Spark 运行架构
解决原始数据乱码的问题
- 使用atom可以检查出文件的编码格式为gb2312
- 使用iconv可以直接转码，遇到错误忽略掉即可
- 将文件导入hdfs上
The filesystem under path '/hdfs/user/data/SogouQ3_utf8.txt' is HEALTHY
最热门的查询词排行 top10
- 选取第三个字段，做一个wordcount，然后交换（key,value）-> (value, key)，按照现有的key排序，排序完成后，再一次交换（k ，v），最后选取前10
- 具体代码
package io.github.week3
import org.apache.spark.{SparkContext, SparkConf}
/**
* Created by sunyonggang on 16/4/22.
*/
class TermsTop {
}
object TermsTop {
def main(args: Array[String]) {
val conf = new SparkConf().setAppName("TermsTop10").setMaster("spark://gg01:7077")
val sc = new SparkContext(conf)
val logRDD = sc.textFile("hdfs://gg01:9000/hdfs/user/data/SogouQ3_utf8.txt")
//统计其中的搜索词，并排序前10
val wc = logRDD.map(line => line.split("\t")).filter(_.length == 6).map(line => (line(2), 1)).reduceByKey(_ + _)
val termsTop = wc.map(word => (word._2, word._1)).sortByKey(false).map(word => (word._2, word._1)).take(10)
for (term <- termsTop) {
println(term)
}
}
}
3.结果：
16/04/23 10:52:38 INFO DAGScheduler: ResultStage 4 (take at TermsTop.scala:20) finished in 0.462 s
16/04/23 10:52:38 INFO DAGScheduler: Job 1 finished: take at TermsTop.scala:20, took 4.698771 s
(百度,77627)
(baidu,36564)
(人体艺术,29598)
(4399小游戏,23306)
(优酷,20847)
(qq空间,20677)
(新亮剑,19205)
(馆陶县县长闫宁的父亲,17842)
(公安卖萌,16612)
(百度一下 你就知道,15212)
16/04/23 10:52:38 INFO SparkContext: Invoking stop() from shutdown hook
16/04/23 10:52:38 INFO SparkUI: Stopped Spark web UI at http://192.168.199.150:4040
用户查询排行 top10
- 同第一个问题，只不过选取第二个字段
- 具体代码
package io.github.week3
import org.apache.spark.{SparkContext, SparkConf}
/**
* Created by sunyonggang on 16/4/22.
*/
class UsersTop {
}
object UsersTop {
def main(args: Array[String]) {
val conf = new SparkConf().setAppName("TermsTop10").setMaster("spark://gg01:7077")
val sc = new SparkContext(conf)
val logRDD = sc.textFile("hdfs://gg01:9000/hdfs/user/data/SogouQ3_utf8.txt")
//统计其中的user id，并排序前10
val wc = logRDD.map(line => line.split("\t")).filter(_.length == 6).map(line => (line(1), 1)).reduceByKey(_ + _)
val termsTop = wc.map(word => (word._2, word._1)).sortByKey(false).map(word => (word._2, word._1)).take(10)
for (term <- termsTop) {
println(term)
}
}
}
3.结果
16/04/23 10:56:31 INFO DAGScheduler: ResultStage 4 (take at UsersTop.scala:21) finished in 1.511 s
16/04/23 10:56:31 INFO DAGScheduler: Job 1 finished: take at UsersTop.scala:21, took 5.284386 s
(ac65768b987c20b3b25cd35612f61892,20385)
(9faa09e57c277063e6eb70d178df8529,11653)
(02a8557754445a9b1b22a37b40d6db38,11528)
(cc7063efc64510c20bcdd604e12a3b26,2571)
(b64b0ec03efd0ca9cef7642c4921658b,2355)
(7a28a70fe4aaff6c35f8517613fb5c67,1292)
(b1e371de5729cdda9270b7ad09484c4f,1277)
(f656e28e7c3e10c2b733e6b68385d5a2,1241)
(7eab8caf9708d68e6964220e2f89e80d,1181)
(c72ce1164bcd263ba1f69292abdfdf7c,1120)
16/04/23 10:56:31 INFO SparkContext: Invoking stop() from shutdown hook
16/04/23 10:56:31 INFO SparkUI: Stopped Spark web UI at http://192.168.199.150:4040
网站访问排行版(不用区分二级域名) top50
- 选取第六个字段，截取一级域名，然后与前面两个问题一样的解决方案
- 具体代码
package io.github.week3
import org.apache.spark.{SparkContext, SparkConf}
/**
* Created by sunyonggang on 16/4/22.
