Create README.md

README.md

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+​T5 Model for Formality Style Transfer. Trained on the GYAFC dataset.​
+
+
+​PyTorch model available​.
+
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+​
+tokenizer = AutoTokenizer.from_pretrained("Isotonic/informal_to_formal")  
+model = AutoModelForSeq2SeqLM.from_pretrained("Isotonic/informal_to_formal")
+​
+sentence = "will you look into these two deals and let me know"
+
+text =  "Make the following sentence Formal: " + sentence + " </s>"
+
+encoding = tokenizer.encode_plus(text,pad_to_max_length=True, return_tensors="pt")
+input_ids, attention_masks = encoding["input_ids"].to("cuda"), encoding["attention_mask"].to("cuda")
+
+
+outputs = model.generate(
+    input_ids=input_ids, attention_mask=attention_masks,
+    max_length=256,
+    do_sample=True,
+    top_k=120,
+    top_p=0.95,
+    early_stopping=True,
+    num_return_sequences=5
+)
+
+for output in outputs:
+    line = tokenizer.decode(output, skip_special_tokens=True,clean_up_tokenization_spaces=True)
+    print(line)
+​Output: "Would you look into the two deals in question, then let me know?"