---
language:
- fa
license: mit
---
***This model is intended for non-commercial use only. If you wish to use it for commercial purposes, please make sure to refer to this LinkedIn address.

"Viravirast" is an editor based on transformer algorithms. By visiting the Viravirast.com, you can use a Persian semantic and structural text editor.


usage

from transformers import (
  T5Tokenizer,
  MT5ForConditionalGeneration,
  Text2TextGenerationPipeline,
)


path = ""

pipe = Text2TextGenerationPipeline(
  model=MT5ForConditionalGeneration.from_pretrained(path),
  tokenizer=T5Tokenizer.from_pretrained(path),
)


sentence = "ویراویراست یک نرم افزار ویرایش متن ساختاری و معنایی زبان فارسی است چیزی شبیه به گرامرلی در زبان انگلیسی"

#res = pipe(sentence, max_length=100, num_beams=4

res = pipe(sentence, max_length=100)

print(res[0]['generated_text'])


n_epochs = 4

train_batch_size = 8

eval_batch_size = 4

lr = 5e-4 

Training_Loss=0.00550

Validation_Loss=0.052046