*/
class WebsiteTop50 {
}
object WebsiteTop50 {
def main(args: Array[String]) {
val conf = new SparkConf().setAppName("TermsTop10").setMaster("spark://gg01:7077")
val sc = new SparkContext(conf)
val logRDD = sc.textFile("hdfs://gg01:9000/hdfs/user/data/SogouQ3_utf8.txt")
//统计其中的website，并排序前50
val wc = logRDD.map(line => line.split("\t")(5)).map(website => getFirstDomainFromWebsite(website)).reduceByKey(_ + _)
val termsTop = wc.map(word => (word._2, word._1)).sortByKey(false).map(word => (word._2, word._1)).take(50)
for (term <- termsTop) {
println(term)
}
}
def getFirstDomainFromWebsite(line : String) : (String , Int) = {
val regex = """(\w+\:\/\/.*?\/)(.*)""".r
val regex(domain, seconddomain) = line
(domain, 1)
}
}
3.结果，(ps：上面的正则表达式可能不够健壮)
16/04/23 11:00:46 INFO DAGScheduler: Job 1 finished: take at WebsiteTop50.scala:20, took 2.012784 s
(http://zhidao.baidu.com/,584230)16/04/23 11:00:46 INFO TaskSetManager: Finished task 0.0 in stage 4.0 (TID 27) in 688 ms on 192.168.199.146 (1/1)
16/04/23 11:00:46 INFO TaskSchedulerImpl: Removed TaskSet 4.0, whose tasks have all completed, from pool
(http://tv.sogou.com/,290795)
(http://wenwen.soso.com/,287967)
(http://baike.baidu.com/,229051)
(http://www.youku.com/,158918)
(http://www.baidu.com/,148608)
(http://wenku.baidu.com/,127176)
(http://www.tudou.com/,125944)
(http://tieba.baidu.com/,124058)
(http://v.youku.com/,122190)
(http://www.docin.com/,74127)
(http://www.4399.com/,70430)
(http://blog.sina.com.cn/,67190)
(http://www.ranwen.com/,55428)
(http://tv.sohu.com/,51935)
(http://v.ku6.com/,43433)
(http://www.tvmao.com/,41431)
(http://hi.baidu.com/,41347)
(http://www.360doc.com/,41164)
(http://iask.sina.com.cn/,40803)
(http://www.56.com/,37227)
(http://www.hao123.com/,32477)
(http://www.qiyi.com/,31019)
(http://ishare.iask.sina.com.cn/,30783)
(http://www.tianya.cn/,30571)
(http://www.7k7k.com/,29045)
(http://www.douban.com/,27587)
(http://www.booksky.org/,26782)
(http://detail.zol.com.cn/,26401)
(http://qzone.qq.com/,26036)
(http://www.qire123.com/,25440)
(http://www.12306.cn/,25383)
(http://cf.qq.com/,24262)
(http://www.qidian.com/,24115)
(http://blog.163.com/,23254)
(http://www.xixiwg.com/,22503)
(http://www.a67.com/,21706)
(http://weibo.com/,20811)
(http://dzh.mop.com/,20431)
(http://detail.china.alibaba.com/,20351)
(http://kankan.xunlei.com/,18656)
(http://dl.pconline.com.cn/,18310)
(http://bbs1.people.com.cn/,17534)
(http://news.ifeng.com/,17442)
(http://news.shangdu.com/,16957)
(http://news.xinhuanet.com/,16621)
(http://dnf.qq.com/,16427)
(http://item.taobao.com/,15764)
(http://roll.sohu.com/,15588)
(http://www.qzone.cc/,15236)
16/04/23 11:00:46 INFO SparkContext: Invoking stop() from shutdown hook
16/04/23 11:00:46 INFO SparkUI: Stopped Spark web UI at http://192.168.199.150:4040