BloomFilter.NetCore

The Bloom filter is a probabilistic set data structure which is very small. This is achieved by allowing false positives with some probability p. It has an add and contains operation which both are very fast (time complexity O(1)).

There are 2 types of Bloom filters in the Bloom filter library:

Regular Bloom filter, a regular in-memory Bloom filter (FilterMemory)
Redis Bloom Filter, a Redis-backed Bloom filter which can be concurrently used by different applications (FilterRedis | FilterFreeRedis | FilterCSRedis)

Packages & Status

Package	NuGet
BloomFilter.NetCore
BloomFilter.Redis.NetCore
BloomFilter.CSRedis.NetCore
BloomFilter.FreeRedis.NetCore
BloomFilter.EasyCaching.NetCore

Features

Configuration of all parameters: Bit-Array size m, number of hash functions k
Automatic configuration given the tolerable false positive rate p and expected elements n
Choice among different hash functions: the better (i.e. uniformly distributed) the hash function, the more accurate the Bloom filter but the better the hash function usually the slower it is -> choose from about 10-20 optimized hash functions, e.g. CRC, MD5, SHA, Murmur, LCGs, xxHash etc. or use a custom one
Generation of the Bloom filter is always fast
Implementation of rejection sampling and chaining of hash values taking into account the avalanche effect (higher hash quality)
Concurrency: the Bloom filter can be accessed by many clients simultaneously without multi-user anomalies and performance degradation

Usage

In Memory

    public class Demo
    {
        static IBloomFilter bf = FilterBuilder.Build(10000000, 0.01);

        public void Sample()
        {
            bf.Add("Value");
            Console.WriteLine(bf.Contains("Value"));
        }
    }

Configurations

var services = new ServiceCollection();
services.AddBloomFilter(setupAction =>
{
    setupAction.UseInMemory();
});

var provider = services.BuildServiceProvider();
var bf = provider.GetService<IBloomFilter>();
bf.Add("Value");
Console.WriteLine(bf.Contains("Value"));

Use Redis

    public class Demo
    {
        static IBloomFilter bf = FilterRedisBuilder.Build("localhost", "InstanceName", 5000000, 0.001);

        public void Sample()
        {
            bf.Add("Value");
            Console.WriteLine(bf.Contains("Value"));
        }
    }

StackExchange.Redis

var services = new ServiceCollection();
services.AddBloomFilter(setupAction =>
{
    setupAction.UseRedis(new FilterRedisOptions
    {
        Name = "Redis1",
        RedisKey = "BloomFilter1",
        Endpoints = new[] { "localhost" }.ToList()
    });
});

var provider = services.BuildServiceProvider();
var bf = provider.GetService<IBloomFilter>();
bf.Add("Value");
Console.WriteLine(bf.Contains("Value"));

CSRedisCore

var services = new ServiceCollection();
services.AddBloomFilter(setupAction =>
{
    setupAction.UseCSRedis(new FilterCSRedisOptions
    {
        Name = "Redis1",
        RedisKey = "CSRedis1",
        ConnectionStrings = new[] { "localhost" }.ToList()
    });
});

var provider = services.BuildServiceProvider();
var bf = provider.GetService<IBloomFilter>();
bf.Add("Value");
Console.WriteLine(bf.Contains("Value"));

FreeRedis

var services = new ServiceCollection();
services.AddBloomFilter(setupAction =>
{
    setupAction.UseFreeRedis(new FilterFreeRedisOptions
    {
        Name = "Redis1",
        RedisKey = "FreeRedis1",
        ConnectionStrings = new[] { "localhost" }.ToList()
    });
});

var provider = services.BuildServiceProvider();
var bf = provider.GetService<IBloomFilter>();
bf.Add("Value");
Console.WriteLine(bf.Contains("Value"));

