项目使用软件:Myeclipse10.0,JDK1.7,Hadoop2.6,MySQL5.6。EasyUI1.3.6。jQuery2.0,Spring4.1.3。

Hibernate4.3.1,struts2.3.1。Tomcat7 。Maven3.2.1。

项目下载地址:https://github.com/fansy1990/friend_find ,项目部署參考:http://blog.csdn.net/fansy1990/article/details/46481409 。

Hadoop Web项目--Friend Find系统

1. 项目介绍

        Friend Find系统是一个寻找类似用户的系统。

用户填写自己的信息后就能够在本系统内找到和自己志同道合的朋友。本系统使用的是在http://stackoverflow.com/站点上的用户数据。Stack Overflow是一个程序设计领域的问答站点,隶属Stack Exchange Network。站点同意注冊用户提出或回答问题。还同意对已有问题或答案加分、扣分或进行改动,条件是用户达到一定的“声望值”。“声望值”就是用户进行站点交互时能获取的分数。当声望值达到某个程度时,用户的权限就会添加,比方声望值超过50点就能够评论答案。当用户的声望值达到某个阶段时,站点还会给用户颁发贡献徽章。以此来激励用户对站点做出贡献。该项目建立在以下的假设基础上,假设用户对于一个领域问题的“态度”就能够反映出该用户的价值取向,并依据此价值取向来对用户进行聚类分组。

这里的态度能够使用几个指标属性来评判,在本系统中原始数据(即用户信息数据)包含的属性有多个,从中挑选出最能符合用户观点的属性。作为该用户的“态度”进行分析。这里挑选的属性是:reputation,upVotes。downVotes,views。即使用这4个属性来对用户进行聚类。同一时候,这里使用MR实现的Clustering by fast search and find of density peaks聚类算法,这里的实现和http://blog.csdn.net/fansy1990/article/details/46364697这里的实现原始是不同的。

2. 项目执行

2.1 准备

1. 下载project。參考上面的连接https://github.com/fansy1990/friend_find,并參考http://blog.csdn.net/fansy1990/article/details/46481409把它部署上去;
 1) 注意依据数据库的配置,在mysql数据库中新建一个friend数据库;
 2)直接执行部署project,就可以在数据库中自己主动建立相应的表,包含:hconstants、loginuser、userdata、usergroup,当中loginuser是用户登录表。会自己主动初始化(默认有两个用户admin/admin、test/test),hconstants是云平台參数数据表、userdata存储原始用户数据、usergroup存储聚类分群后每一个用户的组别。
2. 部署云平台Hadoop2.6(伪分布式或者全然分布式都能够,本项目測试使用伪分布式),同一时候须要注意:设置云平台系统linux的时间和执行tomcat的机器的时间一样,由于在云平台任务监控的时候使用了时间作为监控停止的信号(详细能够參考后面)。

3. 使用MyEclipse的export功能把全部源代码打包,然后把打包后的jar文件复制到hadoop集群的$HADOOP_HOME/share/hadoop/mapreduce/文件夹以下。

2.2 执行

1. 初始化相应的表
初始化集群配置表hconstants
訪问系统首页:http://localhost/friend_find (这里部署的tomcat默认使用80端口,同一时候web部署的名称为friend_find),就可以看到以下的页面(系统首页):
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" alt="" />
点击登录,就可以看到系统介绍。
点击初始化表,依次选择相应的表。就可以完毕初始化
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" 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点击Hadoop集群配置表,查看数据:
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" alt="" width="734" height="394" border="1" />
这里初始化使用的是lz的虚拟机的配置。所以须要改动为自己的集群配置,点击某一行数据。在toolbar里就可以选择改动或保存等。
2. 系统原始文件:
系统原始文件在project的:
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" alt="" />

3. 项目实现流程

项目实现的流程依照系统首页左边导航栏的顺序从上到下执行。完毕数据挖掘的各个步骤。

3.1 数据探索

下载原始数据ask_ubuntu_users.xml 文件,打开,能够看到:
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alt="" width="907" height="161" border="1" />
原始数据一共同拥有19550条记录,去除第1、2、最后一行外其它都是用户数据(第3行不是用户数据,是该站点的描写叙述);
用户数据须要使用一个主键来唯一标示该用户。这里不是选择Id。而是使用EmailHash(这里假设每一个EmailHash同样的账号其是同一个人)。

使用上面的假设后,对原始数据进行分析(这里是全部导入到数据库后发现的),发现EmailHash是有反复记录的。所以这里须要对数据进行预处理--去重。

3.2 数据预处理

1. 数据去重
数据去重採用云平台Hadoop进行处理,首先把ask_ubuntu_users.xml文件上传到云平台,接着执行MR任务进行过滤。
2. 数据序列化
由于计算用户向量两两之间的距离的MR任务使用的是序列化的文件,所以这里须要对数据进行序列化处理;

3.3 建模

建模即使用高速聚类算法来对原始数据进行聚类,主要包含以下几个步骤:
1. 计算用户向量两两之间的距离;
2. 依据距离求解每一个用户向量的局部密度。
3. 依据1.和2.的结果求解每一个用户向量的最小距离;
4. 依据2,3的结果画出决策图,并推断聚类中心的局部密度和最小距离的阈值。
5. 依据局部密度和最小距离阈值来寻找聚类中心向量;
6. 依据聚类中心向量来进行分类;

3.4 推荐

建模后的结果即能够得到聚类中心向量以及每一个分群的百分比,同一时候依据分类的结果来对用户进行组内推荐。
项目流程图例如以下:

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4. 项目功能及实现原理

项目功能主要包含以下:
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alt="" width="179" height="454" border="1" />

4.1 数据库表维护

数据库表维护主要包含:数据库表初始化,即用户登录表和Hadoop集群配置表的初始化。数据库表增删改查查看:即用户登录表、用户数据表、Hadoop集群配置表的增删改查。

数据库表增删改查使用同一个DBService类来进行处理。(这里的DAO使用的是通用的)假设针对每一个表都建立一个DAO,那么代码就非常臃肿,所以这里把这些数据库表都是实现一个接口ObjectInterface,该接口使用一个Map来实例化各个对象。
public interface ObjectInterface {
/**
* 不用每一个表都建立一个方法,这里依据表名自己主动装配
* @param map
* @return
*/
public Object setObjectByMap(Map<String,Object> map);
}

在进行保存的时候,直接使用前台传入的表名和json字符串进行更新就可以

/**
* 更新或者插入表
* 不用每一个表都建立一个方法,这里依据表名自己主动装配
* @param tableName
* @param json
* @return
*/
public boolean updateOrSave(String tableName,String json){
try{
// 依据表名获得实体类。并赋值
Object o = Utils.getEntity(Utils.getEntityPackages(tableName),json);
baseDao.saveOrUpdate(o);
log.info("保存表{}。",new Object[]{tableName});
}catch(Exception e){ e.printStackTrace();
return false;
}
return true;
}
/**
* 依据类名获得实体类
* @param tableName
* @param json
* @return
* @throws ClassNotFoundException
* @throws IllegalAccessException
* @throws InstantiationException
* @throws IOException
* @throws JsonMappingException
* @throws JsonParseException
*/
@SuppressWarnings("unchecked")
public static Object getEntity(String tableName, String json) throws ClassNotFoundException, InstantiationException, IllegalAccessException, JsonParseException, JsonMappingException, IOException {
Class<? > cl = Class.forName(tableName);
ObjectInterface o = (ObjectInterface)cl.newInstance();
Map<String,Object> map = new HashMap<String,Object>();
ObjectMapper mapper = new ObjectMapper();
try {
//convert JSON string to Map
map = mapper.readValue(json, Map.class);
return o.setObjectByMap(map);
} catch (Exception e) {
e.printStackTrace();
}
return null;
}

