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https://github.com/asyml/forte-wrappers
Forte wrapper of third-party toolkits.
https://github.com/asyml/forte-wrappers
allennlp casl deep-learning elasticsearch forte huggingface machine-learning nlp nlp-library nltk processors spacy stanza
Last synced: 4 months ago
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Forte wrapper of third-party toolkits.
- Host: GitHub
- URL: https://github.com/asyml/forte-wrappers
- Owner: asyml
- License: apache-2.0
- Created: 2021-03-03T04:23:34.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2023-01-19T19:21:55.000Z (about 2 years ago)
- Last Synced: 2024-09-29T05:05:34.332Z (4 months ago)
- Topics: allennlp, casl, deep-learning, elasticsearch, forte, huggingface, machine-learning, nlp, nlp-library, nltk, processors, spacy, stanza
- Language: Python
- Homepage:
- Size: 402 KB
- Stars: 5
- Watchers: 9
- Forks: 14
- Open Issues: 21
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
README
-----------------
[comment]: <> ([](https://codecov.io/gh/asyml/forte))
[](https://github.com/asyml/forte-wrappers/actions/workflows/main.yml)
[](https://forte-wrappers.readthedocs.io/en/latest/?badge=latest)
[](https://github.com/asyml/forte/blob/master/LICENSE)
[](https://gitter.im/asyml/community)
[](https://github.com/psf/black)
**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](http://casl-project.ai/) family.
### Get Started
- First, install the library along with the desired tools. Let's take AllenNLP
as an example:
To install from PyPI:
```shell
pip install forte.allennlp
```
To install the latest from source
```shell
git clone https://github.com/asyml/forte-wrappers.git
cd forte-wrappers
pip install src/allennlp
```
### Libraries and Tools Supported
- [NLTK](https://www.nltk.org/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/nltk))
- From PyPI: `pip install forte.nltk`
- From source: `pip install src/nltk`
- Features:
- POS Tagger
- Sentence Segmenter
- Tokenizer
- Lemmatizer
- NER
- [spaCy](https://spacy.io/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/spacy))
- From PyPI: `pip install forte.spacy`
- From source: `pip install src/spacy`
- Features:
- Tokenizer, Lemmatizer and POS Tagging
- NER
- [AllenNLP](https://allennlp.org/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/allennlp))
- From PyPI: `pip install forte.allennlp`
- From source: `pip install src/allennlp`
- Features:
- Tokenizer, POS Tagging
- Semantic Role Labeling
- Dependency Parsing
- [Stanza](https://stanfordnlp.github.io/stanza/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/stanza))
- From PyPI: `pip install forte.stanza`
- From source: `pip install src/stanza`
- Features:
- Tokenization, POS Tagging, Lemmatizer
- Dependency Parsing
- [HuggingFace Models](https://huggingface.co/)
- From PyPI: `pip install forte.huggingface`
- From source: `pip install src/huggingface`
- Features:
- [BioBERT NER](https://github.com/dmis-lab/biobert-pytorch) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/huggingface/forte/huggingface/biobert_ner))
- [Zero Shot Classifier](https://huggingface.co/models?pipeline_tag=zero-shot-classification)([Processors](https://github.com/asyml/forte-wrappers/blob/main/src/huggingface/forte/huggingface/zero_shot_classifier.py))
- [Question Answering](https://huggingface.co/models?pipeline_tag=question-answering)([Processors](https://github.com/asyml/forte-wrappers/blob/main/src/huggingface/forte/huggingface/question_and_answering_single.py))
- [Vader Sentiment](https://github.com/cjhutto/vaderSentiment) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/vader))
- From PyPI: `pip install forte.vader`
- From source: `pip install src/vader`
- Features:
- Sentiment Analysis
- [Elastic Search](https://www.elastic.co/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/elastic))
- From PyPI: `pip install forte.elastic`
- From source: `pip install src/elastic`
- Features:
- Elastic Indexer
- Elastic Search
- [Faiss](https://github.com/facebookresearch/faiss) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/faiss))
- From PyPI: `pip install forte.faiss`
- From source: `pip install src/faiss`
- Features:
- Faiss Indexer
- [GPT2](https://openai.com/blog/gpt-2-1-5b-release/) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/gpt2))
- From PyPI: `pip install forte.gpt2`
- From source: `pip install src/gpt2`
- Features:
- GPT2 Text Generation
- [Tweepy](https://docs.tweepy.org/en/latest/index.html) ([Processors](https://github.com/asyml/forte-wrappers/tree/main/src/tweepy))
- From PyPI: `pip install forte.tweepy`
- From source: `pip install src/tweepy`
- Features:
- TwitterAPI Search
### 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](https://github.com/asyml/forte/blob/master/CODE_OF_CONDUCT.md)
and [Contribution Guideline](https://github.com/asyml/forte/blob/master/CONTRIBUTING.md)
### License
This project is licensed by [Apache License 2.0](./LICENSE). The project provides wrappers to other open-sourced projects. To use
them in your project, please check the license of the corresponding project.
### Companies and Universities Supporting Forte