EasyCaching

var services = new ServiceCollection();

services.AddEasyCaching(setupAction =>
{
    setupAction.UseCSRedis(configure =>
    {
        configure.DBConfig = new CSRedisDBOptions
        {
            ConnectionStrings = new System.Collections.Generic.List<string>
            {
                "127.0.0.1,defaultDatabase=0,poolsize=10"
            }
        };
    }, "BloomFilter1");

    setupAction.UseCSRedis(configure =>
    {
        configure.DBConfig = new CSRedisDBOptions
        {
            ConnectionStrings = new System.Collections.Generic.List<string>
            {
                "127.0.0.1,defaultDatabase=1,poolsize=10"
            }
        };
    }, "BloomFilter2");
});

services.AddBloomFilter(setupAction =>
{
    setupAction.UseEasyCachingRedis(new FilterEasyCachingRedisOptions
    {
        Name = "BF1",
        RedisKey = "EasyCaching1",
        ProviderName = "BloomFilter1"
    });

    //BloomFilter2
    setupAction.UseEasyCachingRedis(new FilterEasyCachingRedisOptions
    {
        Name = "BF2",
        RedisKey = "EasyCaching1"
    });
});

var provider = services.BuildServiceProvider();
var factory = provider.GetService<IBloomFilterFactory>();
var bf = provider.GetService<IBloomFilter>();
var bf1 = factory.Get("BF1");
bf.Add("Value");
Console.WriteLine(bf.Contains("Value"));
bf1.Add("Value");
Console.WriteLine(bf1.Contains("Value"));

Benchmark

BenchmarkDotNet=v0.13.5, OS=Windows 11 (10.0.22621.1778/22H2/2022Update/SunValley2)
AMD Ryzen 7 5800X, 1 CPU, 16 logical and 8 physical cores
.NET SDK=7.0.304
  [Host]     : .NET 7.0.7 (7.0.723.27404), X64 RyuJIT AVX2
  DefaultJob : .NET 7.0.7 (7.0.723.27404), X64 RyuJIT AVX2