4.2 数据预处理

数据预处理包含文件上传、文件去重、文件下载、数据入库、DB过滤到HDFS、距离计算、最佳DC。

1. 文件上传
文件上传即是把文件从本地上传到HDFS,例如以下界面:
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaEAAADQCAYAAACuod4SAAAgAElEQVR4Ae2df3AlV5XfjzyewWB+2R5jybMeHh5+jDGsteB4NAFSz4UDtWNgRbwuSWwVVm2yhEACwuYPiYS/CEh/2KxcqRS7bFIlV6pWUlgYBWPvZsustVsm0syCUcJ6dwIYy17bEnh+2BkwMyNpXs653ef17ftu9+v3q/Xe07fhzf117jnnfm6/Pn1v95N7nj99rkThcfT4Gbr95l4tIgUBEAABEACBlhK41NXe41agDAIgAAIgAAItIlARhL7z/fUWmYJaEAABEAABEIgTuCReRAkEQAAEQAAE8iNQsRIS03gulN8EwBIIgAAI7GQCWAnt5NnH2EEABEBgmwl4V0JJPm1sXqQfr/2Sfn7mHP36wsUkMdQ3SOCVey6ha664jN7a92rafWn6fQLmJDvsWrhm1wpJEACBRghkDkJnzl6gldWX6N3Xv5Z+87rL6fLLdjViF31TCPzq3Bad+dUmPfYPp6i/8Dq64jV7vNJnfslz8tRLdPOB19JN+zEnXkhWZYzrm5jrq/1crS7IggAItJhApiC0sXXRBKDfftde2nMpXuJu8ZzQ5a/cZT5veP1e+vPHT9J7334V7d4VXxHJnPxvDkC3vxtzknU+Xs1c5XMNc334ByfpPR6uWXVBDgRAoDkEMgWhnzz/S7MC2r2rh0rln7Y2xwFoSSYgvGXlKfzfft1rY4I/5bqb3/xa3BTEqGQryI2UsBOGNzhcs2mAFAiAQLMIxG+vE7Suv3iOrn4dti4S8LS0+vWXX0rC3z2k7prX76FLeGGKT+0Mrny1n6vLGWUQAIHWEsi0Evr1+Yu8HYRVUGunwq/9Va/YRcLfPV7mulfwnBBWpi6aTOVXM1dhiAMEQGB7CWQKQtvrIqwnEejJtI5N6o16EAABENh+ApmDEJ4Fbf9kVXiAVVAFElSAAAh0FoHs99LyUlynf04/Sp95z5foO6c7bCwJ51QPz0c9n323jJJ8svQVuQ/8zmdjsln7Z5VTP1x5t6xyzUoTsKIaBEAgRwKZg9BFvuvO9fOjB+jA5x6ln9t2T3IQ+aej9LUfxX15fLqyLslXYZvU1q71zT4fnv/bGaPy2n8ymlm1yNYin1kxBEEABHY0gczbcbIIyvV4xyH6/LFv0PFTt9KHrgosv3DsMXqIsw999wR98h0HQ3dO0LH/fisd+mywUMvioy7ossi2s4ysCLIcfTePJor5Asva92eMvPZ75MH7SfO2TTufaIAbssipftHj+qRl9SvNFtpAAAQ6i0DmICSrhHyPg3TLnU/SzPJJOnJkL5s+ScuPEP3hF26lz313jVdIB+lqceiJY3Tvof30PVkxhQ6+8PCX6D1feTIsHaA//B9fpNslkLGMDEOeb5nxnHqUxn7nAXo4lDzyhXtpOrT10D2fp88dCxsO3UXfu+/WwJ7p8xjdcCfRfd8IbEi/f09fK9uM9AT9E/0J1bc60Yu3Xui1rHaT6rXdTlVW6uy8q9PuU0te9ahuLVfT8R8m56g4PEy3vSmQfOQposW5OfqPE8PVuqIdBEBgGwlkDkLb4eO+txygh39ykqYpCELPHttPh+47RPd8JVghSWBZeeRROvL+e4MAwU6aC/5330vfe+yLVtB4gPY9dhf1xwZxgv6YA9ANfzxD0zdKA5fvP8npXlq5nwPQ/nH68X3Bamvl/lF6z/199OPP6urrSfqHt9xLP36M/XriAXrrv/48EQeiqPwQjR4J7GX3J+ZcpoL8PqieI6mfXX/Nu0fLqjUg/PwHM6ZO27RcFkzIaH+72e6r+qTd9sFXtnXY+Vs5AEnQ6eFUjr/mvNS5+uw+yIMACGw/gcxBaDvejtt7y3vpyFeO0Q8/c5D6ecVz352H6P/yCqjEK6Tja7yiufIkPfv0Abrt9/aGf8nhBH3rK0RfXbiV9oarHrrynXTbLY/Rsxxfbgp5y1hKf8f6brmLHnt7sDIiOkif+Azn+bnTzDcOsA62w3Jy3PR7d9GRwdAPU8c2bwltXrOfjpBbDu1dVcWfcJsxsNL6f+XCLxd8+WgQ0ACgZfVCZaXstqlM1jStv9j/gw+9i/7kO48bdeqP6nbLSbr++fXcIwxE0ldWRaZOFSEFARBoSwKZg9C2eH+VBJAH6PgTd9G+p5+hI2++3bix780H6D5+LvSJ3jV65Ph+uit2MX+S7h4cpbsdh+9Z54reqPIF1ke0P6qomnuGnjtFzmqqaicWSPEn5ncWXXGZLM9a4j2iktvXLUeSyc900vpk6S8yv3h8xoj+yXdGTSrlN7wrypvKOv/J6l+d6tENBECgCQQyByFdFTTBZg0q9tK1HCfu5i23azlmvH8iWH2YFRI/F/ohv6jw8O/eSV/VVQ9rLvGq5L6j4TMgx1KJg4gcMpa9+4MAZFZFQXXwb7j6MfVhPvirBPvp2iu5r6XDMHHlnXKqP6rftl9Lvo7+v+DV0Bt49aEXejEndcEY/cZtWVvCrjc67EY7X4uflqytX9Sl2fjLnwXPgGQFJIdszcnK6AOyQsIBAiDQtgQuyeyZvlKWc9p/261Ef/YA3UPvJd4BC16B2/tOej89QMOTvMq47WBQZ/w6SB+dILpn8lF6wfbz9Ala0d8GyYCljd++u/v4A3T078Nyzwn6+n86wdHpVvo4b/fd86ecD3Ws/Cm/vMBbgf2qU3VULWfwR3WkpWLPc8hfTKjn88IPZ8raJJ+kQ4VExv746n06VM7X5tbZsrYtyevh9rHLfz3Pz4BGhumDbybzkbzU2TJuXvUiBQEQ2D4Cbb4SYjBv52BBj9JX9/dFz3n45QFZIdHxA7TvmmBlowj3/vYX6W/oS/S+9z2gVZwGqyN5JmRutPmfEj9b+oOjd9HdHx3lp0HBcffXZswq6aZ/dy/d9/nP08H3hQ387Ohv7g2fEUlfqTY6wjSlnOqPUSSd6zzq7H91uN0lVq/+rVF6IdwSS/QiyU5Svasoq5z0Y1n17xMffhd9/cHgWZHxMUXPV74QrICCySGzAvqA1KX0cd1EGQRAIH8CPc+fPlf+mh49fsZ4cPvNvTFPHvr+Og0eitfFBFBoKYGFY+vkm5NP3FbbnFzFAUePU+EKw1enMtqmstXqtV3TpP7abqc+Wa0TOdcHu2+9+a8/Usm1Xl3oBwIgUB+BzCsh87ua+mygV4sIlO8equjfawWfk2Hw0b5aFhm96GudqlVZLWvq1tt2VEZS1WvXSd61I3W2Tm1X37QscjhAAAS6g0DmICSPLHC0F4Gsv4E5vTJT1XGfjK9OFNVaX9V4is40e1n0QgYEQKC9CWQOQlgJtfdEwjsQAAEQ6EQCmYOQeVOsE0fYxT7jdzBdPLkYGgjsEAKZg1Dp4g4hgmGCAAiAAAjkRiBzEMJKKLc5yWwIK6HMqCAIAiDQpgQyByHz1wHadBA71i37VbIdCwEDBwEQ6GQC3t8JdfKAdorvb7v2lfT+d75upwy3JeM88dyv6a/+7qWW6IZSEACBbAS8K6FPfbC2H0FmMwUpEGgvAgf3vZLkgwMEQGD7CGT/23Hb5yMsgwAIgAAIdCkBBKEunVgMCwRAAAQ6gQCCUCfMEnwEARAAgS4lgCDUpROLYYEACIBAJxBAEOqEWYKPIAACINClBBCEunRiMSwQAAEQ6AQCCEKdMEvwEQRAAAS6lACCUJdOLIYFAiAAAp1AAEGoE2YJPoIACIBAlxJAEOrSicWwQAAEQKATCCAIdcIswUcQAAEQ6FICCEJdOrEYFgiAAAh0AgEEoU6YJfgIAiAAAl1KAEGoSycWwwIBEACBTiDQcUFoeaqHevg/KTq1XCPe5akqfZZpivX2DM/Reo2qy+LrczRcs2Pl3iazPjfM4xumOY8Twdj9bXEt/lKge4pqRRfTxhx7ejw6ZOzMb9jneExB9cLyXMIchDYaRFzdAUiAAAjkRqDjglChMEQ0uUTjA7UzmjicFrwKVBgaotnpYar7v6bUO0xjdJh66r5KrtPiwjyPb5CKMrz19YqAODQ7TcN1O8g6h1ZosYFAsbw4YXSsupFsdZXmh2ZpuppzYSCRG4mkz+GREerz3Qz0FqifJqlQsCN0ePPgC4zC0BzrNDcs9pwAXsWX9GlUu8njMOOrGIf64ulXIav+IwWB7iXQcUGooangi+SoHbyW57wrjkZsDBQniVZWK4JHJp3ri7QwP0lL4xwIJdCszlAfX6zTL4aZNBuh3kI/p4M0Wi1QJKpcJolBk2O86rE5svz66gpRf6F6AOdAPcf/rfiSftZmiW8rzI1FuU7aeEXYyxSXl+2AEzhWMHCCfCv/lZuWulbdSU6ZVWQfjfB9hveY5+DrBkqvICpBoHsIdFcQ4i95bdtBqzTS59laamR+B8bDC2ilkmA7Ldne8swI0ewo6fXdXNitVZ9ZBVaqza9meZEm3EAeWl9dnaehQiHmy/rcXNWtv2DMa1QaLXgD9+p0X2NbpDGPEgo8pjUNippqcOQu6StovmnQPr7UBFNWIquuwxzB+Ria5fH6ZJf4BgYHCOwwAu0XhMzdomerIty+6ZPbyAne8vJt5/CXfH6kr7ZANFksX/Rjc2+2apztGxYInqsk++f1K/R1sSgrgCIt+pY2bG96YpLGrFWKXNgnixqSYt6ZggQ1n6pKyWbU8DbS9ASvgoLtSn02p+OV66uw17Kkfbytdjhtm4znerqwxltlvOzj/y/yllnleBrcIq136OGKbW3WrNP4lEu+echiYn1xgWQBJAHIjNfXSW5gShysmAUOENgpBNovCJkvorVdY90xlm8UeXWwtLTkv5tk+cQveZZZXeWLgASNsQWvdC/v27t3sUuznjtp9sNcwKy77OA51gCNex5oyYpgnibocPkqLFtffGe8GAU8CcD2hV6CWnGxMlB6Ha9Suc7Pn1KP5RmzjTRxOLA3MG7P