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AnalysisDataStructure.java
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290 lines (255 loc) · 12.1 KB
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import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import dataAnalysis.DataGenerator;
import dataAnalysis.OperationType;
public class AnalysisDataStructure implements OperationType{
private int times;
private DataGenerator dg;
private List<String> data;
LinkedListMultiset<String> linkedListMultiset=null;
SortedLinkedListMultiset<String> sortedLinkedListMultiset=null;
BstMultiset<String> bstMultiset=null;
HashMultiset<String> hashMultiset=null;
BalTreeMultiset<String> balTreeMultiset=null;
public AnalysisDataStructure(int testSize) {
times=testSize;
dg=new DataGenerator(testSize);
data=dg.getData();
//init();
}
/*
* Initialize each data structure
*/
public void init() {
linkedListMultiset = new LinkedListMultiset<String>();
sortedLinkedListMultiset = new SortedLinkedListMultiset<String>();
bstMultiset = new BstMultiset<String>();
hashMultiset = new HashMultiset<String>();
balTreeMultiset = new BalTreeMultiset<String>();
}
/*
* To operate 4 operations (add, removeall, removeone, search) for each data structure.
*/
private void operation(Multiset<String> multiset,List<String> data, Sign sign) {
if(sign.equals(Sign.ADD)) {
for(String element: data) {
multiset.add(element);
}
}else if(sign.equals(Sign.REMOVEALL)) {
for(String element: data) {
multiset.removeAll(element);
}
}else if(sign.equals(Sign.REMOVEONE)) {
for(String element: data) {
multiset.removeOne(element);
}
}else if(sign.equals(Sign.SEARCH)) {
for(String element: data) {
multiset.search(element);
}
}
}
/*
* To generate test data stored into list.
* Actually, it is to catch data from existed list in data generator and then store them into list.
* These test data is parpare for operating add, removeall, removeone and search
*/
private List<String> generateTestData(int size) {
Random r=new Random();
List<String> tem=new ArrayList<String>();
for(int i=0;i<size;i++) {
tem.add(data.get(r.nextInt(data.size())));
}
return tem;
}
/*
* To calculate operation times and real running time for each data structure in different test scenario
* System.currentTimeMillis() is to record real running time and
* System.nanoTime() is to record operation times.
*/
private void caculateRunTime(Multiset<String> multiset,List<String> data,List<String> data1, Sign sign1, Sign sign2) {
long recordStartTime = System.currentTimeMillis();
long startTimes = System.nanoTime();
operation(linkedListMultiset,data, sign1);
operation(linkedListMultiset,data1, sign2);
long endTimes = System.nanoTime();
long recordEndTime = System.currentTimeMillis();
System.out.println("Running count: " + (int)(endTimes - startTimes)+" Run Time: "+(recordEndTime-recordStartTime));
}
/*
* To calculate operation times and real running time for each data structure in different test scenario
* System.currentTimeMillis() is to record real running time and
* System.nanoTime() is to record operation times.
*/
private void caculateRunTime(Multiset<String> multiset,List<String> searchList,List<String> addList,List<String> removeAllList,List<String> removeOneList, Sign search, Sign add, Sign removeall,Sign removeOne) {
long recordStartTime = System.currentTimeMillis();
long startTimes = System.nanoTime();
operation(linkedListMultiset,searchList, search);
operation(linkedListMultiset,addList, add);
operation(linkedListMultiset,removeAllList, removeall);
operation(linkedListMultiset,removeOneList, removeOne);
long endTimes = System.nanoTime();
long recordEndTime = System.currentTimeMillis();
System.out.println("Running count: " + (int)(endTimes - startTimes)+" Run Time: "+(recordEndTime-recordStartTime));
}
/*
* scenario one: add and removeone
* put some data into data structures to ensure there is no null.
* to generate add test data and removeone test data from existed list to ensure the data has been existed before.