Method	DataSize	Method	Mean	Error	StdDev	Median	Min	Max	Rank	Gen0	Allocated
Add	64	LCGWithFNV1	91.27 ns	1.792 ns	2.134 ns	90.38 ns	88.40 ns	96.90 ns	11	0.0048	80 B
Add	64	LCGWithFNV1a	90.88 ns	0.638 ns	0.498 ns	90.91 ns	89.75 ns	91.60 ns	11	0.0048	80 B
Add	64	LCGModifiedFNV1	91.80 ns	1.009 ns	0.895 ns	91.50 ns	90.96 ns	93.72 ns	11	0.0048	80 B
Add	64	RNGWithFNV1	445.32 ns	8.463 ns	9.747 ns	443.96 ns	433.96 ns	471.98 ns	18	0.0229	384 B
Add	64	RNGWithFNV1a	494.80 ns	7.796 ns	6.911 ns	494.26 ns	487.26 ns	508.36 ns	21	0.0229	384 B
Add	64	RNGModifiedFNV1	461.74 ns	4.737 ns	4.199 ns	461.52 ns	455.88 ns	471.08 ns	19	0.0229	384 B
Add	64	CRC32	145.63 ns	1.528 ns	1.429 ns	145.35 ns	143.68 ns	148.68 ns	13	0.0196	328 B
Add	64	CRC64	38.83 ns	0.399 ns	0.333 ns	38.93 ns	38.32 ns	39.38 ns	3	0.0048	80 B
Add	64	Adler32	150.07 ns	0.664 ns	0.589 ns	150.24 ns	148.82 ns	150.83 ns	14	0.0200	336 B
Add	64	Murmur3	70.98 ns	1.108 ns	1.036 ns	70.43 ns	69.88 ns	73.06 ns	6	0.0048	80 B
Add	64	Murmur32BitsX86	71.19 ns	0.727 ns	0.607 ns	71.02 ns	70.33 ns	72.40 ns	6	0.0048	80 B
Add	64	Murmur128BitsX64	80.15 ns	0.783 ns	0.653 ns	80.26 ns	78.99 ns	81.30 ns	8	0.0072	120 B
Add	64	Murmur128BitsX86	82.73 ns	1.211 ns	1.011 ns	82.80 ns	81.47 ns	84.73 ns	9	0.0072	120 B
Add	64	SHA1	1,045.67 ns	6.411 ns	5.997 ns	1,044.74 ns	1,037.64 ns	1,057.40 ns	25	0.0267	464 B
Add	64	SHA256	922.30 ns	4.478 ns	3.739 ns	920.17 ns	917.46 ns	929.13 ns	24	0.0296	496 B
Add	64	SHA384	1,173.67 ns	5.050 ns	3.942 ns	1,172.66 ns	1,168.47 ns	1,181.55 ns	26	0.0267	456 B
Add	64	SHA512	1,368.20 ns	10.967 ns	9.722 ns	1,366.36 ns	1,354.64 ns	1,388.86 ns	28	0.0286	504 B
Add	64	XXHash32	73.15 ns	0.526 ns	0.466 ns	73.22 ns	72.43 ns	74.02 ns	7	0.0048	80 B
Add	64	XXHash64	50.62 ns	0.756 ns	0.670 ns	50.36 ns	49.88 ns	51.99 ns	4	0.0048	80 B
Add	64	XXHash3	33.14 ns	0.295 ns	0.276 ns	33.09 ns	32.75 ns	33.78 ns	1	0.0048	80 B
Add	64	XXHash128	36.01 ns	0.673 ns	0.749 ns	36.00 ns	34.62 ns	37.40 ns	2	0.0048	80 B
Add	1024	LCGWithFNV1	899.25 ns	1.286 ns	1.140 ns	899.00 ns	897.38 ns	901.74 ns	23	0.0048	80 B
Add	1024	LCGWithFNV1a	900.59 ns	3.196 ns	2.990 ns	899.46 ns	897.27 ns	906.06 ns	23	0.0048	80 B
Add	1024	LCGModifiedFNV1	898.96 ns	1.230 ns	1.090 ns	898.95 ns	896.35 ns	900.95 ns	23	0.0048	80 B
Add	1024	RNGWithFNV1	1,258.57 ns	2.607 ns	2.311 ns	1,257.83 ns	1,255.55 ns	1,263.52 ns	27	0.0229	384 B
Add	1024	RNGWithFNV1a	1,262.25 ns	9.823 ns	8.203 ns	1,259.77 ns	1,255.89 ns	1,279.38 ns	27	0.0229	384 B
Add	1024	RNGModifiedFNV1	1,273.95 ns	7.871 ns	6.572 ns	1,273.07 ns	1,263.13 ns	1,286.95 ns	27	0.0229	384 B
Add	1024	CRC32	549.69 ns	5.392 ns	4.780 ns	547.87 ns	545.01 ns	560.14 ns	22	0.0191	328 B
Add	1024	CRC64	88.11 ns	0.844 ns	0.790 ns	87.76 ns	87.25 ns	89.80 ns	10	0.0048	80 B
Add	1024	Adler32	336.74 ns	6.487 ns	5.417 ns	339.17 ns	327.21 ns	345.29 ns	16	0.0200	336 B
Add	1024	Murmur3	478.67 ns	2.061 ns	1.928 ns	478.31 ns	476.10 ns	482.93 ns	20	0.0048	80 B
Add	1024	Murmur32BitsX86	489.07 ns	9.783 ns	20.203 ns	478.96 ns	476.13 ns	558.53 ns	20	0.0048	80 B
Add	1024	Murmur128BitsX64	235.87 ns	1.664 ns	1.557 ns	236.20 ns	233.30 ns	238.38 ns	15	0.0072	120 B
