JS求多个数组的重复数据
今天朋友问了我这个问题:JS求多个数组的重复数据
注:
1.更准确的说是只要多个数组中有两个以上的重复数据,那么这个数据就是我需要的
2.单个数组内的数据不存在重复值(当然如果有的话,你可以去重)
3.耗时问题,这一点很重要
源代码:
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>获取多个数组中的重复数据</title>
</head>
<body>
<script type="text/javascript"> //计算用时
function useTime(date1,date2){ var date3=date2.getTime()-date1.getTime() //时间差的毫秒数 //计算出相差天数
var days=Math.floor(date3/(24*3600*1000)) //计算出小时数 var leave1=date3%(24*3600*1000) //计算天数后剩余的毫秒数
var hours=Math.floor(leave1/(3600*1000))
//计算相差分钟数
var leave2=leave1%(3600*1000) //计算小时数后剩余的毫秒数
var minutes=Math.floor(leave2/(60*1000))
//计算相差秒数
var leave3=leave2%(60*1000) //计算分钟数后剩余的毫秒数
var seconds=Math.round(leave3/1000)
return "用时:"+days+" "+hours+":"+minutes+":"+seconds+" "+leave3%1000;//+"''";
} //返回min,max之间的数组成的数据,长度为max-min+1(数据是固定的,只是顺序随机)
function getArr(min,max){
var arr = [];
var numToPush = min;
for (var i = 0; i < max-min+1; i++) {
var len = arr.length;
if (len==0) {
arr.push(numToPush++);
}else{
var randIndex = Math.floor(Math.random()*len);
arr.push(numToPush++);
//arr中的某一位跟最后一位交换
var tmp = arr[randIndex];
arr[randIndex] = arr[len];
arr[len] = tmp;
}
}
return arr;
} //返回min,max之间的数组成的数据,个数为num(数据随机)
function randomArr(min,max,num){
var arr = [];
for (var i = 0; i < num; i++) {
var randomNumber = Math.floor(Math.random()*(max-min)+min);
var inArr = false;
for (var i = 0; i < arr.length; i++) {
if(arr[i]==randomNumber){
inArr = true;
num--;
break;
}
}
if (!inArr) {
arr.push(randomNumber);
}
}
return arr;
} //获取重复的数据
function getDumplicate(){
var num = arguments.length;
if (num<2) { return [];};
var obj = {
ret:[], //存储相同的数据
container:[] //存储不同的数据
}
for (var i = 0; i < 3; i++) {
// console.log(arguments[i]);
var arr = arguments[i];
obj = deal(arr,obj);
}
return obj;
} //处理单个数组,跟容器中的数据比较,并获得重复数据(问题:数据量太大会造成容器中的数据过多)
function deal(arr,obj){
var len = obj.container.length;
if(len==0) {
obj.container = arr;
}else{
var arrlen = arr.length;
for (var j = 0; j < arrlen; j++) {//遍历数组,每个元素都跟container比较 var conlen = obj.container.length;
var intoContainer = false;
for (var i = 0; i < conlen; i++) {
var conValue = obj.container[i];
if(arr[j]==conValue){ //重复的放入ret
obj.ret.push(arr[j]);
intoContainer = true;
}
}
if(intoContainer&&!inArr(arr[j],obj.container)){
obj.container.push(arr[j]); //不重复的放入容器
}
}
}
return obj;
} //检测数组中是否已经存在这个数据
function inArr(obj,arr){
var exist = false;
var len = arr.length;
for (var i = 0; i < len; i++) {
if (arr[i]==obj) {
exist = true;
}
}
return exist;
} //-------------------------测试--------------------------------------------
var date = new Date(); var arr_a = getArr(1,20);
var arr_b = getArr(18,35);
var arr_c = getArr(34,50);
var dumpData= getDumplicate(arr_a,arr_b,arr_c);
console.log(dumpData.ret);
//console.log(dumpData.container);
console.log(useTime(date,new Date())); console.log("-----------------数据更加随机-----------------------"); var date1 = new Date();
// console.log(randomArr(1,100,10));
console.log(getDumplicate( randomArr(1,1000000,10000),
randomArr(1,1000000,10000),
randomArr(1,1000000,10000),
randomArr(1,1000000,10000),
randomArr(1,1000000,10000)
).ret)
var useTime = useTime(date1,new Date());
console.log(useTime); </script>
</body>
</html>
结果:
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" 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我们测试更多数据:随机产生3个数组,共计3W条数据
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" 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结果:
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" 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5个数组5W数据:(数据分布:1W/数组)
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" 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5个数组10W数据:(数据分布:5W,4W,3W,2W,1W)
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" 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10个数组10W数据:(数据分布:1W/数组)
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" 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100个数组100W数据:(数据分布:1W/数组)
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" alt="" />
结论:
1.耗时的多少取决于你的算法
2.总数据不变的情况下:数组个数尽量多,单个数组的数据不能太多.当然不能一概而论
3.本测试中,单个数组1W数据还行,5W数据不死,10W数据请找华佗
问题:
1.算法是临时写的(其实没什么算法^_^),有待改进
2.测试代码中使用了一个数组容器,用于存储不重复的数据.
那么问题来了:数据量太大会造成容器中的数据过多,然后..你懂的.
3.测试数据是随机生成的,并且只有数字.如果是其他对象,请另行测试(主要是测试数据不好生成(⊙o⊙)…)
4.多维数组未测试(测试性能也不一定好0_0)
有什么好的意见或建议请与我联系!共勉!共同学习!
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