0RI/qUlaEYwnB/nFojVXvXzzIOPh8ZYZpHqUS2Pv8DQFcWiCpht4lpaLszACAh1IoP2CUBJEs1IYosnJ4M50gFarP88xq5nwIh7cqptnLHKXHr/OycNi2aufp5FpomkJfHNj/BC8nwoZ7koL7Mui5xputqgGi9Wfk8jYVvgyLi9GjA4EBHjra4W35sati70ENXsrR2LZwHjjd86yuuvr41VMHIo1E7IKWiF2j+17XoxYX6WVIX6xw+qRnBXWPCd9HHQ9K1qzYyX1ib4ka25NCwfHsWCbbH51tW4TwfM4WS3OVN2irNsIOoJABxLomCBkVgqTY8SPDoJjgC/9/IDcc+2PpsF+CC7LKGtVUuRLgXnmYi6EYxx51viOt76tn94i+1IRhWQlM0SDxepRbHlmgQanR2MXcY5Bsa25aFAN5szD72h1JQF5jKaD1V2R/BdIXgUtDE7TWH+Cbb44z/teSghvAuLxJLioTy7pSkq4s15rbnQLLMFaQjWvImUF6/2kvAyQoC1WXSgEL0+srHrOtxS7vGoun58Do+UVle1nbc8wY16hAAJdQaAzgpBZBclbY+EqwaAfoNHBBRqrdYskfOa0uLhIZseNt/Ya3ofvLVJhwbnDNQ/x+VXrajGI/VksuquZZaJiwjZWo6eddbHXbcXy9uXAgGfrjF9Fni7EXr12nwf18PJlaGW6MgBIbOdVZZG3OMsXY/Gft1xjU8lV+qxJms2WpysgDR19BNuNboC1t1e9v7/q6DHDeRCoTqADghBv34yNUP9S5UVZ9usHF8aqb8vZHMJnTuPj46w36dbe7pAlL3f3fMG1AqL8nmao6lYcX+AXixUXZFrnrS073ia6EGxtxVcaicJ1NSxPLVJR3/AKNcSfBwUrmX5elWpQK6dhv4HhBn57ldnrpGdSsuIKV1uZddUimGLX4SZaK54plh90SqusqprzjE+04QCBTiDQ9kFoeaqPt4LWKi/Uhi5f/KcHaaGvDb64A0Xq1/3+cOVmv+nmPRk42Ix67vjX+fdBY55tJffFhJ4es9Tgh/mNvbnl9U0qzSqtMvjH5NeD3zYV3aApW3F1RMe0vxgRs5tnQbYbxZ5vy7FRP8KbIgncQTzi55IzvBLGAQI7hEBbByG5IB2mJesNKs+s8HOf6Vni3/u4Lxt4ZFOrVonfiOa30eTP0sizhcN8X1rLwduDsyv8dtucWbnZv/dJ1MI/uvTt1vXyhSn2g055UYI/7osJuo04wKs6NwYk2qylgf3wxMiYBvOsjv8Kw7QbNMMXDyqeeUhwiskGz2v0h6HB86lpKqzGNvBiNvMumL8SwUbTXpdvhk8Do+EPd73PnpphATpAoP0ItG0QMm9srY5RqcpVUJ5PyIVLLtDBhazBVRE/i9G70knZAlzmoJLxemhe510ZoRHK8Odr6jgX5G27djvM1twcMwoDpdmKs14CKT9vUsftl0VMn2CrTF9UCOR7aWBAw/M88UJk2w5zIyR3I/wsbbSBSL88leG8bOWKa9sIwjAIpBNoyyAkX3xzRzxOwR8Vte6c3R+rym9lpmnGPNw3D335767RjPMg3GKwGP4B1Gp/qFQurlXin6U1yK7za90j/B7VEL+BVvMLExXaOrUieJFhzfM8pJ4RFcaStmLr0VZLn+Bvw5nzjee0ob8paMzyNhuv1iv+fp26JC/MmPfTW7/iUpNIQaAdCLRZEAoetEsACu6I+Yed9h12uCUlf8DU3HFzWQJF7/C4+ZV58FbVMA2P2w/CA53BF3yB3zoLXw2uuEiKLfctNZki3qZbrT5VsiLrk5WbWRUs8fMh+esBGe5+q6tuawm5YZDty2DbTVhXvsiQfQDBhd9sh5rnSfaKKLuWmiU9r61H27EcgNZ850XNVsIOGoyc18nDACS/A6v15qdeT9APBNqBQJsFIY4R0w3+xYMYVbmo8TMH3h4zfxuMA8RwjVsq8luiienklZX5m2B8ETZ/kqd89QiCJ//5sfDuly849m9GYj7ahe3depIXESQA1PI+gb7txb8i4r7yfGeFsjzOiV7ztp8JcQDTm44yS4uP/CjWKrY6G2wRNicA6RuFsZfh7AGEr85XbF/aMsiDQDcSeP70uZJ+/vNfrJXk084Hf4lLvBJqkotLpUlifdU+Q7OlCiprsyX+jWWJnxVUtjneGZ9tG17/10r8WKvkbQr1iR6+U3a028VAR+J4RLn6bfuj+dD40uRkyUc4C3veEg14Jgyk3E5DpdSh6LBcfzPw1q5IQQAE2p9AjwQgDa5Hj58x2U99sFer2i6VO2h5Y67aCwutcVy2m4I7d/ML/4otvUasyqpNVgLJb7rJ2Mt/8LMRU3X2zWxfVlT8A9dmPRcK3BX28kp6c1YmdSJANxAAgSYT6Lgg1OTxQx0IgAAIgMA2Emi7Z0LbyAKmQQAEQAAEciaAIJQzcJgDARAAARCICCAIRSyQAwEQAAEQyJkAglDOwGEOBEAABEAgIoAgFLFADgRAAARAIGcCCEI5A4c5EAABEACBiACCUMQCORAAARAAgZwJIAjlDBzmQAAEQAAEIgIIQhEL5EAABEAABHImgCCUM3CYAwEQAAEQiAggCEUskAMBEAABEMiZAIJQzsBhDgRAAARAICKAIBSxQA4EQAAEQCBnAghCOQOHORAAARAAgYgAglDEAjkQAAEQAIGcCSAI5Qwc5kAABEAABCICCEIRC+RAAARAAARyJoAglDNwmAMBEAABEIgIIAhFLJADARAAARDImQCCUM7AYQ4EQAAEQCAigCAUsUAOBEAABEAgZwIIQjkDhzkQAAEQAIGIAIJQxAI5EAABEACBnAkgCOUMHOZAAARAAAQiAghCEQvkQAAEQAAEciaAIJQzcJgDARAAARCICCAIRSyQAwEQAAEQyJkAglDOwGEOBEAABEAgIoAgFLFADgRAAARAIGcCCEI5A4c5EAABEACBiACCUMQCORAAARAAgZwJIAjlDBzmQAAEQAAEIgIIQhEL5EAABEAABHImgCCUM3CYAwEQAAEQiAggCEUskAMBEAABEMiZAIJQzsBhDgRAAARAICKAIBSxQA4EQAAEQCBnAghCOQOHORAAARAAgYgAglDEAjkQAAEQAIGcCSAI5Qwc5kAABEAABCICCEIRC+RAAARAAARyJoAglDNwmAMBEAABEIgIIAhFLJADARAAARDImQCCUM7AYQ4EQAAEQCAigCAUsUAOBEAABEAgZwKX5myvJnM9PT1UKpVq6iPC0q/akUVvvfar2W6k3fXJLft0+2R8db6+9dSJ7lqPLPORRWfauNLaknTX2idJPqle7Ka1JfnVivpa/ahVPsnnZulJ0l9rfaP+NNq/Vn87Xb6tg1AjcO2LmntSSLmTDtf/ZvgufNL01sNImWvq+plmz5Wtt+yOyx2HXW6Fn679LOOw+9j+JfVN8jtJPq/6JN+r+WuPPy9f67Fjjy9pTCqjqWsnqZ8rt5PKHbUdJxPr+zRjwpL0+uq1Tu2uzw0Hfg3P0bpWltN1mhsO/B6ei1qXp3xjmaLlcr/sGfVH07SeKiOpHHZZ66Reviy+T7U2afcdons7voD2GMQvt+zztdl1WcaubGz/fPlm+ebOu869r17rsth2fXb7qC43FTm3TsuqI+/vmdrX1B6b+mSnIieHLad5rTcC+CdGoO2CkE64TqiW1WudVE213k21n6tHy6686tNU2jWflLo6aH6BFqM4EzQvz9DIfIVkUDE0S2vWxX5pcoIO9wyTFasSOgbVMhafb9pJGUjZHrevj9RVO9ReNTlpV9ua+urstiw6s8rYY1Ebkro++PS5cm4fbXf7VrPjttv9k3SqbVu2WXn3HBC9bp1bVts6Finbebvs1mtfV2eWsvYtpy38nonf4pMctm9l2wkZ7Sd9JG8f2mbXIR8RaLsgpBMvLtr5yOVsOe0rqRxuOU2LnkSS+j7+vpM0OTlPIzPxtczy4gRxA036O8VqB8aXWG6eFioiWUzMFOwTW/11pXTMUm9zkLLdR/MqI+1ySL398dVpu+ng/OPa95WdLk0vqk0dm1u2DcpY7HZfH62z+0ne7adySfVu/+0s67htH6Qu6dAxSbudt8tuvU9Xko2k+kBHvt8zn9++OhmvHpKXMejHblMZpBGBtgtCkWvbk9MvgH6J3DTNq+LoLA1NTEcrmfU5mp4YotnRYlq3utrsE1vy6ncWZSKbtb87fl85i808ZPRLryzsclqd+mYz0bo8U9df1+c8fanXljuGJD0il8Rb6nXsvv6t+p6l2fT54avT8dvfE63zyaOOqGuDkE68nlhu2Tf5IpP0xfDJV9T1FmlwKFoNrS8u0PzkGA33Vkj6K9ZXaYVb+gvxDg355FhKGmO1L76qUZ5azppm4Z9VV5KcfvG1Xctpqcq2Q+r6qT5pvZabmdY7n7YPqkP9dFNbVvIiLzJph7Sr3gq5FnzPsvhU4UdYIX31o2O3ZbVOZSTFERFoy7fjZJKqnaTRECpzbt8s+lyZ+k6UXhoem6SRw4u0PE60OEI0uzbADsa36Co9lhp+gWFshOb5OdG0dEk43LGpWFK9tuv40uTS2lRPvamtuz629VlOs5XVpyQd2j+pXTxOatO+SaOSfiKT1D+pXy31rg3Xll1O8tfVkWTf7q957ev20XqVc9uJmv89c23ZY1f7bp320VTlJNUx2HU+Obt9p+bbMgjZk+GbTLvdzrsnSZY2PTE01T5uWevTbBiZgVGaHerjFwy4JC8exBc1qiZI50eojz96DM2uUSlh2VTVLitxfbb72G12vdqW1Jax6zs97xuXy8CVkXa7zi3bTGw5rVd5TbU+S1pPnyx6bRmfDXscvnbtL216aB9NtT6tv8pIH1fOLatsRdqi75naqXU8NhPV4atz9arsTk7bcjtOT85aJ0b62R/pr5Nup65MrXbS5XupODhkRCbHhvmeLeWw3o5b4jcX5kfGoudJnm7qtzS54/GIl1m4ba4eu+zKNqssX0j9ZNVZq3ySXtVjp0my210vPurc1uKLji1rn3psqO6k80V8qPUQXdqvtrG37ntW6xhEXplomlRXj+5u