Hash2Vec 1.1.0-beta
dotnet add package Hash2Vec --version 1.1.0-beta
NuGet\Install-Package Hash2Vec -Version 1.1.0-beta
<PackageReference Include="Hash2Vec" Version="1.1.0-beta" />
paket add Hash2Vec --version 1.1.0-beta
#r "nuget: Hash2Vec, 1.1.0-beta"
// Install Hash2Vec as a Cake Addin #addin nuget:?package=Hash2Vec&version=1.1.0-beta&prerelease // Install Hash2Vec as a Cake Tool #tool nuget:?package=Hash2Vec&version=1.1.0-beta&prerelease
Quick start in Hash2Vec
Hash2Vec tool for vectorizing text to numerical vector.
The basis of this algorithm is the principle of obtaining a vector based on the morphological structure of the word and coding this basis of the word into a numerical vector.
Hash2Vec can be used in two operating modes: in fuzzy search mode and in machine learning mode for solving classification problems.
Hash2Vec supports several languages for vectorizing text:
- Russian
- English
- French
- Russian & English
Hash2Vec Documentation:
Example vectorization text
#!c#
var hash2vecBuild = new Hash2VecBuild(inputFile, outputFile) { WithBinary = binary };
hash2VecBuild.BuildNormalizationVector(new Hash2VecToRussian()); // Vectorization vector Russian
hash2VecBuild.BuildNormalizationVector(new Hash2VecToEnglish()); // Vectorization vector English
hash2VecBuild.BuildNormalizationVector(new Hash2VecToFrench()); // Vectorization vector French
hash2VecBuild.BuildNormalizationVector(new Core.Hash2Vec(size:75)); // Vectorization vector Russian & English (default length 75)
//There is no default vector normalization in the initialization Build
hash2VecBuild.Build(size:75) // Vectorization vector Russian & English (default length 75)
Example normalization vector
#!c#
var normalizationVectors = new NormalizationVectors();
var vectors = normalizationVectors.LoadVectors("InputFile"); // Loading vectors to normalization
normalizationVectors.NormalizationVector(ref vectors); // Normalization vectors
normalizationVectors.CheckHashVector(ref vectors); // Vector hash check
Example test distance vector
#!c#
var vocabulary = new Hash2VecBinaryReader().Read("inputFile"); // InputFile vectorization vectors
var distanceList = vocabulary.Distance("milks", 50,0).ToList();
distanceList.ForEach(dis =>
Console.WriteLine("{0}\t\t ||{1,10:F6}", dis.Representation.WordOrNull, dis.DistanceValue));
Example test Fuzzy Search in Hash2Vec
#!c#
var input = "молоко домик в деревне";
var name = "молоко в деревне";
var distHash2Vec = input.Hash2VecDistanceCorrect(name);
if (distHash2Vec > 0.55) //Result greater than 55 good result
Console.WriteLine("\t{0:###,###.00000} against {1}", distHash2Vec, name);
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net5.0 was computed. net5.0-windows was computed. net6.0 was computed. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 was computed. 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. |
.NET Core | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
.NET Standard | netstandard2.0 is compatible. netstandard2.1 was computed. |
.NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed. |
MonoAndroid | monoandroid was computed. |
MonoMac | monomac was computed. |
MonoTouch | monotouch was computed. |
Tizen | tizen40 was computed. tizen60 was computed. |
Xamarin.iOS | xamarinios was computed. |
Xamarin.Mac | xamarinmac was computed. |
Xamarin.TVOS | xamarintvos was computed. |
Xamarin.WatchOS | xamarinwatchos was computed. |
-
.NETStandard 2.0
- Incubis.ProgressBar (>= 0.1.1)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.
Version | Downloads | Last updated |
---|---|---|
1.1.0-beta | 159 | 7/13/2022 |
1.0.3-alpha | 175 | 4/15/2021 |
1.0.2-alpha | 233 | 11/23/2020 |
1.0.1-alpha | 305 | 10/17/2020 |
Preview version Hash2Vec