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

https://www.linkedin.com/in/amin-rahmani-41417b121/

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


***Use this code in order to get the complete and correct sentence


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