Atulin.MinHash

Maximum-performance MinHash library for .NET 10, designed for fast approximate Jaccard similarity estimation over text.

Features

• Zero-allocation hot paths — Span<T>, stackalloc, and ref locals throughout
• SIMD acceleration — Vector256 (AVX2) and Vector128 (SSE2) paths auto-selected at runtime
• xxHash32 shingle hashing via System.IO.Hashing — excellent avalanche, minimal collisions
• Mersenne-prime universal hashing with vectorised modulo reduction
• Thread-safe reads — MinHasher and MinHashSignature are safe to share across threads
• MinHashIndex — in-memory similarity-search index with threshold filtering and sorted results

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Installation

dotnet add package Atulin.MinHash

Requires .NET 10.0 or later.

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Quick Start

usingMinHash;// 1. Create a hasher (shared, thread-safe)varhasher=newMinHasher(signatureSize:128,shingleSize:3);// 2. Compute signaturesuint[]sigA=hasher.ComputeSignature("the quick brown fox jumps over the lazy dog");uint[]sigB=hasher.ComputeSignature("the quick brown fox leaps over the sleepy cat");// 3. Estimate Jaccard similaritydoublesimilarity=MinHasher.EstimateJaccard(sigA,sigB);Console.WriteLine($"Similarity: {similarity:P1}");// e.g. "Similarity: 62.5%"

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Usage

MinHasher — Core Engine

// Default: 128 hash functions, 3-char shingles, fixed seedvarhasher=newMinHasher();// Custom configurationvarhasher=newMinHasher(signatureSize:256,// More functions → higher accuracy, more memoryshingleSize:3,// Character n-gram length; 3–5 works well for most textseed:42);// Deterministic parameter generation

ComputeSignature — allocating overload

uint[]signature=hasher.ComputeSignature("hello world");

ComputeSignatureTo — zero-allocation overload

// Reuse a pre-allocated buffer — no heap allocation in the hot pathuint[]buffer=newuint[hasher.SignatureSize];hasher.ComputeSignatureTo("hello world",buffer);

EstimateJaccard — static, SIMD-accelerated

doublej=MinHasher.EstimateJaccard(sigA,sigB);// 0.0 – 1.0

Both spans must have the same length; an ArgumentException is thrown otherwise.

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MinHashSignature — Immutable Wrapper

Wraps a raw uint[] signature to provide an ergonomic, value-type API:

varhasher=newMinHasher(signatureSize:128);MinHashSignaturesigA=new(hasher.ComputeSignature("document one"));MinHashSignaturesigB=new(hasher.ComputeSignature("document two"));doublej=sigA.Jaccard(sigB);Console.WriteLine(sigA.Length);// 128ReadOnlySpan<uint>raw=sigA.Span;

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MinHashIndex — Similarity Search

Index a collection of documents and query by approximate Jaccard similarity:

varhasher=newMinHasher(signatureSize:128);varindex=newMinHashIndex(hasher);// Add documentsindex.Add("doc-1","the quick brown fox jumps over the lazy dog");index.Add("doc-2","a fast auburn fox leaps across a sleepy hound");index.Add("doc-3","completely unrelated text about cooking pasta");// Query: returns all entries with similarity ≥ threshold, sorted descendingvarresults=index.Query("quick fox jumps over dog",threshold:0.3);foreach(var(key,similarity)inresults)Console.WriteLine($"{key}: {similarity:P1}");// Example output:// doc-1: 68.8%// doc-2: 35.9%

Note

MinHashIndex is not thread-safe for concurrent writes. Reads (Query) may be parallelised safely once the index is fully populated.

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Algorithm

1. Decompose text into overlapping $k$-character shingles (character n-grams).
2. Hash each shingle with xxHash32 over its raw UTF-16 bytes.
3. Apply $n$ universal hash functions: $h_i(x) = (a_i x + b_i) \bmod (2^{31} - 1)$
4. Compute signature: $\text{Signature}[i] = \min_{s \in S} h_i(s)$
5. Estimate similarity: $J(A, B) \approx \frac{|{i : \text{sig}_A[i] = \text{sig}_B[i]}|}{n}$

The Mersenne-prime modulo $2^{31} - 1$ is computed with a fast bitwise fold instead of integer division.

