination. 

7. LIMITATION OF LIABILITY.
UNDER NO CIRCUMSTANCES AND UNDER
NO LEGAL THEORY, WHETHER TORT (INCLUDING NEGLIGENCE), CONTRACT, OR OTHERWISE,
SHALL YOU, THE INITIAL DEVELOPER, ANY OTHER CONTRIBUTOR, OR ANY DISTRIBUTOR OF
COVERED SOFTWARE, OR ANY SUPPLIER OF ANY OF SUCH PARTIES, BE LIABLE TO ANY
PERSON FOR ANY INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES OF ANY
CHARACTER INCLUDING, WITHOUT LIMITATION, DAMAGES FOR LOST PROFITS, LOSS OF
GOODWILL, WORK STOPPAGE, COMPUTER FAILURE OR MALFUNCTION, OR ANY AND ALL OTHER
COMMERCIAL DAMAGES OR LOSSES, EVEN IF SUCH PARTY SHALL HAVE BEEN INFORMED OF THE
POSSIBILITY OF SUCH DAMAGES. THIS LIMITATION OF LIABILITY SHALL NOT APPLY TO
LIABILITY FOR DEATH OR PERSONAL INJURY RESULTING FROM SUCH PARTYS NEGLIGENCE TO
THE EXTENT APPLICABLE LAW PROHIBITS SUCH LIMITATION. SOME JURISDICTIONS DO NOT
ALLOW THE EXCLUSION OR LIMITATION OF INCIDENTAL OR CONSEQUENTIAL DAMAGES, SO
THIS EXCLUSION AND LIMITATION MAY NOT APPLY TO YOU. 

8. U.S. GOVERNMENT END USERS.

The Covered Software is a commercial item, as that term is defined in
48 C.F.R. 2.101 (Oct. 1995), consisting of commercial computer software (as
that term is defined at 48 C.F.R.  252.227-7014(a)(1)) and commercial computer
software documentation as such terms are used in 48 C.F.R. 12.212 (Sept.
1995). Consistent with 48 C.F.R. 12.212 and 48 C.F.R. 227.7202-1 through
227.7202-4 (June 1995), all U.S. Government End Users acquire Covered Software
with only those rights set forth herein. This U.S. Government Rights clause is
in lieu of, and supersedes, any other FAR, DFAR, or other clause or provision
that addresses Government rights in computer software under this
License. 

9. MISCELLANEOUS.
This License represents the complete agreement
concerning subject matter hereof. If any provision of this License is held to be
unenforceable, such provision shall be reformed only to the extent necessary to
make it enforceable. This License shall be governed by the law of the
jurisdiction specified in a notice contained within the Original Software
(except to the extent applicable law, if any, provides otherwise), excluding
such jurisdictions conflict-of-law provisions. Any litigation relating to this
License shall be subject to the jurisdiction of the courts located in the
jurisdiction and venue specified in a notice contained within the Original
Software, with the losing party responsible for costs, including, without
limitation, court costs and reasonable attorneys fees and expenses. The
application of the United Nations Convention on Contracts for the International
Sale of Goods is expressly excluded. Any law or regulation which provides that
the language of a contract shall be construed against the drafter shall not
apply to this License. You agree that You alone are responsible for compliance
with the United States export administration regulations (and the export control
laws and regulation of any other countries) when You use, distribute or
otherwise make available any Covered Software. 

10. RESPONSIBILITY FOR CLAIMS.
As between Initial Developer and the Contributors, each party is
responsible for claims and damages arising, directly or indirectly, out of its
utilization of rights under this License and You agree to work with Initial
Developer and Contributors to distribute such responsibility on an equitable
basis. Nothing herein is intended or shall be deemed to constitute any admission
of liability. 

The binary distribution of this product bundles these dependencies under the
following license:
Jersey 1.9
JAXB API bundle for GlassFish V3 2.2.2
JAXB RI 2.2.3
--------------------------------------------------------------------------------
COMMON DEVELOPMENT AND DISTRIBUTION LICENSE (CDDL)Version 1.1

