Update README.md

README.md

@@ -4,11 +4,37 @@ language:
 - fa
 ---
 
-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.
+***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.
+"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 = r".\fine-tuned_mt5"
+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