* According to increase add times and decrease removeone times to compare the running time and operation times
* In addition, add times is from 0 to largest and removeone from largest to 0.
*/
public void testAddRemoveOne(int ratio) {
if (ratio < 0 || ratio >10) {
throw new IllegalArgumentException("Ratio is invalid.");
}
init();
System.out.println("**************************************************************************");
System.out.println("********Test 'add' and 'removeone' function for each data structure*******");
//Every time, the ratio is changed
int addTimes = (int)(times*((double)(ratio)/10));
int removalTimes = times-addTimes;
System.out.println("Total running times: " + times);
System.out.println("Addtion running times: " + addTimes);
System.out.println("Removal running times: " + removalTimes);
operation(linkedListMultiset,data, Sign.ADD);
operation(sortedLinkedListMultiset,data, Sign.ADD);
operation(bstMultiset,data, Sign.ADD);
operation(hashMultiset,data, Sign.ADD);
operation(balTreeMultiset,data, Sign.ADD);
//To generate add test data and removeone test data
List<String> addData=generateTestData(addTimes);
List<String> deleteData=generateTestData(removalTimes);
//Start test
System.out.println("--------------------------------------------------------------------------");
System.out.print("bstMultiset: ");
caculateRunTime(bstMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEONE);
System.out.print("sortedLinkedListMultiset: ");
caculateRunTime(sortedLinkedListMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEONE);
System.out.print("LinkedListMultiset: ");
caculateRunTime(linkedListMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEONE);
System.out.print("hashMultiset: ");
caculateRunTime(hashMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEONE);
System.out.print("balTreeMultiset: ");
caculateRunTime(balTreeMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEONE);
System.out.println("--------------------------------------------------------------------------");
}
/*
* scenario one: add and removeall
* put some data into data structures to ensure there is no null.
* to generate add test data and removeall test data from existed list to ensure the data has been existed before.
* According to increase add times and decrease removeall times to compare the running time and operation times
* In addition, add times is from 0 to largest and removeall from largest to 0.
*/
public void testAddRemoveALL(int ratio) {
if (ratio < 0 || ratio >10) {
throw new IllegalArgumentException("Ratio is invalid.");
}
init();
System.out.println("**************************************************************************");
System.out.println("********Test 'add' and 'removeall' function for each data structure*******");
//Every time, the ratio is changed
int addTimes = (int)(times*((double)(ratio)/10));
int removalTimes = times-addTimes;
System.out.println("Total running times: " + times);
System.out.println("Addtion running times: " + addTimes);
System.out.println("Removal running times: " + removalTimes);
//Add data firstly to ensure there is no null
operation(linkedListMultiset,data, Sign.ADD);
operation(sortedLinkedListMultiset,data, Sign.ADD);
operation(bstMultiset,data, Sign.ADD);
operation(hashMultiset,data, Sign.ADD);
operation(balTreeMultiset,data, Sign.ADD);
//To generate add test data and removeall test data
List<String> addData=generateTestData(addTimes);
List<String> deleteData=generateTestData(removalTimes);
//Start test
System.out.println("--------------------------------------------------------------------------");
System.out.print("bstMultiset: ");
caculateRunTime(bstMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEALL);
System.out.print("sortedLinkedListMultiset: ");
caculateRunTime(sortedLinkedListMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEALL);
System.out.print("LinkedListMultiset: ");
caculateRunTime(linkedListMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEALL);
System.out.print("hashMultiset: ");
caculateRunTime(hashMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEALL);
System.out.print("balTreeMultiset: ");
caculateRunTime(balTreeMultiset,addData,deleteData, Sign.ADD,Sign.REMOVEALL);
System.out.println("--------------------------------------------------------------------------");
}
/*
* scenario two: search and add, removeone, removeall
* put some data into data structures to ensure there is no null.
* to generate search test data based on the size and total test data size for add,removeone, removeall from existed list to ensure the data has been existed before.
* The add test size+removeone test data+removeall test data=total test data size -search data size.
