Awesome
<div align="center"> <img src="https://raw.githubusercontent.com/asyml/forte/master/docs/_static/img/logo_h.png"><br><br> </div>
Forte is a toolkit for building Natural Language Processing pipelines. This repository tries to wrap the fantastic collections of NLP libraries built by the community.
This project is part of the CASL Open Source family.
Get Started
- First, install the library along with the desired tools. Let's take AllenNLP as an example:
To install from PyPI:
pip install forte.allennlp
To install the latest from source
git clone https://github.com/asyml/forte-wrappers.git
cd forte-wrappers
pip install src/allennlp
Libraries and Tools Supported
- NLTK (Processors)
- From PyPI:
pip install forte.nltk - From source:
pip install src/nltk - Features:
- POS Tagger
- Sentence Segmenter
- Tokenizer
- Lemmatizer
- NER
- From PyPI:
- spaCy (Processors)
- From PyPI:
pip install forte.spacy - From source:
pip install src/spacy - Features:
- Tokenizer, Lemmatizer and POS Tagging
- NER
- From PyPI:
- AllenNLP (Processors)
- From PyPI:
pip install forte.allennlp - From source:
pip install src/allennlp - Features:
- Tokenizer, POS Tagging
- Semantic Role Labeling
- Dependency Parsing
- From PyPI:
- Stanza (Processors)
- From PyPI:
pip install forte.stanza - From source:
pip install src/stanza - Features:
- Tokenization, POS Tagging, Lemmatizer
- Dependency Parsing
- From PyPI:
- HuggingFace Models
- From PyPI:
pip install forte.huggingface - From source:
pip install src/huggingface - Features:
- From PyPI:
- Vader Sentiment (Processors)
- From PyPI:
pip install forte.vader - From source:
pip install src/vader - Features:
- Sentiment Analysis
- From PyPI:
- Elastic Search (Processors)
- From PyPI:
pip install forte.elastic - From source:
pip install src/elastic - Features:
- Elastic Indexer
- Elastic Search
- From PyPI:
- Faiss (Processors)
- From PyPI:
pip install forte.faiss - From source:
pip install src/faiss - Features:
- Faiss Indexer
- From PyPI:
- GPT2 (Processors)
- From PyPI:
pip install forte.gpt2 - From source:
pip install src/gpt2 - Features:
- GPT2 Text Generation
- From PyPI:
- Tweepy (Processors)
- From PyPI:
pip install forte.tweepy - From source:
pip install src/tweepy - Features:
- TwitterAPI Search
- From PyPI:
Contributing
If you are interested in making enhancement to this repository, Forte or other ASYML/CASL projects, please first go over our Code of Conduct and Contribution Guideline
License
This project is licensed by Apache License 2.0. The project provides wrappers to other open-sourced projects. To use them in your project, please check the license of the corresponding project.