Update README.md

README.md

@@ -1,8 +1,38 @@
 ### Spell checker using T5 base transformer
-A simple spell checker built using T5-Base transformer. 
+A simple spell checker built using T5-Base transformer. To use this model 
+
+```
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+
+tokenizer = AutoTokenizer.from_pretrained("Bhuvana/t5-base-spellchecker")
+
+model = AutoModelForSeq2SeqLM.from_pretrained("Bhuvana/t5-base-spellchecker")
+
+
+def correct(inputs):
+    input_ids = tokenizer.encode(inputs,return_tensors='pt')
+    sample_output = model.generate(
+        input_ids,
+        do_sample=True,
+        max_length=50,
+        top_p=0.99,
+        num_return_sequences=1
+    )
+    res = tokenizer.decode(sample_output[0], skip_special_tokens=True)
+    return res
+
+
+text = "christmas is celbrated on decembr 25 evry ear"
+
+print(correct(text))
+
+```
+
+This should print the corrected statement
+```
+christmas is celebrated on december 25 every year
+```
+
+You can also type the text under the Hosted inference API and get predictions online. 
+
 
----
-widget:
-  - text: "christms is celebrted on decmber 25 evry ear"
- 
----