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https://github.com/ankane/blingfire-ruby
High speed text tokenization for Ruby
https://github.com/ankane/blingfire-ruby
Last synced: about 1 month ago
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High speed text tokenization for Ruby
- Host: GitHub
- URL: https://github.com/ankane/blingfire-ruby
- Owner: ankane
- License: mit
- Created: 2020-02-24T21:50:25.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2024-07-27T04:02:27.000Z (about 2 months ago)
- Last Synced: 2024-07-27T05:22:02.548Z (about 2 months ago)
- Language: Ruby
- Size: 47.9 KB
- Stars: 64
- Watchers: 6
- Forks: 3
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE.txt
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README
# Bling Fire Ruby
[Bling Fire](https://github.com/microsoft/BlingFire) - high speed text tokenization - for Ruby
[](https://github.com/ankane/blingfire-ruby/actions)
## Installation
Add this line to your application’s Gemfile:
```ruby
gem "blingfire"
```
## Getting Started
Create a model
```ruby
model = BlingFire::Model.new
```
Tokenize words
```ruby
model.text_to_words(text)
```
Tokenize sentences
```ruby
model.text_to_sentences(text)
```
Get offsets for words
```ruby
words, start_offsets, end_offsets = model.text_to_words_with_offsets(text)
```
Get offsets for sentences
```ruby
sentences, start_offsets, end_offsets = model.text_to_sentences_with_offsets(text)
```
## Pre-trained Models
Bling Fire comes with a default model that follows the tokenization logic of NLTK with a few changes. You can also download other models:
- [BERT Base](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/bert_base_tok.bin), [BERT Base Cased](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/bert_base_cased_tok.bin), [BERT Chinese](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/bert_chinese.bin), [BERT Multilingual Cased](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/bert_multi_cased.bin)
- [GPT-2](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/gpt2.bin)
- [Laser 100k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/laser100k.bin), [Laser 250k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/laser250k.bin), [Laser 500k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/laser500k.bin)
- [RoBERTa](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/roberta.bin)
- [Syllab](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/syllab.bin)
- [URI 100k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/uri100k.bin), [URI 250k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/uri250k.bin), [URI 500k](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/uri500k.bin)
- [XLM-RoBERTa](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/xlm_roberta_base.bin)
- [XLNet](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/xlnet.bin), [XLNet No Norm](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/xlnet_nonorm.bin)
- [WBD](https://github.com/microsoft/BlingFire/blob/master/dist-pypi/blingfire/wbd_chuni.bin)
Load a model
```ruby
model = BlingFire.load_model("bert_base_tok.bin")
```
Convert text to ids
```ruby
model.text_to_ids(text)
```
Get offsets for ids
```ruby
ids, start_offsets, end_offsets = model.text_to_ids_with_offsets(text)
```
Disable prefix space
```ruby
model = BlingFire.load_model("roberta.bin", prefix: false)
```
## Ids to Text
Load a model
```ruby
model = BlingFire.load_model("bert_base_tok.i2w")
```
Convert ids to text
```ruby
model.ids_to_text(ids)
```
## History
View the [changelog](https://github.com/ankane/blingfire-ruby/blob/master/CHANGELOG.md)
## Contributing
Everyone is encouraged to help improve this project. Here are a few ways you can help:
- [Report bugs](https://github.com/ankane/blingfire-ruby/issues)
- Fix bugs and [submit pull requests](https://github.com/ankane/blingfire-ruby/pulls)
- Write, clarify, or fix documentation
- Suggest or add new features
To get started with development:
```sh
git clone https://github.com/ankane/blingfire-ruby.git
cd blingfire-ruby
bundle install
bundle exec rake vendor:all download:models
bundle exec rake test
```