BertJapaneseTokenizer 1.0.8

There is a newer version of this package available.
See the version list below for details.
dotnet add package BertJapaneseTokenizer --version 1.0.8                
NuGet\Install-Package BertJapaneseTokenizer -Version 1.0.8                
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="BertJapaneseTokenizer" Version="1.0.8" />                
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add BertJapaneseTokenizer --version 1.0.8                
#r "nuget: BertJapaneseTokenizer, 1.0.8"                
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
// Install BertJapaneseTokenizer as a Cake Addin
#addin nuget:?package=BertJapaneseTokenizer&version=1.0.8

// Install BertJapaneseTokenizer as a Cake Tool
#tool nuget:?package=BertJapaneseTokenizer&version=1.0.8                

BertJapaneseTokenizer

Minimal Tokenizer implementation of BertJapanese(cl-tohoku/bert-base-japanese) in C#

Quickstart

  1. Just add BertJapaneseTokenizer package from Nuget.
  2. Download unidic mecab dictionary unidic-mecab-2.1.2_bin.zip from https://clrd.ninjal.ac.jp/unidic_archive/cwj/2.1.2/ and unzip the archive into somewhere.
  3. Download vocab file BertJapanese from Huggingface. For example, vocab.txt of bert-base-japanese-v2 can be accessed from [here].
    (Or you can simply use my extension method GetVocabFromHub(). See the example below.)
  4. Check the example code below and you are good to go.
using BertJapaneseTokenizer;

var dicPath = @"D:\DATASET\unidic-mecab-2.1.2_bin";
//var vocabPath = @"D:\DATASET\bert-japanese\bert-base-japanese-v2\vocab.txt";
var vocabPath = await HuggingFace.GetVocabFromHub("tohoku-nlp/bert-base-japanese-v2");
var tokenizer = new BertJapaneseTokenizer.BertJapaneseTokenizer(dicPath, vocabPath);

var sentence = "打ち合わせが終わった後にご飯を食べましょう。";
//var sentence = "ご飯を食べましょう。";
//var sentence = "打ち合わせ";

(var tokenIds, var attentionMask) = tokenizer.EncodePlus(sentence);

Console.WriteLine($"Sentence: {sentence}");
Console.WriteLine($"Token IDs: {string.Join(", ", tokenIds)}");

var decoded = tokenizer.Decode(tokenIds);
Console.WriteLine($"Decoded: {decoded}");

To-do List

  • Implement Decode() method
  • Support BPE-type vocabulary (like cl-tohoku/bert-base-japanese-char)
Product Compatible and additional computed target framework versions.
.NET net6.0 is compatible.  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 is compatible.  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 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. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages (1)

Showing the top 1 NuGet packages that depend on BertJapaneseTokenizer:

Package Downloads
EDMTranslator

Text translator library based on LLM models, especially EncoderDecoderModel in HuggingFace

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last updated
1.0.9 139 9/6/2024
1.0.8 174 6/16/2024
1.0.7 248 6/11/2024
1.0.5 126 6/10/2024 1.0.5 is deprecated because it is no longer maintained.