Mahout聚类和kafaka相关知识
1.说几种距离测度Mahout:
欧式距离测度;平方欧式距离测度;曼哈顿距离测度;余弦距离测度;加权距离测度
2.K-means算法参数:
aaarticlea/png;base64,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" alt="" />
3.TF-IDF加权公式:
aaarticlea/png;base64,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" alt="" />
4.聚类是什么?
聚类是一种无监督的机器学习任务,可以自动将数据划分成类cluster。并不需要提前告知所划分的组是什么样的,因为我们可能都不知道我们在寻找什么,所以聚类是用来知识发现的而不是预测
5.聚类的原则?
一个组内的记录彼此必须非常相似,与该组之外的记录截然不同。聚类做的就是遍历所有数据找到他们之间的相似性
6.聚类用代码实现的步骤?
代码实现
// 0.初始化环境 hadoop
// 1.从文件夹中读取一个个text文件,将数据转换成SequenceFile格式的文件
// 2.将文本生成向量
// 3.使用算法进行聚类
// 4.导出聚类总结结果到目录下<-->clusterdump.json
// 5.生成EXCEL以便观察结果
7.kafka高效文件存储设计特点?
• Kafka把topic中一个parition大文件分成多个小文件段,通过多个小文件段,就容易定期清除或删除已经消费完文件,减少磁盘占用。
• 通过索引信息可以快速定位message和确定response的最大大小。
• 通过index元数据全部映射到memory,可以避免segment file的IO磁盘操作。
• 通过索引文件稀疏存储,可以大幅降低index文件元数据占用空间大小。
8.删除一个topic:
And finally deleting a topic:
> bin/kafka-topics.sh --zookeeper zk_host:port/chroot --delete --topic my_topic_name
Topic deletion option is disabled by default. To enable it set the server config
delete.topic.enable=true
9.为什么要用Message Queue
解耦
在项目启动之初来预测将来项目会碰到什么需求,是极其困难的。消息队列在处理过程中间插入了一个隐含的、基于数据的接口层,两边的处理过程都要实现这一接口。这允许你独立的扩展或修改两边的处理过程,只要确保它们遵守同样的接口约束冗余
有些情况下,处理数据的过程会失败。除非数据被持久化,否则将造成丢失。消息队列把数据进行持久化直到它们已经被完全处理,通过这一方式规避了数据丢失风
险。在被许多消息队列所采用的”插入-获取-删除”范式中,在把一个消息从队列中删除之前,需要你的处理过程明确的指出该消息已经被处理完毕,确保你的数
据被安全的保存直到你使用完毕。扩展性
因为消息队列解耦了你的处理过程,所以增大消息入队和处理的频率是很容易的;只要另外增加处理过程即可。不需要改变代码、不需要调节参数。扩展就像调大电力按钮一样简单。灵活性 & 峰值处理能力
在访问量剧增的情况下,应用仍然需要继续发挥作用,但是这样的突发流量并不常见;如果为以能处理这类峰值访问为标准来投入资源随时待命无疑是巨大的浪费。使用消息队列能够使关键组件顶住突发的访问压力,而不会因为突发的超负荷的请求而完全崩溃。可恢复性
当体系的一部分组件失效,不会影响到整个系统。消息队列降低了进程间的耦合度,所以即使一个处理消息的进程挂掉,加入队列中的消息仍然可以在系统恢复后被处理。而这种允许重试或者延后处理请求的能力通常是造就一个略感不便的用户和一个沮丧透顶的用户之间的区别。送达保证
消息队列提供的冗余机制保证了消息能被实际的处理,只要一个进程读取了该队列即可。在此基础上,IronMQ提供了一个”只送达一次”保证。无论有多少进
程在从队列中领取数据,每一个消息只能被处理一次。这之所以成为可能,是因为获取一个消息只是”预定”了这个消息,暂时把它移出了队列。除非客户端明确的
表示已经处理完了这个消息,否则这个消息会被放回队列中去,在一段可配置的时间之后可再次被处理。
顺序保证
在大多使用场景下,数据处理的顺序都很重要。消息队列本来就是排序的,并且能保证数据会按照特定的顺序来处理。IronMO保证消息通过FIFO(先进先出)的顺序来处理,因此消息在队列中的位置就是从队列中检索他们的位置。缓冲
在任何重要的系统中,都会有需要不同的处理时间的元素。例如,加载一张图片比应用过滤器花费更少的时间。消息队列通过一个缓冲层来帮助任务最高效率的执行—写入队列的处理会尽可能的快速,而不受从队列读的预备处理的约束。该缓冲有助于控制和优化数据流经过系统的速度。理解数据流
在一个分布式系统里,要得到一个关于用户操作会用多长时间及其原因的总体印象,是个巨大的挑战。消息系列通过消息被处理的频率,来方便的辅助确定那些表现不佳的处理过程或领域,这些地方的数据流都不够优化。异步通信
很多时候,你不想也不需要立即处理消息。消息队列提供了异步处理机制,允许你把一个消息放入队列,但并不立即处理它。你想向队列中放入多少消息就放多少,然后在你乐意的时候再去处理它们。
Mahout聚类和kafaka相关知识的更多相关文章
- PySpark SQL 相关知识介绍
title: PySpark SQL 相关知识介绍 summary: 关键词:大数据 Hadoop Hive Pig Kafka Spark PySpark SQL 集群管理器 PostgreSQL ...