Add	1024	Murmur128BitsX86	334.17 ns	0.569 ns	0.475 ns	334.24 ns	333.45 ns	335.09 ns	16	0.0072	120 B
Add	1024	SHA1	4,539.64 ns	2.843 ns	2.374 ns	4,539.24 ns	4,535.17 ns	4,543.87 ns	32	0.0305	544 B
Add	1024	SHA256	1,747.90 ns	4.390 ns	4.106 ns	1,748.48 ns	1,739.81 ns	1,754.14 ns	29	0.0286	496 B
Add	1024	SHA384	2,208.86 ns	3.754 ns	3.328 ns	2,208.17 ns	2,204.62 ns	2,215.67 ns	30	0.0267	456 B
Add	1024	SHA512	2,390.80 ns	4.451 ns	4.164 ns	2,390.12 ns	2,385.87 ns	2,400.78 ns	31	0.0267	504 B
Add	1024	XXHash32	421.10 ns	0.343 ns	0.304 ns	421.19 ns	420.56 ns	421.45 ns	17	0.0048	80 B
Add	1024	XXHash64	140.22 ns	0.233 ns	0.218 ns	140.26 ns	139.91 ns	140.63 ns	12	0.0048	80 B
Add	1024	XXHash3	67.50 ns	0.134 ns	0.112 ns	67.48 ns	67.32 ns	67.75 ns	5	0.0048	80 B
Add	1024	XXHash128	70.36 ns	0.220 ns	0.206 ns	70.38 ns	70.03 ns	70.68 ns	6	0.0048	80 B
Add	1048576	LCGWithFNV1	865,507.14 ns	33.403 ns	27.893 ns	865,515.92 ns	865,431.84 ns	865,536.13 ns	43	-	80 B
Add	1048576	LCGWithFNV1a	865,569.19 ns	37.885 ns	33.584 ns	865,566.46 ns	865,513.28 ns	865,628.71 ns	43	-	80 B
Add	1048576	LCGModifiedFNV1	865,544.18 ns	49.942 ns	44.272 ns	865,526.27 ns	865,493.55 ns	865,652.54 ns	43	-	80 B
Add	1048576	RNGWithFNV1	866,009.20 ns	58.792 ns	52.118 ns	865,989.70 ns	865,952.73 ns	866,125.00 ns	43	-	384 B
Add	1048576	RNGWithFNV1a	866,010.55 ns	65.896 ns	61.639 ns	866,001.37 ns	865,898.73 ns	866,147.17 ns	43	-	384 B
Add	1048576	RNGModifiedFNV1	866,024.55 ns	52.725 ns	46.739 ns	866,033.84 ns	865,936.52 ns	866,088.77 ns	43	-	384 B
Add	1048576	CRC32	405,358.53 ns	190.366 ns	168.755 ns	405,333.28 ns	405,092.04 ns	405,753.81 ns	41	-	328 B
Add	1048576	CRC64	56,321.74 ns	23.680 ns	19.774 ns	56,315.30 ns	56,303.48 ns	56,370.02 ns	35	-	80 B
Add	1048576	Adler32	183,236.21 ns	307.783 ns	287.900 ns	183,033.96 ns	182,984.23 ns	183,816.09 ns	38	-	336 B
Add	1048576	Murmur3	441,874.65 ns	120.222 ns	112.456 ns	441,926.81 ns	441,729.10 ns	442,070.12 ns	42	-	80 B
Add	1048576	Murmur32BitsX86	441,850.23 ns	132.677 ns	117.615 ns	441,812.06 ns	441,735.35 ns	442,130.66 ns	42	-	80 B
Add	1048576	Murmur128BitsX64	163,915.44 ns	77.542 ns	72.533 ns	163,879.64 ns	163,843.26 ns	164,037.11 ns	37	-	120 B
Add	1048576	Murmur128BitsX86	274,620.93 ns	185.247 ns	173.280 ns	274,522.12 ns	274,446.83 ns	274,957.18 ns	39	-	120 B
Add	1048576	SHA1	3,381,425.73 ns	706.447 ns	626.247 ns	3,381,191.80 ns	3,380,729.69 ns	3,382,828.91 ns	47	-	546 B
Add	1048576	SHA256	874,830.84 ns	33.305 ns	31.153 ns	874,826.37 ns	874,775.29 ns	874,903.61 ns	44	-	496 B
Add	1048576	SHA384	1,306,967.72 ns	831.669 ns	777.943 ns	1,307,006.64 ns	1,305,832.23 ns	1,308,288.67 ns	45	-	457 B
Add	1048576	SHA512	2,610,481.14 ns	1,360.749 ns	1,206.269 ns	2,610,458.01 ns	2,608,700.00 ns	2,612,751.56 ns	46	-	626 B
Add	1048576	XXHash32	382,378.24 ns	96.264 ns	85.336 ns	382,386.87 ns	382,255.91 ns	382,521.44 ns	40	-	80 B
Add	1048576	XXHash64	100,570.79 ns	15.037 ns	12.557 ns	100,570.25 ns	100,551.87 ns	100,591.17 ns	36	-	80 B
Add	1048576	XXHash3	30,258.92 ns	66.019 ns	61.754 ns	30,218.56 ns	30,196.84 ns	30,357.71 ns	33	-	80 B
Add	1048576	XXHash128	33,778.68 ns	22.719 ns	20.139 ns	33,779.05 ns	33,745.28 ns	33,818.32 ns	34	-	80 B