* And add size, removeone size and removeall size is random but the total is fixed.
* According to increase search size and decrease other total size to compare the running time and operation times.
*/
public void testSearchAddRemoveAll(int ratio) {
if (ratio < 0 || ratio >10) {
throw new IllegalArgumentException("Ratio is invalid.");
}
init();
System.out.println("**************************************************************************");
System.out.println("********Test 'search' and 'add&remove' function for each data structure*******");
//Ratio should be changed every time.
int totalAddAndRemoveTimes = (int)(times*((double)(ratio)/10));
int searchTimes = times-totalAddAndRemoveTimes;
System.out.println("Total running times: " + times);
System.out.println("Search running times: " + searchTimes);
System.out.println("Total Addtion &Removal running times: " + totalAddAndRemoveTimes);
//Add some data firstly to ensure there is no null in data structure.
operation(linkedListMultiset,data, Sign.ADD);
operation(sortedLinkedListMultiset,data, Sign.ADD);
operation(bstMultiset,data, Sign.ADD);
operation(hashMultiset,data, Sign.ADD);
operation(balTreeMultiset,data, Sign.ADD);
List<String> searchData=generateTestData(searchTimes);
List<String> addData=new ArrayList<String>();
List<String> removeOneData=new ArrayList<String>();
List<String> removeAllData=new ArrayList<String>();
Random r=new Random();
if(totalAddAndRemoveTimes!=0) {
int addTimes=r.nextInt(totalAddAndRemoveTimes);
int totalRemoveOneAndAllTimes=totalAddAndRemoveTimes-addTimes;
int removeOneTimes=r.nextInt(totalRemoveOneAndAllTimes);
int removeAllTimes=totalRemoveOneAndAllTimes-removeOneTimes;
addData=generateTestData(addTimes);
removeOneData=generateTestData(removeOneTimes);
removeAllData=generateTestData(removeAllTimes);
}
//Start test
System.out.println("--------------------------------------------------------------------------");
System.out.print("bstMultiset: ");
caculateRunTime(bstMultiset,searchData,addData,removeAllData,removeOneData,Sign.SEARCH,Sign.ADD,Sign.REMOVEALL, Sign.REMOVEONE);
System.out.print("sortedLinkedListMultiset: ");
caculateRunTime(sortedLinkedListMultiset,searchData,addData,removeAllData,removeOneData,Sign.SEARCH,Sign.ADD,Sign.REMOVEALL, Sign.REMOVEONE);
System.out.print("LinkedListMultiset: ");
caculateRunTime(linkedListMultiset,searchData,addData,removeAllData,removeOneData,Sign.SEARCH,Sign.ADD,Sign.REMOVEALL, Sign.REMOVEONE);
System.out.print("hashMultiset: ");
caculateRunTime(hashMultiset,searchData,addData,removeAllData,removeOneData,Sign.SEARCH,Sign.ADD,Sign.REMOVEALL, Sign.REMOVEONE);
System.out.print("balTreeMultiset: ");
caculateRunTime(balTreeMultiset,searchData,addData,removeAllData,removeOneData,Sign.SEARCH,Sign.ADD,Sign.REMOVEALL, Sign.REMOVEONE);
System.out.println("--------------------------------------------------------------------------");
}
public static void main(String[] args) {
int size=20000;
AnalysisDataStructure ads;
//Add and removeall
for(int ratio = 0 ; ratio < 10; ratio++){
ads=new AnalysisDataStructure(size);
ads.testAddRemoveALL(ratio);
}
//Add and removeone
for(int ratio = 0 ; ratio < 10; ratio++){
ads=new AnalysisDataStructure(size);
ads.testAddRemoveOne(ratio);
}
//Search and add,removeone,removeall
for(int ratio = 0 ; ratio < 5; ratio++){
ads=new AnalysisDataStructure(size);
ads.testSearchAddRemoveAll(ratio);
}
}
}