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这期内容当中小编将会给大家带来有关flume中如何自定义Interceptor,文章内容丰富且以专业的角度为大家分析和叙述,阅读完这篇文章希望大家可以有所收获。
flume现状:
这种比较个性化的转换flume没有相关插件
分析:
flume event 针对source为文本文件时,会一行一个event(默认小于2048长度)
而拦截器就是针对event来做处理的
代码:
package com.wy.flume.interceptor; import com.google.common.base.Charsets; import com.google.common.collect.Lists; import java.util.HashMap; import java.util.List; import java.util.Set; import java.util.regex.Matcher; import java.util.regex.Pattern; import org.apache.flume.Context; import org.apache.flume.Event; import org.apache.flume.interceptor.Interceptor; public class AdRefererLogFormatInterceptor implements Interceptor { //匹配user-agent private static final Pattern pattern = Pattern.compile("^\"(.*)\"\\s\"(.*)\"(.*)$"); private static final HashMap<String, String> platform = initPlatforms(); private static final HashMap<String, String> browser = initBrowsers(); private static HashMap<String, String> initPlatforms() { HashMap<String, String> platforms = new HashMap<>(); platforms.put("windows nt 6.2", "Win8"); platforms.put("windows nt 6.2", "Win8"); platforms.put("windows nt 6.1", "Win7"); platforms.put("windows nt 6.0", "Win Longhorn"); platforms.put("windows nt 5.2", "Win2003"); platforms.put("windows nt 5.0", "Win2000"); platforms.put("windows nt 5.1", "WinXP"); platforms.put("windows nt 4.0", "Windows NT 4.0"); platforms.put("winnt4.0", "Windows NT 4.0"); platforms.put("winnt 4.0", "Windows NT"); platforms.put("winnt", "Windows NT"); platforms.put("windows 98", "Win98"); platforms.put("win98", "Win98"); platforms.put("windows 95", "Win95"); platforms.put("win95", "Win95"); platforms.put("windows", "Unknown Windows OS"); platforms.put("os x", "MacOS X"); platforms.put("ppc mac", "Power PC Mac"); platforms.put("freebsd", "FreeBSD"); platforms.put("ppc", "Macintosh"); platforms.put("linux", "Linux"); platforms.put("debian", "Debian"); platforms.put("sunos", "Sun Solaris"); platforms.put("beos", "BeOS"); platforms.put("apachebench", "ApacheBench"); platforms.put("aix", "AIX"); platforms.put("irix", "Irix"); platforms.put("osf", "DEC OSF"); platforms.put("hp-ux", "HP-UX"); platforms.put("netbsd", "NetBSD"); platforms.put("bsdi", "BSDi"); platforms.put("openbsd", "OpenBSD"); platforms.put("gnu", "GNU/Linux"); platforms.put("unix", "Unknown Unix OS"); return platforms; } private static HashMap<String, String> initBrowsers() { HashMap<String, String> browsers = new HashMap<>(); browsers.put("Flock", "Flock"); browsers.put("Chrome", "Chrome"); browsers.put("Opera", "Opera"); browsers.put("MSIE", "IE"); browsers.put("Internet Explorer", "IE"); browsers.put("Shiira", "Shiira"); browsers.put("Firefox", "Firefox"); browsers.put("Chimera", "Chimera"); browsers.put("Phoenix", "Phoenix"); browsers.put("Firebird", "Firebird"); browsers.put("Camino", "Camino"); browsers.put("Netscape", "Netscape"); browsers.put("OmniWeb", "OmniWeb"); browsers.put("Safari", "Safari"); browsers.put("Mozilla", "Mozilla"); browsers.put("Konqueror", "Konqueror"); browsers.put("icab", "iCab"); browsers.put("Lynx", "Lynx"); browsers.put("Links", "Links"); browsers.put("hotjava", "HotJava"); browsers.put("amaya", "Amaya"); browsers.put("IBrowse", "IBrowse"); return browsers; } private AdRefererLogFormatInterceptor() { } @Override public void initialize() { // NO-OP... } @Override public void close() { // NO-OP... } @Override public Event intercept(Event event) { String body = new String(event.getBody(), Charsets.UTF_8); String[] fields = body.split(",", 8); StringBuilder sb = new StringBuilder(); sb.append(fields[0]); sb.append('\t'); sb.append(fields[1]); sb.append('\t'); sb.append(fields[2]); sb.append('\t'); sb.append(fields[3]); sb.append('\t'); sb.append(fields[4]); sb.append('\t'); sb.append(fields[5]); sb.append('\t'); sb.append(fields[6]); sb.append('\t'); Matcher submatcher = pattern.matcher(fields[7].trim()); String url = ""; String os = "others"; String br = "others"; String ver = ""; if (submatcher.matches()) { url = submatcher.group(1); String agent = submatcher.group(2); //匹配操作系统 Set<String> platformKeys = platform.keySet(); for (String platformKey : platformKeys) { Pattern pattern = Pattern.compile( Pattern.quote(platformKey) , Pattern.CASE_INSENSITIVE); Matcher matcher = pattern.matcher(agent); if (matcher.find()) { os = platform.get(platformKey); break; } } //匹配浏览器 和版本 Set<String> browserKeys = browser.keySet(); for (String browserKey : browserKeys) { Pattern pattern = Pattern.compile( Pattern.quote(browserKey) + ".*?([0-9\\.]+)", Pattern.CASE_INSENSITIVE); Matcher matcher = pattern.matcher(agent); if (matcher.find()) { ver = matcher.group(1); br = browser.get(browserKey); break; } } } sb.append(url); sb.append('\t'); sb.append(os); sb.append('\t'); sb.append(br); sb.append('\t'); sb.append(ver); //修改event body event.setBody(sb.toString().getBytes()); return event; } @Override public List<Event> intercept(List<Event> events) { List<Event> intercepted = Lists.newArrayListWithCapacity(events.size()); for (Event event : events) { Event interceptedEvent = intercept(event); if (interceptedEvent != null) { intercepted.add(interceptedEvent); } } return intercepted; } public static class Builder implements Interceptor.Builder { //使用Builder初始化Interceptor @Override public Interceptor build() { return new AdRefererLogFormatInterceptor(); } @Override public void configure(Context context) { } } }
部署:
1、将程序打包成AdRerfererLogInterceptor.jar
2、将jar包上传到FLUME_HOME的lib目录下(flume1.5采用bin安装)
3、在配置文件中使用Interceptor
hdp2.sources.s1.interceptors = i1
hdp2.sources.s1.interceptors.i1.type = com.wy.flume.interceptor.AdRefererLogFormatInterceptor$Builder
优势:
在数据传输的同时进行数据的处理,节省步骤,而且有flume帮组管理文件进度,程序中断时不用手动做恢复(file channel)
总结:
在Interceptor中可以对event的header 和 body 进行处理,进而达到定制化的目的。
上述就是小编为大家分享的flume中如何自定义Interceptor了,如果刚好有类似的疑惑,不妨参照上述分析进行理解。如果想知道更多相关知识,欢迎关注亿速云行业资讯频道。
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