- LDA模型了解及相关知识
什么是LDA? LDA是基于贝叶斯模型的,涉及到贝叶斯模型离不开“先验分布”,“数据(似然)”和"后验分布"三块.贝叶斯相关知识:先验分布 + 数据(似然)= 后验分布. 贝叶斯模 ...
- 【Python五篇慢慢弹(5)】类的继承案例解析,python相关知识延伸
类的继承案例解析,python相关知识延伸 作者:白宁超 2016年10月10日22:36:57 摘要:继<快速上手学python>一文之后,笔者又将python官方文档认真学习下.官方给 ...
- 移动WEB像素相关知识
了解移动web像素的知识,主要是为了切图时心中有数.本文主要围绕一个问题:怎样根据设备厂商提供的屏幕尺寸和物理像素得到我们切图需要的逻辑像素?围绕这个问题以iphone5为例讲解涉及到的web像素相关 ...
- listener监听器的相关知识
从别人的博客上我学习了listener的相关知识现在分享给大家 1.概念: 监听器就是一个实现特定接口的普通java程序,这个程序专门用于监听另一个java对象的方法调用或属性改变,当被监听对象发生上 ...
- UIViewController相关知识
title: UIViewController 相关知识date: 2015-12-13 11:50categories: IOS tags: UIViewController 小小程序猿我的博客:h ...
- 【转】java NIO 相关知识
原文地址:http://www.iteye.com/magazines/132-Java-NIO Java NIO(New IO)是从Java 1.4版本开始引入的一个新的IO API,可以替代标准的 ...
- NSString使用stringWithFormat拼接的相关知识
NSString使用stringWithFormat拼接的相关知识 保留2位小数点 1 2 3 4 //.2代表小数点后面保留2位(2代表保留的数量) NSString *string = [NSSt ...
- iOS网络相关知识总结
iOS网络相关知识总结 1.关于请求NSURLRequest? 我们经常讲的GET/POST/PUT等请求是指我们要向服务器发出的NSMutableURLRequest的类型; 我们可以设置Reque ...
随机推荐
- redis集群搭建-3.0/4.0版本
1. Redis的安装 1.1. Redis的安装 Redis是c语言开发的. 安装redis需要c语言的编译环境.如果没有gcc需要在线安装.yum install gcc-c++ 安装步骤: 第 ...
- LIMS产品 - Labvantage技术版本
最新版本的Labvantage8使用Java版本为Java7(Java8使用最广泛,最新版本为Java12),中间件使用JBoss(国内小型信息化系统(LIMS.QMS等)java体系一般使用Tomc ...
- 【Java】抽象类、接口
什么是抽象类? 特点: - 抽象类几乎普通类一样,除了不能实例化 - 不能实例化不代表没有构造器,依然可以声明构造器,便于子类实例化调用 - 具有抽象方法的类,一定是抽象类 abstract 抽象的 ...
- Mac 下 brew 切换为国内源
简介 Homebrew 是一款自由及开放源代码的软件包管理系统,用以简化 macOS 和 linux 系统上的软件安装过程.它拥有安装.卸载.更新.查看.搜索等很多实用的功能,通过简单的一条指令,就可 ...
- 提升效率必备!8个超好用的Python内置函数
文的文字及图片来源于网络,仅供学习.交流使用,不具有任何商业用途,版权归原作者所有,如有问题请及时联系我们以作处理. 作者: 吃着不想停 PS:如有需要Python学习资料的小伙伴可以加点击下方链接自 ...
- JMeter分布式压测实战(2020年清明假期学习笔记)
一.常用压力测试工具对比 简介:目前用的常用测试工具对比 1.loadrunner 性能稳定,压测结果及颗粒度大,可以自定义脚本进行压测,但是太过于重大,功能比较繁多. 2.Apache ab(单接口 ...
- testNG 预期异常、忽略测试、超时测试
通过@Test 注解的参数值实现如下的几种测试 一.通过 @Test(expectedExceptions=异常类名) 参数实现到达 预期指定的异常效果 @Test(expectedException ...
- Asynchronous Disk I/O Appears as Synchronous on Windows
Summary File I/O on Microsoft Windows can be synchronous or asynchronous. The default behavior for I ...
- C# 基础知识系列- 14 IO篇 文件的操作
0. 前言 本章节是IO篇的第二集,我们在上一篇中介绍了C#中IO的基本概念和一些基本方法,接下来我们介绍一下操作文件的方法.在编程的世界中,操作文件是一个很重要的技能. 1. 文件.目录和路径 在开 ...
- HyperLeger Fabric开发(三)——HyperLeger Fabric架构
HyperLeger Fabric开发(三)--HyperLeger Fabric架构 一.HyperLeger Fabric逻辑架构 1.HyperLeger Fabric逻辑架构简介 Fabric ...