Hash ErrRate

Count:100000 Capacity:958506 Hashes:7 ExpectedElements:100000 ErrorRate:0.01

LCGWithFNV1
 Speed:69.1082ms ErrRate:93.942% ErrTotal:93942 Final ErrRate:100.000%
LCGWithFNV1a
 Speed:82.353ms ErrRate:93.928% ErrTotal:93928 Final ErrRate:100.000%
LCGModifiedFNV1
 Speed:58.9601ms ErrRate:93.926% ErrTotal:93926 Final ErrRate:100.000%
RNGWithFNV1
 Speed:218.8725ms ErrRate:0.156% ErrTotal:156 Final ErrRate:1.034%
RNGWithFNV1a
 Speed:219.4473ms ErrRate:0.153% ErrTotal:153 Final ErrRate:1.071%
RNGModifiedFNV1
 Speed:221.0097ms ErrRate:0.167% ErrTotal:167 Final ErrRate:1.063%
CRC32
 Speed:74.8524ms ErrRate:0.183% ErrTotal:183 Final ErrRate:1.018%
CRC64
 Speed:22.3531ms ErrRate:0.173% ErrTotal:173 Final ErrRate:0.925%
Adler32
 Speed:86.8095ms ErrRate:10.085% ErrTotal:10085 Final ErrRate:23.404%
Murmur3
 Speed:42.2731ms ErrRate:0.156% ErrTotal:156 Final ErrRate:0.973%
Murmur32BitsX86
 Speed:42.6358ms ErrRate:0.156% ErrTotal:156 Final ErrRate:0.973%
Murmur128BitsX64
 Speed:32.2329ms ErrRate:0.160% ErrTotal:160 Final ErrRate:1.021%
Murmur128BitsX86
 Speed:36.654ms ErrRate:0.169% ErrTotal:169 Final ErrRate:1.038%
SHA1
 Speed:274.6806ms ErrRate:0.175% ErrTotal:175 Final ErrRate:0.952%
SHA256
 Speed:209.7873ms ErrRate:0.170% ErrTotal:170 Final ErrRate:0.984%
SHA384
 Speed:315.9428ms ErrRate:0.165% ErrTotal:165 Final ErrRate:0.988%
SHA512
 Speed:322.2861ms ErrRate:0.171% ErrTotal:171 Final ErrRate:0.998%
XXHash32
 Speed:41.2861ms ErrRate:0.163% ErrTotal:163 Final ErrRate:1.035%
XXHash64
 Speed:23.5383ms ErrRate:0.149% ErrTotal:149 Final ErrRate:1.054%
XXHash3
 Speed:19.8399ms ErrRate:0.157% ErrTotal:157 Final ErrRate:0.966%
XXHash128
 Speed:19.7745ms ErrRate:0.155% ErrTotal:155 Final ErrRate:1.027%

cztom / bloomfilter.netcore Goto Github PK

bloomfilter.netcore's Introduction

BloomFilter.NetCore

Packages & Status

Features

Usage

Benchmark

Hash ErrRate

bloomfilter.netcore's People

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