1. Definitions.

1.1. 「Contributor」 means each individual or entity that creates or
contributes to the creation of Modifications.
1.2. 「Contributor Version」 means the combination of the Original Software,
prior Modifications used by a Contributor (if any), and the Modifications made
by that particular Contributor.
1.3. 「Covered Software」 means (a) the Original Software, or (b)
Modifications, or (c) the combination of files containing Original Software with
files containing Modifications, in each case including portions thereof.
1.4. 「Executable」 means the Covered Software in any form other than Source
Code.
1.5. 「Initial Developer」 means the individual or entity that first makes
Original Software available under this License.
1.6. 「Larger Work」 means a work which combines Covered Software or portions
thereof with code not governed by the terms of this License.
1.7. 「License」 means this document.
1.8. 「Licensable」 means having the right to grant, to the maximum extent
possible, whether at the time of the initial grant or subsequently acquired, any
and all of the rights conveyed herein.
1.9. 「Modifications」 means the Source Code and Executable form of any of the
following:
A. Any file that results from an addition to, deletion from or modification of
the contents of a file containing Original Software or previous Modifications;
B. Any new file that contains any part of the Original Software or previous
Modification; or
C. Any new file that is contributed or otherwise made available under the terms
of this License.
1.10. 「Original Software」 means the Source Code and Executable form of
computer software code that is originally released under this License.
1.11. 「Patent Claims」 means any patent claim(s), now owned or hereafter
acquired, including without limitation, method, process, and apparatus claims,
in any patent Licensable by grantor.
1.12. 「Source Code」 means (a) the common form of computer software code in
which modifications are made and (b) associated documentation included in or
with such code.
1.13. 「You」 (or 「Your」) means an individual or a legal entity exercising
rights under, and complying with all of the terms of, this License. For legal
entities, 「You」 includes any entity which controls, is controlled by, or is
under common control with You. For purposes of this definition, 「control」
means (a) the power, direct or indirect, to cause the direction or management of
such entity, whether by contract or otherwise, or (b) ownership of more than
fifty percent (50%) of the outstanding shares or beneficial ownership of such
entity.

2. License Grants.

2.1. The Initial Developer Grant.

Conditioned upon Your compliance with Section 3.1 below and subject to
third party intellectual property claims, the Initial Developer hereby grants
You a world-wide, royalty-free, non-exclusive license:
(a) under intellectual
property rights (other than patent or trademark) Licensable by Initial
Developer, to use, reproduce, modify, display, perform, sublicense and
distribute the Original Software (or portions thereof), with or without
Modifications, and/or as part of a Larger Work; and
(b) under Patent Claims
infringed by the making, using or selling of Original Software, to make, have
made, use, practice, sell, and offer for sale, and/or otherwise dispose of the
Original Software (or portions thereof).
(c) The licenses granted in Sections
2.1(a) and (b) are effective on the date Initial Developer first distributes or
otherwise makes the Original Software available to a third party under the terms
of this License.
(d) Notwithstanding Section 2.1(b) above, no patent license is
granted: (1) for code that You delete from the Original Software, or (2) for
infringements caused by: (i) the modification of the Original Software, or (ii)
the combination of the Original Software with other software or devices.

2.2. Contributor Grant.

Conditioned upon Your compliance with Section 3.1 below and
subject to third party intellectual property claims, each Contributor hereby
grants You a world-wide, royalty-free, non-exclusive license:
(a) under
intellectual property rights (other than patent or trademark) Licensable by
Contributor to use, reproduce, modify, display, perform, sublicense and
distribute the Modifications created by such Contributor (or portions thereof),
either on an unmodified basis, with other Modifications, as Covered Software
and/or as part of a Larger Work; and
(b) under Patent Claims infringed by the
making, using, or selling of Modifications made by that Contributor either alone
and/or in combination with its Contributor Version (or portions of such
combination), to make, use, sell, offer for sale, have made, and/or otherwise
dispose of: (1) Modifications made by that Contributor (or portions thereof);
and (2) the combination of Modifications made by that Contributor with its
Contributor Version (or portions of such combination).
(c) The licenses granted
in Sections 2.2(a) and 2.2(b) are effective on the date Contributor first
distributes or otherwise makes the Modifications available to a third
party.
(d) Notwithstanding Section 2.2(b) above, no patent license is granted:
(1) for any code that Contributor has deleted from the Contributor Version; (2)
for infringements caused by: (i) third party modifications of Contributor
Version, or (ii) the combination of Modifications made by that Contributor with
other software (except as part of the Contributor Version) or other devices; or
(3) under Patent Claims infringed by Covered Software in the absence of
Modifications made by that Contributor.