79O2KyE9OSWt5/Cd0LXo1C9GPbZ7h8docmGQRlO21Vy9A+NrNLvSRyN93LI2l/05kquohWUf06zm7HlshG1WeyKndmzb2l/btNzM1OZU6znn87WZvuWpSxlXG1MtjGz/2/V7Zs+/7S/yfgJtG4R0IjVV9/XE1rIvdfvYMllP+KQvThb7RAM0PldDBDIO8j733BrnJBD1U6E0zlq297AZ2ExtBiJjyzXTY9Fr26pFt/oraa06tG+avSQZX72Ooxonu71Wn9VGms95t9njSbOtzDRNk423td/3rPYxxEe0E0ttuR1nT6T75ZKy/bEnTfrZfe02O686Rba9DglE8luh2n602sox+Jja/LXd54PdpnlJ5dCyr5/WiYzYquew+9n+aj5JZyM20/qKXWnPeqifkmY50mxn7S869CN9NK9pmh6RqXWMqlfHqP2lvrVHa75nyqC1vnef9p7nT58rn+VHj58xI/zUB1OfZLSUQismsladPnmp00O/NFpuZWrbzWpH/bP7+up8+lw5Lftk7TqXmVu2Ze18klxSvd03S97VI2U97LFpvV2ncpqqjJZVVuu1rO2+1CcrddX6aj/R6cpm6e/zRetq7e/64va329WG+my3aZ3K2GlWObtPM/L2WGwfXN2u73Y/V1b1uH1cuZ1abrvtuFZMVK06ffK+ujxOmkbs+vr66nzjyCqnfV15t6xybpokl1Tv9q9WdvW4Ze2fVK/tkibJJNXbfTXvk/XVqbymaTJpbdo/La21vytfrWzbdmXtNjufVc7u04y8bdfOV9OdJpvWVk3vTmhvy+24nQAeYwQBEAABEOjiv5iAyQUBEAABEGh/AlgJtf8cwUMQAAEQ6FoCCEJdO7UYGAiAAAi0PwEEofafI3gIAiAAAl1LAEGoa6cWAwMBEACB9ieAINT+cwQPQQAEQKBrCSAIde3UYmAgAAIg0P4EEITaf47gIQiAAAh0LQEEoR1Fi9QAABGkSURBVK6dWgwMBEAABNqfAIJQ+88RPAQBEACBriWAINS1U4uBgQAIgED7E0AQav85gocgAAIg0LUEEIS6dmoxMBAAARBofwIIQu0/R/AQBEAABLqWAIJQ104tBgYCIAAC7U+g7f6jdu2PrHke/tm3vtM8ZdAEAiAAAi0k8Lv/4kMt0Y4g1BKs2ZW2amKzewBJEAABEEgn0MobZmzHpbNHKwiAAAiAQAsJIAi1EC5UgwAIgAAIpBNAEErng1YQAAEQAIEWEmj7INTT01MxfF+dCklbWrvKJaVZ+maRSdKPehAAARAAgYhA2wehyNUgJwGgVColBhppS2tXfaLH/mi9pEn12ib6NW/LSr6uY32Ohh1/RNfUsk/bOs0ND9Pcuq+tGXWt1t+oj5X+LU8lsarXVqUNIrdOysE5NOxOhpnPKfJOX70uGftZxmn59Ud/xOdVPX4EOqaW3THX7XzYsdn6VK18f6qNs0W2G0XSkv7NGmugpyUuWkrbNgjpxV181Yu7pBoAqgWaau2iV2RUn9rROrte2uSw7UvZlfX1EblsxyQthf4EepeIDvsuOr1U6J+n1dVsWrtParvG79hdX6SF+WDO5oZ745h7+SahNE4D8dp8SrZfn/xkg344Y254BM3WFzqUiXeLbDfMpBUKOmusbRuE9IKuF3oNAJLqR9ok34zD1i/6tKy67bJr025TeZOaO+J6Vy0DNL42SyvTc3wPzId1dz1QnKSJRbnPljsVK1C59panqGc47M/35VNldtZdo/QZnqIp1tNTcTcZ6C/rEH0+HUb3FM3NDYftzpiNX9G8xVZ4iTpl0H6fo/GLTHgsRr7F9CfoCHr59avKII0YFMrcuV/fCM3TBN8n8Fj/j8PQmqtUO4b9HM3xSk65Jvo+PEOrccc8JY9fOqd12qpgnTRfRv+Ucx7ZfINzIq5P2HL9XDR3ZlVp2YitMg1XDytTH57TKeOM2a7qr/UdEdKWT5XfE3ucVj/bL9Fhl6vat79DCfpT/IqNtWzbwy5FhzTlcbRtENILu6RyuEHJLvtAuf2TZHz6ta/dR+25bVpWPXafhvO9BeqfX6BFiUL23V6hQEMrqxyCeqk4OEQrqyZM0friAl8Yo1XS+uoKDQ0WWUq+Q4dpZXYtWL3JIqscnLhxfoJoTFaF8bv35ak+WhjkPhxceuVifpjKq7W12RU6HLtiTtDIwiCtyWpuqZ9G+vTLyP36FmhwLVh1liSwHrbaUnTaPsfslccfEZ5YKQS2Y/rTx23rL7lMQtUxBmW7wQ3CEMlKiAPQG5IZihrbTmwc0jg/QgsFnRe+udCbDqdfaYxoYl46pB0ev2zxemyVxyyKqpwDsfNIAoyZ3PCc43NijG+IYvpE5zyNrBYDGZ47PnGoZ9Euz7BVOdLOIyMQ/ZM0Ttd2zN+0eUoftz2/SedR5JyVi9lP4MXitv74+ZPiV2ysaexSdFiutjLbtkFIBq0Xdkntjw1EZey6LHkJKhpYNJV+ok/KPr1uncpKP28fEzj4IuXs1oh8tqNAhSGPZG+RBikITr3FQaKFRQ5IZLboZmejVRLHJBosmhBEixOTNKaODBRpUoObUT9JRWfvaGGsh6b54hjfalqhMN5xTJyj0ni80+SYBCs+BkZpdkhl+cIoF2rTwG29HFiNTf1H5STO2jqX2eeh0H9pG6PJicXggmSNX7WUbTPzsckJWjRXLtGRNO60tkBrBQOPXbVPHJBchkFbyjiMgOWfXDjmV8MVj+ufMI2s1Zerw1bFmJPmSzyyGITbgmUmA+PBzUyFviGaHQ3PI2kbsstyrqi9aueRTSRhnBW2LX/5zEo834xq9cN3nlr2Btzvlu2Xm7fsJ/Gq16/YWKuxSxqb629rym0bhOSirsHBTQWFGxAaxSP6fEFF7dhtal/9UttSVnmtayzlC5L37tfa85WLurlwyZeonwpFvpCZi7X05bJc/NdX+atsHwnBrSzCRgdnqT8MbkG13GVz6OvTGwJ7u0AkhoivoeFh+RfWyMsDwqan5zBvYulRTSffJZftST/9srj6bduqm9O0cae1GRU+Bq5dy1ZqNmkcKZ0q/BPbKfKNNKXassdcbb4cJ4b4PHOq+BLe0DNN/3lUYSShoprtpHlKGXcFu2rfrQTXpNrLSxrq8MvD2c8uZWximm23+mjbIGQPXC/smtptvrzIaYBICgy2Llte8voR3bYe25bqVVlNVd6WrTu/vEgTQ4NU1FWEpSja8x2gotz5z3GgmSzSgLmb5Iv1HPeVsvSpWH0kBTc1ICuQYRodXKAx+80vs7ILt9Vky022V7RLLF2n1RUNDLzcZ6aLxWg7LnZDn6rTfVkjWlFF4xfD0RYkRx62HTqTNu60NtPdzyBuN7RTNUkeR2LXCv+scSV2qrOhiq3YmFPny7Fvbo6cOi7G9FU2J9RUOY8SernV6bZT5ilp3BXsqn23XI+scgIvWWHGX1qKvgfBNr3/OxmNtQq7pLEZ12LfVsvZ5mXbNgjpRV2Gqhd2TZs3/ECTrVfy+qlmx5az8+V+5kGku2Iot1bJyF7tBJW3mVxp2bpZWTVBwJxsIyNEZikiz4l4a32E+0Z7ISZQTWtASQlutpne4WkaXBgLXgeXB7O8XeYPOtKL79ZmzB4Yb2LP0AhvGJrgae4UrW0HYyBc0aTqDIJr5LNj3xq/qAxe1ODMevDWWjB0V4cd1NPajJPmnxgDqXHsRpJJOdeOM46kbnz7IDcX0fiZactuSqvY0jGnzpczEHMzpNui3GY/lFd9TpfUYtp5lNrRaUy07TKw5il13G4/6xwzAUpX73JqyjPbhCORl6s/q19sR8eaxi51bAm+Nrm6bYOQ76IuganaITLS1z6knKWv3Sf/vLxpFa3CZNuKb3+o/NjF/hKLc/aer5xs/L/g+Y8sfGTfJn7hHxhfon556Cs2RLV52aDaKHtpeFq24PhFAt7TX+ofoT71sUKHPKafDvWv0Ox0+HyI77KmZ/klBu03tkr9Q+HKpYrOuM+WTnf8ZrSLgW3zEkT0gkVcR3zcaW0RGYuBbfcXkUS1XNyOM46UzgPja3wTEM7ZNM9oC29KU23puVaodg7Yg2Fuc/K2R3hO2/Oi+pLvaGxFQT7tPKqUTq5R2575S5ynms5T+xwboFHzrkXAYIxvzCYTPUvmVa9f5WsE1f8dTHS3iQ09z58+V75iHz1+xqj+1Ac9+z9NNFqLKg0qbqo6tF7Kdl7b7dRu17ykciQFKjegab8kvXZ9tbz8Zdru+CvastyfpsKatU1QbfBoBwEQ6BgCrbxWte1KKMvsaAARWV9wcHW4gUb72IFG8vpx+9tl6asfqde8pDhAoGUEzIo4Ovfs865HfrNUy+qiZU5CMQhkJ9D2/z0hDRBuKkPUOjefNnzto6kt69a5ZduOr83WtbPy/IYNv4aNIwcC5iEyB5scTMEECORBoKNXQnkAgg0QAAEQAIHWEUAQah1baAYBEAABEKhCoO2346r43/HNrfzP5nY8HAwABECg6wkgCG3jFHfHm3HbCBCmQQAEOp4AtuM6fgoxABAAARDoXAIIQp07d/AcBEAABDqeAIJQx08hBgACIAACnUsAQahz5w6egwAIgEDHE0AQ6vgpxABAAARAoHMJ4O24Npi78+fP09NPP03PPPNMG3hTuwv79++nN73pTbR79+7aO6MHCIDAjiaAILTN0//cc8/RU089RW9961vpuuuuo8suu2ybParN/Llz5+js2bN07NgxuvHGG+mKK66oTQGkQQAEdjQBBKFtnH5ZAUkAOnToEF16aWdOhQRN+UjwkUAkY8GKaBtPKpgGgQ4j0JlXvg6DnOSuBKC3vOUttGvXrtgfY02Sb+d6GYOM5cknn6SDBw+2s6vwDQRAoI0I4MWEbZyMZ599tqu2r17zmteQjAkHCIAACGQlgJVQVlItkrvkkkvo4sWLDWn/xfcfpFM/+i7Rrkvpho/f25CuRjrv2bOnke7oCwIgsAMJIA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这里上传的即是ask_ubuntu_users.xml 全部数据文件。

