CardinalityEstimation 1.14.0
dotnet add package CardinalityEstimation --version 1.14.0
NuGet\Install-Package CardinalityEstimation -Version 1.14.0
<PackageReference Include="CardinalityEstimation" Version="1.14.0" />
<PackageVersion Include="CardinalityEstimation" Version="1.14.0" />
<PackageReference Include="CardinalityEstimation" />
paket add CardinalityEstimation --version 1.14.0
#r "nuget: CardinalityEstimation, 1.14.0"
#:package CardinalityEstimation@1.14.0
#addin nuget:?package=CardinalityEstimation&version=1.14.0
#tool nuget:?package=CardinalityEstimation&version=1.14.0
CardinalityEstimation
HyperLogLog-based set cardinality estimation library
This library estimates the number of unique elements in a set, in a quick and memory-efficient manner. It's based on the following:
- Flajolet et al., "HyperLogLog: the analysis of a near-optimal cardinality estimation algorithm", DMTCS proc. AH 2007, http://algo.inria.fr/flajolet/Publications/FlFuGaMe07.pdf
- Heule, Nunkesser and Hall 2013, "HyperLogLog in Practice: Algorithmic Engineering of a State of The Art Cardinality Estimation Algorithm", http://static.googleusercontent.com/external_content/untrusted_dlcp/research.google.com/en/us/pubs/archive/40671.pdf
The accuracy/memory usage are user-selectable. Typically, a cardinality estimator will give a perfect estimate of small cardinalities (up to 100 unique elements), and 97% accuracy or better (usually much better) for any cardinality up to near 2^64, while consuming several KB of memory (no more than 16KB).
Usage
Usage is very simple:
ICardinalityEstimator<string> estimator = new CardinalityEstimator();
estimator.Add("Alice");
estimator.Add("Bob");
estimator.Add("Alice");
estimator.Add("George Michael");
ulong numberOfuniqueElements = estimator.Count(); // will be 3
Nuget Package
This code is available as the Nuget package CardinalityEstimation.
To install, run the following command in the Package Manager Console:
Install-Package CardinalityEstimation
Release Notes
Keeping things friendly
This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net8.0 is compatible. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. net9.0 is compatible. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. net10.0 was computed. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed. |
-
net8.0
- murmurhash (>= 1.0.3)
- System.IO.Hashing (>= 8.0.0)
-
net9.0
- murmurhash (>= 1.0.3)
- System.IO.Hashing (>= 8.0.0)
NuGet packages (2)
Showing the top 2 NuGet packages that depend on CardinalityEstimation:
Package | Downloads |
---|---|
AutoStat
Records statistics for a stream or collection of objects. |
|
CardinalityEstimation.Benchmark
Package Description |
GitHub repositories
This package is not used by any popular GitHub repositories.
Version | Downloads | Last Updated |
---|---|---|
1.14.0 | 67 | 9/7/2025 |
1.13.0 | 141 | 9/4/2025 |
1.12.0 | 141 | 9/4/2025 |
1.11.1 | 6,470 | 11/27/2022 |
1.11.0 | 6,259 | 6/26/2022 |
1.10.0 | 54,177 | 2/1/2021 |
1.9.0 | 975 | 11/8/2020 |
1.8.0 | 772 | 10/7/2020 |
1.7.0 | 8,823 | 9/24/2018 |
1.6.0 | 3,101 | 10/23/2017 |
1.5.0 | 2,580 | 7/26/2017 |
1.4.0 | 4,819 | 3/19/2017 |
1.3.0 | 1,339 | 3/13/2017 |
1.2.1 | 1,487 | 8/21/2016 |
1.2.0 | 1,846 | 2/20/2016 |
1.1.0 | 1,592 | 11/18/2015 |
1.0.1 | 1,856 | 2/9/2015 |
1.0.0 | 2,068 | 2/9/2015 |
Added support for Span/ReadOnlySpan/Memory/ReadOnlyMemory
Added ConcurrentCardinalityEstimator
Updated XML docs