3. Distribution Obligations.

3.1. Availability of Source Code.
Any Covered Software that You distribute or
otherwise make available in Executable form must also be made available in
Source Code form and that Source Code form must be distributed only under the
terms of this License. You must include a copy of this License with every copy
of the Source Code form of the Covered Software You distribute or otherwise make
available. You must inform recipients of any such Covered Software in Executable
form as to how they can obtain such Covered Software in Source Code form in a
reasonable manner on or through a medium customarily used for software
exchange.
3.2. Modifications.
The Modifications that You create or to which
You contribute are governed by the terms of this License. You represent that You
believe Your Modifications are Your original creation(s) and/or You have
sufficient rights to grant the rights conveyed by this License.
3.3. Required Notices.
You must include a notice in each of Your Modifications that
identifies You as the Contributor of the Modification. You may not remove or
alter any copyright, patent or trademark notices contained within the Covered
Software, or any notices of licensing or any descriptive text giving attribution
to any Contributor or the Initial Developer.
3.4. Application of Additional Terms.
You may not offer or impose any terms on any Covered Software in Source
Code form that alters or restricts the applicable version of this License or the
recipients' rights hereunder. You may choose to offer, and to charge a fee for,
warranty, support, indemnity or liability obligations to one or more recipients
of Covered Software. However, you may do so only on Your own behalf, and not on
behalf of the Initial Developer or any Contributor. You must make it absolutely
clear that any such warranty, support, indemnity or liability obligation is
offered by You alone, and You hereby agree to indemnify the Initial Developer
and every Contributor for any liability incurred by the Initial Developer or
such Contributor as a result of warranty, support, indemnity or liability terms
You offer.
3.5. Distribution of Executable Versions.
You may distribute the
Executable form of the Covered Software under the terms of this License or under
the terms of a license of Your choice, which may contain terms different from
this License, provided that You are in compliance with the terms of this License
and that the license for the Executable form does not attempt to limit or alter
the recipient's rights in the Source Code form from the rights set forth in
this License. If You distribute the Covered Software in Executable form under a
different license, You must make it absolutely clear that any terms which differ
from this License are offered by You alone, not by the Initial Developer or
Contributor. You hereby agree to indemnify the Initial Developer and every
Contributor for any liability incurred by the Initial Developer or such
Contributor as a result of any such terms You offer.
3.6. Larger Works.
You
may create a Larger Work by combining Covered Software with other code not
governed by the terms of this License and distribute the Larger Work as a single
product. In such a case, You must make sure the requirements of this License are
fulfilled for the Covered Software.

4. Versions of the License.

4.1. New Versions.
Oracle is the initial license steward and may publish revised and/or
new versions of this License from time to time. Each version will be given a
distinguishing version number. Except as provided in Section 4.3, no one other
than the license steward has the right to modify this License.
4.2. Effect of New Versions.
You may always continue to use, distribute or otherwise make the
Covered Software available under the terms of the version of the License under
which You originally received the Covered Software. If the Initial Developer
includes a notice in the Original Software prohibiting it from being distributed
or otherwise made available under any subsequent version of the License, You
must distribute and make the Covered Software available under the terms of the
version of the License under which You originally received the Covered Software.
Otherwise, You may also choose to use, distribute or otherwise make the Covered
Software available under the terms of any subsequent version of the License
published by the license steward.
4.3. Modified Versions.
When You are an
Initial Developer and You want to create a new license for Your Original
Software, You may create and use a modified version of this License if You: (a)
rename the license and remove any references to the name of the license steward
(except to note that the license differs from this License); and (b) otherwise
make it clear that the license contains terms which differ from this
License.

5. DISCLAIMER OF WARRANTY.

COVERED SOFTWARE IS PROVIDED UNDER THIS
LICENSE ON AN 「AS IS」 BASIS, WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED
OR IMPLIED, INCLUDING, WITHOUT LIMITATION, WARRANTIES THAT THE COVERED SOFTWARE
IS FREE OF DEFECTS, MERCHANTABLE, FIT FOR A PARTICULAR PURPOSE OR
NON-INFRINGING. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE COVERED
SOFTWARE IS WITH YOU. SHOULD ANY COVERED SOFTWARE PROVE DEFECTIVE IN ANY
RESPECT, YOU (NOT THE INITIAL DEVELOPER OR ANY OTHER CONTRIBUTOR) ASSUME THE
COST OF ANY NECESSARY SERVICING, REPAIR OR CORRECTION. THIS DISCLAIMER OF
WARRANTY CONSTITUTES AN ESSENTIAL PART OF THIS LICENSE. NO USE OF ANY COVERED
SOFTWARE IS AUTHORIZED HEREUNDER EXCEPT UNDER THIS DISCLAIMER.