上传直接使用FileSystem的静态方法下载,例如以下代码():

fs.copyFromLocalFile(src, dst);
上传成功就可以显示操作成功,这里使用aJax异步提交:
// =====uploadId,数据上传button绑定 click方法
$('#uploadId').bind('click', function(){
var input_i=$('#localFileId').val();
// 弹出进度框
popupProgressbar('数据上传','数据上传中...',1000);
// ajax 异步提交任务
callByAJax('cloud/cloud_upload.action',{input:input_i});
});

当中调用aJax使用一个封装的方法。以后都能够调用,例如以下:

// 调用ajax异步提交
// 任务返回成功。则提示成功。否则提示失败的信息
function callByAJax(url,data_){
$.ajax({
url : url,
data: data_,
async:true,
dataType:"json",
context : document.body,
success : function(data) {
// $.messager.progress('close');
closeProgressbar();
console.info("data.flag:"+data.flag);
var retMsg;
if("true"==data.flag){
retMsg='操作成功。';
}else{
retMsg='操作失败。失败原因:'+data.msg;
}
$.messager.show({
title : '提示',
msg : retMsg
}); if("true"==data.flag&&"true"==data.monitor){// 加入监控页面
// 使用单独Tab的方式
layout_center_addTabFun({
title : 'MR算法监控',
closable : true,
// iconCls : node.iconCls,
href : 'cluster/monitor_one.jsp'
});
} }
});
}

后台返回的是json数据。而且这里为了和云平台监控任务兼容(考虑通用性),这里还加入了一个打开监控的代码。

2. 文件去重
在导航栏选择文件去重,就可以看到以下的界面:
aaarticlea/png;base64,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" width="576" height="231" border="1" alt="" />
点击去重就可以提交任务到云平台,而且会打开MR的监控,例如以下图:
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" width="720" height="374" border="1" alt="" />

在点击”去重“按钮时,会启动一个后台线程Thread:
/**
* 去重任务提交
*/
public void deduplicate(){
Map<String ,Object> map = new HashMap<String,Object>();
try{
HUtils.setJobStartTime(System.currentTimeMillis()-10000);
HUtils.JOBNUM=1;
new Thread(new Deduplicate(input,output)).start();
map.put("flag", "true");
map.put("monitor", "true");
} catch (Exception e) {
e.printStackTrace();
map.put("flag", "false");
map.put("monitor", "false");
map.put("msg", e.getMessage());
}
Utils.write2PrintWriter(JSON.toJSONString(map));
}

首先设置全部任务的起始时间,这里往前推迟了10s。是为了防止时间相差太大(也能够设置2s左右。假设tomcat所在机器和集群机器时间一样则不用设置);接着设置任务的总个数;最后启动多线程执行MR任务。

在任务监控界面,启动一个定时器,会定时向后台请求任务的监控信息,当任务全部完毕则会关闭该定时器。
<script type="text/javascript">
// 自己主动定时刷新 1s
var monitor_cf_interval= setInterval("monitor_one_refresh()",3000);
</script>
function monitor_one_refresh(){
$.ajax({ // ajax提交
url : 'cloud/cloud_monitorone.action',
dataType : "json",
success : function(data) {
if (data.finished == 'error') {// 获取信息错误 。返回数据设置为0。否则正常返回
clearInterval(monitor_cf_interval);
setJobInfoValues(data);
console.info("monitor,finished:"+data.finished);
$.messager.show({
title : '提示',
msg : '任务执行失败。'
});
} else if(data.finished == 'true'){
// 全部任务执行成功则停止timer
console.info('monitor,data.finished='+data.finished);
setJobInfoValues(data);
clearInterval(monitor_cf_interval);
$.messager.show({
title : '提示',
msg : '全部任务成功执行完毕! '
}); }else{
// 设置提示,并更改页面数据,多行显示job任务信息
setJobInfoValues(data);
}
}
}); }

后台获取任务的监控信息。使用以下的方式:

1)使用JobClient.getAllJobs()获取全部任务的监控信息。
2)使用前面设置的全部任务的启动时间来过滤每一个任务;
3)对过滤后的任务依照启动时间进行排序并返回;
4)依据返回任务信息的个数和设置的应该的个数来推断是否停止监控;
/**
* 单个任务监控
* @throws IOException
*/
public void monitorone() throws IOException{
Map<String ,Object> jsonMap = new HashMap<String,Object>();
List<CurrentJobInfo> currJobList =null;
try{
currJobList= HUtils.getJobs();
// jsonMap.put("rows", currJobList);// 放入数据
jsonMap.put("jobnums", HUtils.JOBNUM);
// 任务完毕的标识是获取的任务个数必须等于jobNum,同一时候最后一个job完毕
// true 全部任务完毕
// false 任务正在执行
// error 某一个任务执行失败。则不再监控 if(currJobList.size()>=HUtils.JOBNUM){// 假设返回的list有JOBNUM个。那么才可能完毕任务
if("success".equals(HUtils.hasFinished(currJobList.get(currJobList.size()-1)))){
jsonMap.put("finished", "true");
// 执行完毕。初始化时间点
HUtils.setJobStartTime(System.currentTimeMillis());
}else if("running".equals(HUtils.hasFinished(currJobList.get(currJobList.size()-1)))){
jsonMap.put("finished", "false");
}else{// fail 或者kill则设置为error
jsonMap.put("finished", "error");
HUtils.setJobStartTime(System.currentTimeMillis());
}
}else if(currJobList.size()>0){
if("fail".equals(HUtils.hasFinished(currJobList.get(currJobList.size()-1)))||
"kill".equals(HUtils.hasFinished(currJobList.get(currJobList.size()-1)))){
jsonMap.put("finished", "error");
HUtils.setJobStartTime(System.currentTimeMillis());
}else{
jsonMap.put("finished", "false");
}
}
if(currJobList.size()==0){
jsonMap.put("finished", "false");
// return ;
}else{
if(jsonMap.get("finished").equals("error")){
CurrentJobInfo cj =currJobList.get(currJobList.size()-1);
cj.setRunState("Error!");
jsonMap.put("rows", cj);
}else{
jsonMap.put("rows", currJobList.get(currJobList.size()-1));
}
}
jsonMap.put("currjob", currJobList.size());
}catch(Exception e){
e.printStackTrace();
jsonMap.put("finished", "error");
HUtils.setJobStartTime(System.currentTimeMillis());
}
System.out.println(new java.util.Date()+":"+JSON.toJSONString(jsonMap));
Utils.write2PrintWriter(JSON.toJSONString(jsonMap));// 使用JSON传输数据
return ;
}

获取全部任务,并过滤的代码:

/**
* 依据时间来推断,然后获得Job的状态。以此来进行监控 Job的启动时间和使用system.currentTimeMillis获得的时间是一致的。
* 不存在时区不同的问题;
*
* @return
* @throws IOException
*/
public static List<CurrentJobInfo> getJobs() throws IOException {
JobStatus[] jss = getJobClient().getAllJobs();
List<CurrentJobInfo> jsList = new ArrayList<CurrentJobInfo>();
jsList.clear();
for (JobStatus js : jss) {
if (js.getStartTime() > jobStartTime) {
jsList.add(new CurrentJobInfo(getJobClient().getJob(
js.getJobID()), js.getStartTime(), js.getRunState()));
}
}
Collections.sort(jsList);
return jsList;
}

当有多个任务时,使用此监控也是能够的,仅仅用设置HUtils.JOBNUM的值就可以。
3. 文件下载

文件下载即是把过滤后的文件下载到本地,(由于过滤后的文件须要导入到数据库Mysql。所以这里提供下载功能)
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" 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" width="431" height="160" alt="" />
文件下载使用FilsSystem.copyToLocalFile()静态方法:
fs.copyToLocalFile(false, file.getPath(), new Path(dst,
"hdfs_" + (i++) + HUtils.DOWNLOAD_EXTENSION), true);

4.数据入库

数据入库即文件从去重后的本地文件导入到MySql数据库中:
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" width="461" height="100" alt="" />
这里使用的是批量插入。同一时候这里不使用xml的解析,而是直接使用字符串的解析,由于在云平台过滤的时候,是去掉了第1,2,最后一行,所以xml文件是不完整的。不能使用xml解析,所以直接使用读取文件,然后进行字符串的解析。

/**
* 批量插入xmlPath数据
* @param xmlPath
* @return
*/
public Map<String,Object> insertUserData(String xmlPath){
Map<String,Object> map = new HashMap<String,Object>();
try{
baseDao.executeHql("delete UserData");
// if(!Utils.changeDat2Xml(xmlPath)){
// map.put("flag", "false");
// map.put("msg", "HDFS文件转为xml失败");
// return map;
// }
// List<String[]> strings= Utils.parseXmlFolder2StrArr(xmlPath);
// ---解析不使用xml解析,直接使用定制解析就可以
//---
List<String[]>strings = Utils.parseDatFolder2StrArr(xmlPath);
List<Object> uds = new ArrayList<Object>();
for(String[] s:strings){
uds.add(new UserData(s));
}
int ret =baseDao.saveBatch(uds);
log.info("用户表批量插入了{}条记录!",ret);
}catch(Exception e){
e.printStackTrace();
map.put("flag", "false");
map.put("msg", e.getMessage());
return map;
}
map.put("flag", "true");
return map;
}

public Integer saveBatch(List<Object> lists) {
Session session = this.getCurrentSession();
// org.hibernate.Transaction tx = session.beginTransaction();
int i=0;
try{
for ( Object l:lists) {
i++;
session.save(l);
if( i % 50 == 0 ) { // Same as the JDBC batch size
//flush a batch of inserts and release memory:
session.flush();
session.clear();
if(i%1000==0){
System.out.println(new java.util.Date()+":已经预插入了"+i+"条记录...");
}
}
}}catch(Exception e){
e.printStackTrace();
}
// tx.commit();
// session.close();
Utils.simpleLog("插入数据数为:"+i);
return i;
}

5. DB过滤到HDFS

MySQL的用户数据过滤到HDFS,即使用以下的规则进行过滤:
规则 :reputation>15,upVotes>0,downVotes>0,views>0的用户。
接着。上传这些用户,使用SequenceFile进行写入,由于以下的距离计算即是使用序列化文件作为输入的。所以这里直接写入序列化文件;
private static boolean db2hdfs(List<Object> list, Path path) throws IOException {
boolean flag =false;
int recordNum=0;
SequenceFile.Writer writer = null;
Configuration conf = getConf();
try {
Option optPath = SequenceFile.Writer.file(path);
Option optKey = SequenceFile.Writer
.keyClass(IntWritable.class);
Option optVal = SequenceFile.Writer.valueClass(DoubleArrIntWritable.class);
writer = SequenceFile.createWriter(conf, optPath, optKey, optVal);
DoubleArrIntWritable dVal = new DoubleArrIntWritable();
IntWritable dKey = new IntWritable();
for (Object user : list) {
if(!checkUser(user)){
continue; // 不符合规则
}
dVal.setValue(getDoubleArr(user),-1);
dKey.set(getIntVal(user));
writer.append(dKey, dVal);// 用户id,<type,用户的有效向量 >// 后面执行分类的时候须要统一格式,所以这里须要反过来
recordNum++;
}
} catch (IOException e) {
Utils.simpleLog("db2HDFS失败,+hdfs file:"+path.toString());
e.printStackTrace();
flag =false;
throw e;
} finally {
IOUtils.closeStream(writer);
}
flag=true;
Utils.simpleLog("db2HDFS 完毕,hdfs file:"+path.toString()+",records:"+recordNum);
return flag;
}

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" 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" width="413" height="251" alt="" />

生成文件个数即是HDFS中文件的个数。
6. 距离计算
距离计算即计算每一个用户直接的距离。用法即使用两次循环遍历文件,只是这里一共同拥有N*(N-1)/2个输出,由于针对外层用户ID大于内层用户ID的记录,不进行输出。这里使用MR进行。
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" 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" alt="" />
Mapper的map函数:输出的key-value对是<DoubleWritable,<int,int>>--><距离,<用户i的ID。用户j的ID>>。且用户i的ID<用户j的ID;
public void map(IntWritable key,DoubleArrIntWritable  value,Context cxt)throws InterruptedException,IOException{
cxt.getCounter(FilterCounter.MAP_COUNTER).increment(1L);
if(cxt.getCounter(FilterCounter.MAP_COUNTER).getValue()%3000==0){
log.info("Map处理了{}条记录...",cxt.getCounter(FilterCounter.MAP_COUNTER).getValue());
log.info("Map生成了{}条记录...",cxt.getCounter(FilterCounter.MAP_OUT_COUNTER).getValue());
}
Configuration conf = cxt.getConfiguration();
SequenceFile.Reader reader = null;
FileStatus[] fss=input.getFileSystem(conf).listStatus(input);
for(FileStatus f:fss){
if(!f.toString().contains("part")){
continue; // 排除其它文件
}
try {
reader = new SequenceFile.Reader(conf, Reader.file(f.getPath()),
Reader.bufferSize(4096), Reader.start(0));
IntWritable dKey = (IntWritable) ReflectionUtils.newInstance(
reader.getKeyClass(), conf);
DoubleArrIntWritable dVal = (DoubleArrIntWritable) ReflectionUtils.newInstance(
reader.getValueClass(), conf); while (reader.next(dKey, dVal)) {// 循环读取文件
// 当前IntWritable须要小于给定的dKey
if(key.get()<dKey.get()){
cxt.getCounter(FilterCounter.MAP_OUT_COUNTER).increment(1L);
double dis= HUtils.getDistance(value.getDoubleArr(), dVal.getDoubleArr());
newKey.set(dis);
newValue.setValue(key.get(), dKey.get());
cxt.write(newKey, newValue);
} }
} catch (Exception e) {
e.printStackTrace();
} finally {
IOUtils.closeStream(reader);
}
}
}

Reducer的reduce函数直接输出:

public void reduce(DoubleWritable key,Iterable<IntPairWritable> values,Context cxt)throws InterruptedException,IOException{
for(IntPairWritable v:values){
cxt.getCounter(FilterCounter.REDUCE_COUNTER).increment(1);
cxt.write(key, v);
}
}

6. 最佳DC

最佳DC是在”聚类算法“-->”执行聚类“时使用的參数,详细能够參考Clustering by fast search and find of density peaks相关论文。

在寻找最佳DC时是把全部距离依照从大到小进行排序。然后顺序遍历这些距离,取前面的2%左右的数据。这里排序由于在”计算距离“MR任务时,已经利用其Map->reduce的排序性就可以。其距离已经依照距离的大小从小到大排序了,所以仅仅需遍历就可以,这里使用直接遍历序列文件的方式。例如以下:
/**
* 依据给定的阈值百分比返回阈值
*
* @param percent
* 一般为1~2%
* @return
*/
public static double findInitDC(double percent, String path,long iNPUT_RECORDS2) {
Path input = null;
if (path == null) {
input = new Path(HUtils.getHDFSPath(HUtils.FILTER_CALDISTANCE
+ "/part-r-00000"));
} else {
input = new Path(HUtils.getHDFSPath(path + "/part-r-00000"));
}
Configuration conf = HUtils.getConf();
SequenceFile.Reader reader = null;
long counter = 0;
long percent_ = (long) (percent * iNPUT_RECORDS2);
try {
reader = new SequenceFile.Reader(conf, Reader.file(input),
Reader.bufferSize(4096), Reader.start(0));
DoubleWritable dkey = (DoubleWritable) ReflectionUtils.newInstance(
reader.getKeyClass(), conf);
Writable dvalue = (Writable) ReflectionUtils.newInstance(
reader.getValueClass(), conf);
while (reader.next(dkey, dvalue)) {// 循环读取文件
counter++;
if(counter%1000==0){
Utils.simpleLog("读取了"+counter+"条记录。。 。");
}
if (counter >= percent_) {
HUtils.DELTA_DC = dkey.get();// 赋予最佳DC阈值
break;
}
}
} catch (Exception e) {
e.printStackTrace();
} finally {
IOUtils.closeStream(reader);
}
return HUtils.DELTA_DC;
}

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" width="561" height="208" border="1" alt="" />
这里须要说明一下,经过试验。发现使用距离阈值29.4时,聚类的决策图中的聚类中心向量并非十分明显,所以在以下使用的阈值是100;