Benchmarks

BenchmarkDotNet v0.15.8, Windows 11 (10.0.26200.8246/25H2/2025Update/HudsonValley2)
AMD Ryzen 9 9900X 4.40 GHz, 1 CPU, 24 logical and 12 physical cores
.NET SDK 10.0.202

Tip

1 ms = 1 000 000 ns

Method	SignatureSize	StringLength	Mean	Error	StdDev	Gen0	Allocated
ComputeCharSignature	128	100	10,354.366 ns	91.5582 ns	76.4552 ns	0.0305	536 B
ComputeCharSignatureInto	128	100	32,480.913 ns	53.7245 ns	41.9445 ns	-	-
EstimateJaccard	128	100	5.002 ns	0.0766 ns	0.0679 ns	-	-
ComputeCharSignature	128	1000	363,994.238 ns	5,511.1743 ns	5,155.1559 ns	-	536 B
ComputeCharSignatureInto	128	1000	348,559.600 ns	6,804.6557 ns	9,084.0207 ns	-	-
EstimateJaccard	128	1000	5.523 ns	0.1280 ns	0.2467 ns	-	-
ComputeCharSignature	128	10000	3,723,055.273 ns	45,820.0107 ns	38,261.7841 ns	-	536 B
ComputeCharSignatureInto	128	10000	3,423,947.377 ns	29,347.3944 ns	26,015.7007 ns	-	-
EstimateJaccard	128	10000	5.267 ns	0.0175 ns	0.0155 ns	-	-
ComputeCharSignature	256	100	23,017.684 ns	316.6331 ns	280.6870 ns	0.0610	1048 B
ComputeCharSignatureInto	256	100	62,919.740 ns	489.8068 ns	434.2009 ns	-	-
EstimateJaccard	256	100	9.709 ns	0.0918 ns	0.0813 ns	-	-
ComputeCharSignature	256	1000	729,181.595 ns	3,801.7468 ns	3,556.1563 ns	-	1048 B
ComputeCharSignatureInto	256	1000	652,213.525 ns	2,518.8727 ns	2,232.9150 ns	-	-
EstimateJaccard	256	1000	9.128 ns	0.0546 ns	0.0484 ns	-	-
ComputeCharSignature	256	10000	7,597,260.365 ns	70,214.9017 ns	65,679.0627 ns	-	1048 B
ComputeCharSignatureInto	256	10000	6,776,450.060 ns	66,512.5836 ns	55,541.0197 ns	-	-
EstimateJaccard	256	10000	9.594 ns	0.1088 ns	0.0908 ns	-	-

Method	SignatureSize	WordCount	Mean	Error	StdDev	Gen0	Allocated
ComputeWordSignature	128	100	12,969.747 ns	228.0700 ns	262.6458 ns	0.1526	2728 B
ComputeWordSignatureInto	128	100	37,677.623 ns	209.5786 ns	175.0076 ns	0.1221	2192 B
EstimateJaccard	128	100	5.185 ns	0.0237 ns	0.0210 ns	-	-
ComputeWordSignature	128	1000	33,682.019 ns	510.5536 ns	398.6066 ns	0.2441	4800 B
ComputeWordSignatureInto	128	1000	94,254.856 ns	1,865.2124 ns	2,358.8967 ns	0.2441	4264 B
EstimateJaccard	128	1000	5.442 ns	0.1289 ns	0.1143 ns	-	-
ComputeWordSignature	128	10000	35,363.723 ns	700.3849 ns	1,150.7525 ns	0.2441	4800 B
ComputeWordSignatureInto	128	10000	90,928.486 ns	592.2256 ns	524.9925 ns	0.2441	4264 B
EstimateJaccard	128	10000	5.378 ns	0.0397 ns	0.0352 ns	-	-
ComputeWordSignature	256	100	24,609.826 ns	231.8569 ns	205.5351 ns	0.1831	3240 B
ComputeWordSignatureInto	256	100	69,685.128 ns	1,057.9764 ns	937.8686 ns	0.1221	2192 B
EstimateJaccard	256	100	9.560 ns	0.0768 ns	0.0641 ns	-	-
ComputeWordSignature	256	1000	142,392.912 ns	2,790.1497 ns	2,609.9077 ns	0.2441	5312 B
ComputeWordSignatureInto	256	1000	170,191.572 ns	856.1088 ns	714.8896 ns	0.2441	4264 B
EstimateJaccard	256	1000	9.072 ns	0.0485 ns	0.0430 ns	-	-
ComputeWordSignature	256	10000	142,703.622 ns	2,524.0600 ns	2,237.5134 ns	0.2441	5312 B
ComputeWordSignatureInto	256	10000	175,198.652 ns	1,072.4958 ns	950.7396 ns	0.2441	4264 B
EstimateJaccard	256	10000	9.446 ns	0.0554 ns	0.0518 ns	-	-

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Configuration Guide

Parameter	Default	Recommendation
signatureSize	128	128 for ~97% accuracy; 256 for ~99% accuracy
shingleSize	3	3–4 for short texts; 5 for longer documents
seed	0xDEADBEEF	Change only if you need independent hash families

Accuracy vs. size trade-off: Jaccard estimation error is approximately $\frac{1}{\sqrt{n}}$

• At $n = 128$: error $\approx 8.8%$
• At $n = 256$: error $\approx 6.25%$

Thread Safety

Type	Read	Write
MinHasher	✅ Safe	✅ Safe (stateless after construction)
MinHashSignature	✅ Safe	N/A (immutable)
MinHashIndex	✅ Safe	❌ Not safe for concurrent Add calls

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License

MIT — see LICENSE.