大家好,又见面了,我是你们的朋友全栈君。
最近刚开完题,毕设是使用机器学习算法对电磁数据中的异常进行检测。所有的电磁数据都存储在分布式数据库es中,所以第一步需要导出数据,这两天写了点这部分的程序,已经导出部分数据。
package org.elasticsearch.esTest;
import java.awt.List;
import java.io.BufferedWriter;
import java.io.File;
import java.io.FileWriter;
import java.io.IOException;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.concurrent.ExecutionException;
//maven管理依赖
import org.elasticsearch.action.admin.indices.stats.IndicesStatsAction;
import org.elasticsearch.action.get.GetResponse;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.client.Client;
import org.elasticsearch.client.transport.TransportClient;
import org.elasticsearch.index.query.QueryBuilders.*;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.action.search.SearchType;
import org.elasticsearch.common.settings.ImmutableSettings;
import org.elasticsearch.common.settings.Settings;
import org.elasticsearch.common.transport.InetSocketTransportAddress;
import org.elasticsearch.index.query.QueryBuilders;
import org.elasticsearch.indices.IndexMissingException;
import org.elasticsearch.search.SearchHits;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONObject;
/** * Hello world! * */
public class EsClient {
static File trace = new File("E:/es data/emcas-2018.01.04_trace.txt");
static File warning = new File("E:/es data/emcas-2018.01.04_warning.txt");
static File other = new File("E:/es data/emcas-2018.01.04_other.txt");
public static Client getClient() throws IOException {
Settings settings = ImmutableSettings.settingsBuilder()
.put("cluster.name", "estest1")
.build();
TransportClient client = new TransportClient(settings).addTransportAddress(
new InetSocketTransportAddress("10.10.41.153", 9300));
// FileWriter fw = new FileWriter(article);
// BufferedWriter bfw = new BufferedWriter(fw);
return client;
}
public static HashSet<String> write2File(Client client) throws IOException{
long start = System.currentTimeMillis();
int scrollSize = 1000;
SearchResponse response = null;
FileWriter fw_trace1 = new FileWriter(trace);
BufferedWriter bfw1 = new BufferedWriter(fw_trace1);
FileWriter fw_warning1 = new FileWriter(warning);
BufferedWriter bfw2 = new BufferedWriter(fw_warning1);
FileWriter fw_other1 = new FileWriter(trace);
BufferedWriter bfw3 = new BufferedWriter(fw_other1);
// ArrayList<Integer>collectid = new ArrayList<Integer>();
HashSet collectid = new HashSet();
int i =0;
while (response == null || response.getHits().hits().length != 0 && i <=1) {
// if(i % 100 == 0){
// fw = new FileWriter(autoCreateFile(i/10+1));
// BufferedWriter bfw1 = new BufferedWriter(fw);
// bfw = bfw1;
// System.out.println("这是第"+i/10+"万条数据");
// }
try{
response = client.prepareSearch("emcas-2017.10.16")
.setQuery(QueryBuilders.matchAllQuery())
.setSize(scrollSize)
.setFrom(i*scrollSize)
// .setFrom(0)
.execute()
.actionGet();
}
catch (IndexMissingException e) {
System.out.println("not found");
}
SearchHits hits = response.getHits();
int trace_count = 0;
int warning_count =0;
int other_count = 0;
for(int j = 0 ; j < hits.getHits().length; j++){
String jsonstr = hits.getHits()[j]
.getSourceAsString();
JSONObject json_1 = JSON.parseObject(jsonstr);
System.out.println(json_1);
if(json_1.get("eventType").equals("trace")){
trace_count++;
collectid.add(json_1.get("collectorId"));
if(trace_count % 100000 == 0){
FileWriter fw_trace2 = new FileWriter(autoCreateFile(trace_count/100000));
BufferedWriter bfw_trace = new BufferedWriter(fw_trace2);
bfw1 = bfw_trace;
}
bfw1.write(json_1.toString()+'\r');
bfw1.flush();
}else if(json_1.get("eventType").equals("warning")){
warning_count++;
if(warning_count % 100 == 0){
FileWriter fw_warning2 = new FileWriter(autoCreateFile(warning_count/100));
BufferedWriter bfw_warning2 = new BufferedWriter(fw_warning2);
bfw2 = bfw_warning2;
}
bfw2.write(json_1.toString()+'\r');
bfw2.flush();
}else{
other_count++;
if(other_count % 100 == 0){
FileWriter fw_other2 = new FileWriter(autoCreateFile(other_count/100));
BufferedWriter bfw_other2 = new BufferedWriter(fw_other2);
bfw3 = bfw_other2;
}
bfw3.write(json_1.toString()+'\r');
bfw3.flush();
}
}
i++;
}
bfw1.close();
bfw2.close();
bfw3.close();
fw_other1.close();
fw_trace1.close();
fw_warning1.close();
long end = System.currentTimeMillis();
long totalTime = end - start;
System.out.println("总耗时:"+totalTime);
return collectid;
}
public static File autoCreateFile(int i ) throws IOException {
File file = new File("E:/es data/"+i+".txt");
file.createNewFile();
return file;
}
public static void main(String[] args) throws InterruptedException, ExecutionException, IOException {
EsClient instance = new EsClient();
Client client = instance.getClient();
HashSet hashSet = new HashSet();
hashSet = write2File(client);
for (Object object : hashSet) {
System.out.println(object);
}
System.out.println(hashSet.size()+"size!!!!!!!!");
// GetResponse response = client.prepareGet("emcas-2017.10.18","trace","AV8tK5NeSBmsIUk260HQ")
// GetResponse response = client.prepareGet("emcas-2017.10.18","status","4")
// .execute()
// .actionGet();
// System.out.println(response.getSource());
//用于计算es数据库中一个index下docs的总记录数
// SearchResponse response2 = client.prepareSearch("emcas-2018.01.04")
// .setQuery(QueryBuilders.matchAllQuery())
// .setSize(0)
// .execute()
// .actionGet();
// SearchHits hits = response2.getHits();
// long hitscount = hits.getTotalHits();
// System.out.println(hitscount);
}
}
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