Language-Translation

This repo will assist you to translate one language into another using different state-of-the-art open-source models.

Mainly, we will be using Transformers. 🤗

State-of-the-art Models

• T5-Small

  The T5 model was presented in Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer by Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, Peter J. Liu.

  This model allows you to translate English into three different languages with just a small change in code 😃. Refer t5-small.py:

  • English to German (Use translate English to German, if target language is German)
  • English to French (Use translate English to French, if target language is French)
  • English to Romanian (Use translate English to Romanian, if target language is Romanian)

  Let's Run: 👨‍💻

  • Install Transformers pip install transformers
  • Run this command in terminal python t5-small.py

  That's it, you are done.:v:

  Run inference directly using high end GPU here 🚀

  Read more about T5 Model - Hugging Face 🤗

  ---

• FSMT

  We have already created a model (t5-small) in which we translated English into 3 different languages i.e. German, French and Romanian. In this section, we will translate German to English using Facebook's FSMT model.

  FSMT (FairSeq Machine Translation) models were introduced in Facebook FAIR’s WMT19 News Translation Task Submission by Nathan Ng, Kyra Yee, Alexei Baevski, Myle Ott, Michael Auli, Sergey Edunov.

  This model allows you to translate German language into English 😃. Refer wmt-de2en.py

  Let's Run: 👨‍💻

  • Install Transformers pip install transformers
  • Run this command in terminal python wmt-de2en.py

  That's it, you are done.:v:

  Run inference directly using high end GPU here 🚀

  Read more about FSMT - Hugging Face 🤗