4.3 聚类算法

1. 执行聚类
执行聚类包含三个MR任务:局部密度MR、最小距离MR以及排序MR任务:
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" 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" width="421" height="268" alt="" />
1)局部密度MR
局部密度计算使用的输入文件即是前面计算的距离文件,其MR数据流例如以下:
/**
* Find the local density of every point vector
*
* 输入为 <key,value>--> <distance,<id_i,id_j>>
* <距离,<向量i编号,向量j编号>>
*
* Mapper:
* 输出向量i编号,1
* 向量j编号,1
* Reducer:
* 输出
* 向量i编号,局部密度
* 有些向量是没有局部密度的。当某个向量距离其它点的距离全部都大于给定阈值dc时就会发生
* @author fansy
* @date 2015-7-3
*/

Mapper的逻辑例如以下:

 
/**
* 输入为<距离d_ij,<向量i编号,向量j编号>>
* 依据距离dc阈值推断距离d_ij是否小于dc,符合要求则
* 输出
* 向量i编号。1
* 向量j编号,1
* @author fansy
* @date 2015-7-3
*/

map函数:

public void map(DoubleWritable key,IntPairWritable value,Context cxt)throws InterruptedException,IOException{
double distance= key.get(); if(method.equals("gaussian")){
one.set(Math.pow(Math.E, -(distance/dc)*(distance/dc)));
} if(distance<dc){
vectorId.set(value.getFirst());
cxt.write(vectorId, one);
vectorId.set(value.getSecond());
cxt.write(vectorId, one);
}
}

这里的密度有两种计算方式。依据前台传入的參数选择不同的算法就可以,这里默认使用的cut-off。即局部密度有一个点则局部密度加1。

reducer中的reduce逻辑即把同样的点的局部密度全部加起来就可以:
public void reduce(IntWritable key, Iterable<DoubleWritable> values,Context cxt)
throws IOException,InterruptedException{
double sum =0;
for(DoubleWritable v:values){
sum+=v.get();
}
sumAll.set(sum);//
cxt.write(key, sumAll);
Utils.simpleLog("vectorI:"+key.get()+",density:"+sumAll);
}

2)最小距离MR

最小距离MR逻辑例如以下:
/**
* find delta distance of every point
* 寻找大于自身密度的最小其它向量的距离
* mapper输入:
* 输入为<距离d_ij,<向量i编号,向量j编号>>
* 把LocalDensityJob的输出
* i,density_i
* 放入一个map中,用于在mapper中进行推断两个局部密度的大小以决定是否输出
* mapper输出:
* i,<density_i,min_distance_j>
* IntWritable,DoublePairWritable
* reducer 输出:
* <density_i*min_distancd_j> <density_i,min_distance_j,i>
* DoubleWritable, IntDoublePairWritable
* @author fansy
* @date 2015-7-3
*/

这里reducer输出为每一个点(即每一个用户)局部密度和最小距离的乘积,一种方式寻找聚类中心个数的方法就是把这个乘积从大到小排序,并把这些点画折线图,看其斜率变化最大的点,取前面点的个数即为聚类中心个数。

3)排序MR
排序MR即把2)的局部密度和最小距离的乘积进行排序,这里能够利用map-reduce的排序性,自己定义一个Writable,然后让其依照值的大小从大到小排序。
/**
*
*/
package com.fz.fastcluster.keytype; /**
* 自己定义DoubleWritable
* 改动其排序方式,
* 从大到小排列
* @author fansy
* @date 2015-7-3
*/ import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException; import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.io.WritableComparable;
import org.apache.hadoop.io.WritableComparator; /**
* Writable for Double values.
*/
@InterfaceAudience.Public
@InterfaceStability.Stable
public class CustomDoubleWritable implements WritableComparable<CustomDoubleWritable> { private double value = 0.0; public CustomDoubleWritable() { } public CustomDoubleWritable(double value) {
set(value);
} @Override
public void readFields(DataInput in) throws IOException {
value = in.readDouble();
} @Override
public void write(DataOutput out) throws IOException {
out.writeDouble(value);
} public void set(double value) { this.value = value; } public double get() { return value; } /**
* Returns true iff <code>o</code> is a DoubleWritable with the same value.
*/
@Override
public boolean equals(Object o) {
if (!(o instanceof CustomDoubleWritable)) {
return false;
}
CustomDoubleWritable other = (CustomDoubleWritable)o;
return this.value == other.value;
} @Override
public int hashCode() {
return (int)Double.doubleToLongBits(value);
} @Override
public int compareTo(CustomDoubleWritable o) {// 改动这里就可以
return (value < o.value ? 1 : (value == o.value ? 0 : -1));
} @Override
public String toString() {
return Double.toString(value);
} /** A Comparator optimized for DoubleWritable. */
public static class Comparator extends WritableComparator {
public Comparator() {
super(CustomDoubleWritable.class);
} @Override
public int compare(byte[] b1, int s1, int l1,
byte[] b2, int s2, int l2) {
double thisValue = readDouble(b1, s1);
double thatValue = readDouble(b2, s2);
return (thisValue < thatValue ? 1 : (thisValue == thatValue ? 0 : -1));
}
} static { // register this comparator
WritableComparator.define(CustomDoubleWritable.class, new Comparator());
} }

2. 画决策图

画决策图,直接解析云平台的排序MR的输出,然后取前面的500条记录(前面500条记录包含的局部密度和最小距离的乘积的最大的500个,后面的点更不可能成为聚类中心点,所以这里仅仅取500个,同一时候须要注意,假设前面设置排序MR的reducer个数大于一个,那么其输出为多个文件,则这里是取每一个文件的前面500个向量)
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" 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alt="" />

依次点击绘图,展示决策图,就可以看到画出的决策图:
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" width="346" height="347" border="1" alt="" />
聚类中心应该是取右上角位置的点。所以这里选择去点密度大于50,点距离大于50的点。这里有3个。加上没有画出来的局部密度最大的点。一共同拥有4个聚类中心向量。

3. 寻找聚类中心

寻找聚类中心就是依据前面决策图得到的点密度和点距离阈值来过滤排序MR的输出,得到符合要求的用户ID,这些用户ID即是聚类中心向量的ID。接着,依据这些ID在数据库中找到每一个用户ID相应的有效向量(reputation。upVotes,downVotes。views)写入HDFS和本地文件。

写入HDFS是为了作为分类的中心点,写入本地是为了后面查看的方便。

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" width="455" height="273" border="2" alt="" />
代码例如以下:
/**
* 依据给定的阈值寻找聚类中心向量,并写入hdfs
* 非MR任务,不须要监控。注意返回值
*/
public void center2hdfs(){
// localfile:method
// 1. 读取SortJob的输出,获取前面k条记录中的大于局部密度和最小距离阈值的id;
// 2. 依据id,找到每一个id相应的记录;
// 3. 把记录转为double[] 。
// 4. 把向量写入hdfs
// 5. 把向量写入本地文件里,方便后面的查看
Map<String,Object> retMap=new HashMap<String,Object>(); Map<Object,Object> firstK =null;
List<Integer> ids= null;
List<UserData> users=null;
try{
firstK=HUtils.readSeq(input==null?HUtils.SORTOUTPUT+"/part-r-00000":input,
100);// 这里默认使用 前100条记录
ids=HUtils.getCentIds(firstK,numReducerDensity,numReducerDistance);
// 2
users = dBService.getTableData("UserData",ids);
Utils.simpleLog("聚类中心向量有"+users.size()+"个!");
// 3,4,5
HUtils.writecenter2hdfs(users,method,output);
}catch(Exception e){
e.printStackTrace();
retMap.put("flag", "false");
retMap.put("msg", e.getMessage());
Utils.write2PrintWriter(JSON.toJSONString(retMap));
return ;
}
retMap.put("flag", "true");
Utils.write2PrintWriter(JSON.toJSONString(retMap));
return ;
}

写入HDFS和本地的聚类中心例如以下:

aaarticlea/png;base64,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" 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4. 执行分类
4.1 执行分类的思路为:
1)聚类中心向量已经写入到_center/iter_0/clustered/part-m-00000中;接着,拷贝原始用户向量(即“DB过滤到HDFS”的输出)到_center/iter_0/unclustered/
2)执行第一次分类。使用Mapper就可以,mapper逻辑为读取_center/iter_0/unclustered/里面的全部文件的每一行。针对每一行A,读取_center/iter_0/clustered/里面全部的数据,循环推断这些向量和A的距离,找到和A的距离最小的距离(同一时候这个距离须要满足大于给定的阈值),并记录这个距离相应向量的类型type,那么就能够输出向量A和类型type,那向量A就已经被分类了,分类后的数据写入到_center/iter_1/clustered里面;假设没有找到最小距离(即全部的距离都大于给定的阈值),那么向量A就是没有被分类的,那么把数据写入到_center/iter_1/unclustered里面。
3)在2)中的mapper中须要记录分类数据和未分类数据的记录数。这样在MR任务执行完毕后。就可以依据这两个数值来推断是否须要进行下次循环。假设这两个数值都是零,那么就退出循环。否则进行下一步。
4)在第i次循环(i>=2)时,使用_center/iter_(i-1)/unclustered里面的数据作为输入,针对这个输入的每一行向量A,遍历_center/iter_1/clustered ~ _center/iter_(i-1)/clustered,使用2)中的方式对A进行分类。假设完毕分类。那么就把数据写入到_center/iter_i/clustered,否则写入到_center/iter_i/unclustered里面。
5)依据第i次MR任务记录的Clustered和Unclustered的值来推断是否进行下次循环。不用则退出循环。否则继续循环进入4);
map函数代码:
public void map(IntWritable key,DoubleArrIntWritable  value,Context cxt){
double[] inputI= value.getDoubleArr(); // hdfs
Configuration conf = cxt.getConfiguration();
FileSystem fs = null;
Path path = null; SequenceFile.Reader reader = null;
try {
fs = FileSystem.get(conf);
// read all before center files
String parentFolder =null;
double smallDistance = Double.MAX_VALUE;
int smallDistanceType=-1;
double distance; // if iter_i !=0,then start i with 1,else start with 0
for(int i=start;i<iter_i;i++){// all files are clustered points parentFolder=HUtils.CENTERPATH+"/iter_"+i+"/clustered";
RemoteIterator<LocatedFileStatus> files=fs.listFiles(new Path(parentFolder), false); while(files.hasNext()){
path = files.next().getPath();
if(!path.toString().contains("part")){
continue; // return
}
reader = new SequenceFile.Reader(conf, Reader.file(path),
Reader.bufferSize(4096), Reader.start(0));
IntWritable dkey = (IntWritable) ReflectionUtils.newInstance(
reader.getKeyClass(), conf);
DoubleArrIntWritable dvalue = (DoubleArrIntWritable) ReflectionUtils.newInstance(
reader.getValueClass(), conf);
while (reader.next(dkey, dvalue)) {// read file literally
distance = HUtils.getDistance(inputI, dvalue.getDoubleArr()); if(distance>dc){// not count the farest point
continue;
}
// 这里仅仅要找到离的近期的点而且其distance<=dc 就可以。把这个点的type赋值给当前值就可以
if(distance<smallDistance){
smallDistance=distance;
smallDistanceType=dvalue.getIdentifier();
} }// while
}// while
}// for vectorI.set(key.get());// 用户id
typeDoubleArr.setValue(inputI,smallDistanceType); if(smallDistanceType!=-1){
log.info("clustered-->vectorI:{},typeDoubleArr:{}",new Object[]{vectorI,typeDoubleArr.toString()});
cxt.getCounter(ClusterCounter.CLUSTERED).increment(1);
out.write("clustered", vectorI, typeDoubleArr,"clustered/part");
}else{
log.info("unclustered---->vectorI:{},typeDoubleArr:{}",new Object[]{vectorI,typeDoubleArr.toString()});
cxt.getCounter(ClusterCounter.UNCLUSTERED).increment(1);
out.write("unclustered", vectorI, typeDoubleArr,"unclustered/part");
} } catch (Exception e) {
e.printStackTrace();
} finally {
IOUtils.closeStream(reader);
} }

