C#实现简单的布隆过滤器
using System;
using System.Collections;
using System.Collections.Generic;
using System.Text;
namespace UserCheckDemo
{
public class BloomFilter
{
public BitArray _bloomArray;
public Int64 BloomArrayLength { get; }
public Int64 BitIndexCount { get; }
public Int64 _numberOfHashed;
public BloomFilter(int BloomArrayLength, int bitIndexCount)
{
_bloomArray = new BitArray(BloomArrayLength);
this.BloomArrayLength = BloomArrayLength;
this.BitIndexCount = bitIndexCount;
}
public void Add(string str)
{
var hashCode = GetHashCode(str);
Random random = new Random(hashCode);
for (int i = 0; i < BitIndexCount; i++)
{
var ss = (int)(this.BloomArrayLength - 1);
var c = random.Next(ss);
_bloomArray[c] = true;
}
}
public bool IsExist(string str)
{
var hashCode = GetHashCode(str);
Random random = new Random(hashCode);
for (int i = 0; i < BitIndexCount; i++)
{
var s = random.Next((int)(this.BloomArrayLength - 1));
if (!_bloomArray[s])
{
return false;
}
}
return true;
}
public int GetHashCode(object value)
{
return value.GetHashCode();
}
/// <summary>
/// 计算基本布隆过滤器散列的最佳数量
/// </summary>
/// <param name="bitSize"></param>
/// <param name="setSize"></param>
/// <returns></returns>
public int OptionalNumberHashes(int bitSize, int setSize)
{
return (int)Math.Ceiling((bitSize / setSize) * Math.Log(2.0));
}
}
}
BloomFilter bf = new BloomFilter(1000000, 3);
int errorCount = 0;
for (int i = 0; i < 100000; i++)
{
bf.Add($"key{i}");
}
for (int i = 10000; i < 12000; i++)
{
if (bf.IsExist($"key{i}")) errorCount++;
}
本文来自博客园,作者:可乐加冰-Mr-Wang,转载请注明原文链接:https://www.cnblogs.com/helloworld-wang/p/15133307.html

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