As I couldn’t find one, I developed a model using Marian NMT and then migrated this model to Huggingface to use it as pre trained.
I wrote a post describing my path. Hope this helps anyone.

  

      Medium – 24 Dec 21
  

  
    

Training a Grammar Error Correction (GEC) Model from Scratch with Marian NMT... 2

  Objective

  
    Reading time: 13 min read