4.2 执行分类的阈值设置
每次循环执行分类时,阈值都是变化的,这里採取的方式是:
1. 计算聚类中心向量两两之间的距离。并依照距离排序,从小到大,每次循环取出距离的一半当做阈值,一直取到最后一个距离;
2. 当进行到K*(K-1)/2个距离时。即最后一个距离(K个聚类中心向量)后。下次循环的阈值设置为当前阈值翻倍。即乘以2;并计数,当再循环k次后,此阈值将不再变化。
3. 这样设置能够降低误判。同一时候控制循环的次数;
public void run() {
input=input==null?HUtils.FILTER_PREPAREVECTORS:input; // 删除iter_i(i>0)的全部文件
try {
HUtils.clearCenter((output==null? HUtils.CENTERPATH:output));
} catch (FileNotFoundException e2) {
e2.printStackTrace();
} catch (IOException e2) {
e2.printStackTrace();
} output=output==null?HUtils.CENTERPATHPREFIX:output+"/iter_"; // 加一个操作。把/user/root/preparevectors里面的数据复制到/user/root/_center/iter_0/unclustered里面
HUtils.copy(input,output+"0/unclustered");
try {
Thread.sleep(200);// 暂停200ms
} catch (InterruptedException e1) {
e1.printStackTrace();
} // 求解dc的阈值。这里的dc不用传入进来就可以,即delta的值
// 阈值问题能够在讨论,这里临时使用传进来的阈值就可以
// double dc =dcs[0];
// 读取聚类中心文件
Map<Object,Object> vectorsMap= HUtils.readSeq(output+"0/clustered/part-m-00000", Integer.parseInt(k));
double[][] vectors = HUtils.getCenterVector(vectorsMap);
double[] distances= Utils.getDistances(vectors);
// 这里不使用传入进来的阈值 int iter_i=0;
int ret=0;
double tmpDelta=0;
int kInt = Integer.parseInt(k);
try {
do{
if(iter_i>=distances.length){
// delta= String.valueOf(distances[distances.length-1]/2);
// 这里使用什么方式还没有想好。。。 // 使用以下的方式
tmpDelta=Double.parseDouble(delta);
while(kInt-->0){// 超过k次后就不再增大
tmpDelta*=2;// 每次翻倍
}
delta=String.valueOf(tmpDelta);
}else{
delta=String.valueOf(distances[iter_i]/2);
}
log.info("this is the {} iteration,with dc:{}",new Object[]{iter_i,delta});
String[] ar={
HUtils.getHDFSPath(output)+iter_i+"/unclustered",
HUtils.getHDFSPath(output)+(iter_i+1),//output
//HUtils.getHDFSPath(HUtils.CENTERPATHPREFIX)+iter_i+"/clustered/part-m-00000",//center file
k,
delta,
String.valueOf((iter_i+1))
};
try{
ret = ToolRunner.run(HUtils.getConf(), new ClusterDataJob(), ar);
if(ret!=0){
log.info("ClusterDataJob failed, with iteration {}",new Object[]{iter_i});
break;
}
}catch(Exception e){
e.printStackTrace();
}
iter_i++;
HUtils.JOBNUM++;// 每次循环后加1 }while(shouldRunNextIter());
} catch (IllegalArgumentException e) {
e.printStackTrace();
}
if(ret==0){
log.info("All cluster Job finished with iteration {}",new Object[]{iter_i});
} }
4.3 执行分类的监控思路
执行监控还是使用之前的代码,可是这里的MR任务个数一開始并不能直接确定,那就不能控制监控循环结束的时间。所以这里须要进行改动。这里在MR任务循环完毕之后,设置JOBNUM的值来控制监控任务的结束。而且一開始设置JOBNUM为2。这样在一開始的MR执行结束后就会进行下一次监控循环(这里有个假设就是监控不会仅仅有一次),而且在MR任务每次结束后JOBNUM的值须要递增1:
public void runCluster2(){
Map<String ,Object> map = new HashMap<String,Object>();
try {
//提交一个Hadoop MR任务的基本流程
// 1. 设置提交时间阈值,并设置这组job的个数
//使用当前时间就可以,当前时间往前10s。以防server和云平台时间相差
HUtils.setJobStartTime(System.currentTimeMillis()-10000);//
// 由于不知道循环多少次完毕,所以这里设置为2,每次循环都递增1
// 当全部循环完毕的时候,就该值减去2就可以停止监控部分的循环
HUtils.JOBNUM=2; // 2. 使用Thread的方式启动一组MR任务
new Thread(new RunCluster2(input, output,delta, record)).start();
// 3. 启动成功后。直接返回到监控,同一时候监控定时向后台获取数据,并在前台展示; map.put("flag", "true");
map.put("monitor", "true");
} catch (Exception e) {
e.printStackTrace();
map.put("flag", "false");
map.put("monitor", "false");
map.put("msg", e.getMessage());
}
Utils.write2PrintWriter(JSON.toJSONString(map));
}

在MR任务循环结束后,又一次设置JOBNUM的值就可以控制监控的循环停止:

/**
* 是否应该继续下次循环
* 直接使用分类记录数和未分类记录数来推断
* @throws IOException
* @throws IllegalArgumentException
*/
private boolean shouldRunNextIter() { if(HUtils.UNCLUSTERED==0||HUtils.CLUSTERED==0){
HUtils.JOBNUM-=2;// 不用监控 则减去2;
return false;
}
return true; }

执行分类页面:

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" width="417" height="290" border="2" alt="" />
这里距离阈值是没实用的,后台直接使用上面的算法得到;循环完毕监控界面的终于阈值,例如以下所看到的:
aaarticlea/png;base64,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" alt="" />

4.4 聚类中心及推荐

1. 组别入库

组别入库。即是把_center/iter_i/clustered里面的数据解析导入数据库中。导入数据库还是使用上面的批插入操作:

/**
* 把分类的数据解析到list里面
* @param path
* @return
*/
private static Collection<? extends UserGroup> resolve(Path path) {
// TODO Auto-generated method stub
List<UserGroup> list = new ArrayList<UserGroup>();
Configuration conf = HUtils.getConf();
SequenceFile.Reader reader = null;
int i=0;
try {
reader = new SequenceFile.Reader(conf, Reader.file(path),
Reader.bufferSize(4096), Reader.start(0));
IntWritable dkey = (IntWritable) ReflectionUtils
.newInstance(reader.getKeyClass(), conf);
DoubleArrIntWritable dvalue = (DoubleArrIntWritable) ReflectionUtils
.newInstance(reader.getValueClass(), conf); while (reader.next(dkey, dvalue)) {// 循环读取文件
// 使用这个进行克隆
list.add(new UserGroup(i++,dkey.get(),dvalue.getIdentifier()));
}
} catch (Exception e) {
e.printStackTrace();
} finally {
IOUtils.closeStream(reader);
}
Utils.simpleLog("读取"+list.size()+"条记录。文件:"+path.toString());
return list;
}

2. 聚类中心及占比

聚类中心及占比直接使用数据库中的数据进行统计的,即统计1.中的分类数据每一个类别的总记录数,然后再进行计算。聚类中心即直接读取之前写入本地的聚类中心向量文件就可以。
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" alt="" />
3. 用户查询及推荐
用户查询及推荐即使用用户组内的用户来进行推荐。

依据给定的ID来查询该用户的分组,假设有分组,那么就查询出该分组内的用户,展示到前台:

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" alt="" />

5. 总结

1. 原始数据经过去重、过滤后,仅剩下541条记录。即对541条记录进行聚类,不算大数据处理。
2. 上面的Hadoop实现的聚类算法,能够使用大数据来測试下,看下效果;
3. 聚类算法在计算两两之间的距离时随着文件的增大,其耗时增长非常快O(N^2);
4. 使用组内的用户来对用户直接进行推荐的方式有待商榷,能够考虑在组内使用其它方式来过滤用户(比方依据地理位置等信息,该信息在原始数据中是有的),再次推荐;
5. 本项目仅供学习參考,重心在技术和处理方式以及实现方式上;

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