6. TERMINATION.

6.1. This License and the rights granted hereunder will
terminate automatically if You fail to comply with terms herein and fail to cure
such breach within 30 days of becoming aware of the breach. Provisions which, by
their nature, must remain in effect beyond the termination of this License shall
survive.
6.2. If You assert a patent infringement claim (excluding declaratory
judgment actions) against Initial Developer or a Contributor (the Initial
Developer or Contributor against whom You assert such claim is referred to as
「Participant」) alleging that the Participant Software (meaning the
Contributor Version where the Participant is a Contributor or the Original
Software where the Participant is the Initial Developer) directly or indirectly
infringes any patent, then any and all rights granted directly or indirectly to
You by such Participant, the Initial Developer (if the Initial Developer is not
the Participant) and all Contributors under Sections 2.1 and/or 2.2 of this
License shall, upon 60 days notice from Participant terminate prospectively and
automatically at the expiration of such 60 day notice period, unless if within
such 60 day period You withdraw Your claim with respect to the Participant
Software against such Participant either unilaterally or pursuant to a written
agreement with Participant.
6.3. If You assert a patent infringement claim
against Participant alleging that the Participant Software directly or
indirectly infringes any patent where such claim is resolved (such as by license
or settlement) prior to the initiation of patent infringement litigation, then
the reasonable value of the licenses granted by such Participant under Sections
2.1 or 2.2 shall be taken into account in determining the amount or value of any
payment or license.
6.4. In the event of termination under Sections 6.1 or 6.2
above, all end user licenses that have been validly granted by You or any
distributor hereunder prior to termination (excluding licenses granted to You by
any distributor) shall survive termination.

7. LIMITATION OF LIABILITY.

UNDER NO CIRCUMSTANCES AND UNDER NO LEGAL THEORY, WHETHER TORT
(INCLUDING NEGLIGENCE), CONTRACT, OR OTHERWISE, SHALL YOU, THE INITIAL
DEVELOPER, ANY OTHER CONTRIBUTOR, OR ANY DISTRIBUTOR OF COVERED SOFTWARE, OR ANY
SUPPLIER OF ANY OF SUCH PARTIES, BE LIABLE TO ANY PERSON FOR ANY INDIRECT,
SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES OF ANY CHARACTER INCLUDING,
WITHOUT LIMITATION, DAMAGES FOR LOSS OF GOODWILL, WORK STOPPAGE, COMPUTER
FAILURE OR MALFUNCTION, OR ANY AND ALL OTHER COMMERCIAL DAMAGES OR LOSSES, EVEN
IF SUCH PARTY SHALL HAVE BEEN INFORMED OF THE POSSIBILITY OF SUCH DAMAGES. THIS
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8. U.S. GOVERNMENT END USERS.

The Covered
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defined at 48 C.F.R. § 252.227-7014(a)(1)) and 「commercial computer software
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測試文檔

 

心得體會

    一、實驗完成結果到達預期目標,在搭建平臺的過程耗費了不少學習成本,主要花在安裝包的下載以及對於Linux系統的理解和hadoop配置文件的理解。

    二、實驗完成的過程當中與小組成員分工合做,在搭建過程當中自學了linux的命令操做以及linux系統的一些工做原理。

    三、在搭建hadoop平臺時,遇到不少匪夷所思的問題,經過hadoop平臺自帶的log文件,查看日誌文件,百度搜索或者看國外網站的配置方式,再經過本身的嘗試,解決問題。

    四、在搭建過程體會最深的就是hadoop對於端口的使用很謹慎,第一次在嘗試的時候沒有仔細看清楚官網文檔的端口設置,配置出錯,致使進度耽誤幾天,最後才發現是端口的問題。

    五、在搭建完後對於linux系統也有深入的體會,對於linux的權限設置,SSH,以及基本的文件操做命令等有基本的掌握經驗。

    六、小組成員在第一次衝刺後決定更改軟件工程項目,主要是爲了適應目前的學習任務以及工做任務。小組成員目前在分析 學校歷年學生體質測試數據 以及 網絡招聘崗位數據對應學校各二級學院的專業核心技能

       Python Django項目屬於python後端項目,初期小組成員定題是爲了學習除java後端之外的另一直後端開發。可是後期由於繁重的分析任務以及報告,因此決定開始尋找新的出路,也順利在第三次衝刺前幾天完成實驗。

       雖然可能與軟件工程的項目關係不太大,可是在搭建平臺的過程,小組成員也深入體會到團隊合做的意義。以及對於大數據平臺的理解,再也不是以爲深不可測,改變對於大數據平臺以及雲計算的見解。

 

展望:

    一、但願在接下來的寒假或者將來的時間點,完善本身的hadoop平臺,經過hadoop平臺提交小組的數據分析項目,利用Mapreduce並行化算法以及YARN集羣分佈式計算,提升數據分析的效率。

    二、以及寫一個基於hadoop平臺的分佈式爬蟲,提升大數據的讀取時間。

    三、目前也在學習Spark,掌握與Mapreduce相相似的並行化運算框架,也但願在往後的使用中,結合HBase,Mapreduce/Spark搭建一個雲計算平臺項目。

    四、在將來的時間,花更多時間從理解hadoop的核心架構,到理解hadoop的外沿,學習Spark,HBase,Pig,Mahout,Hive等核心工具的使用。

    五、最近時間關注大數據方向注意到關聯數據RDF的應用,也但願能嘗試利用Sqoop讀取關聯數據,進行數據分析。

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