Code Monkey home page Code Monkey logo

happy-transformer's Introduction

License Downloads Website shields.io PyPI

Happy Transformer

Documentation and news: happytransformer.com

Join our Discord server: Support Server

HappyTransformer

Happy Transformer makes it easy to fine-tune and perform inference with NLP Transformer models.

3.0.0

  1. DeepSpeed for training
  2. Apple's MPS for training and inference
  3. WandB to track training runs
  4. Data supplied for training is automatically split into portions for training and evaluating
  5. Push models directly to Hugging Face's Model Hub

Read about the full 3.0.0 update including breaking changes here.

Tasks

Tasks Inference Training
Text Generation
Text Classification
Word Prediction
Question Answering
Text-to-Text
Next Sentence Prediction
Token Classification

Quick Start

pip install happytransformer
from happytransformer import HappyWordPrediction
#--------------------------------------#
happy_wp = HappyWordPrediction()  # default uses distilbert-base-uncased
result = happy_wp.predict_mask("I think therefore I [MASK]")
print(result)  # [WordPredictionResult(token='am', score=0.10172799974679947)]
print(result[0].token)  # am

Maintainers

Tutorials

Text generation with training (GPT-Neo)

Text classification (training)

Text classification (hate speech detection)

Text classification (sentiment analysis)

Word prediction with training (DistilBERT, RoBERTa)

Top T5 Models

Grammar Correction

Fine-tune a Grammar Correction Model

happy-transformer's People

Contributors

ericfillion avatar ted537 avatar loganroth avatar ugokalp avatar dependabot[bot] avatar willmacd avatar adamcyber1 avatar superjcd avatar davidcoallier avatar ujwal-narayan avatar yuchenlin avatar sjcantor avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.