Update README.md

README.md

@@ -1,3 +1,39 @@
 ---
 license: apache-2.0
+language:
+- si
 ---
+### Fine tuned MT5 base model with Sinhala English Wikipedia Dataset (Experimentally continues training)
+
+This model is fine tuned with articles from Sinhala Wikipedia for article generation. Used around 10,000 articles for training and fine tuned arround 95 times.
+
+### How to use
+
+We have to use **"writeWiki: "** part at the begining of each prompt.
+
+You can use this model with a pipeline for text generation.
+
+First you might need to install required libraries and import them.
+```py
+!pip uninstall transformers -y
+!pip install transformers
+
+pip install tokenizers sentencepiece
+```
+
+Then we might need to restart the runtime either manually or use the below code to end it. 
+```py
+import os
+os.kill(os.getpid(), 9)
+```
+
+Then we just have to import the tokenizer and run the pipeline:
+
+```py
+from transformers import AutoTokenizer
+tokenizer = AutoTokenizer.from_pretrained('google/mt5-small')
+
+from transformers import pipeline
+generator = pipeline(model='Suchinthana/MT5-Sinhala-Wikigen-Experimental', tokenizer=tokenizer)
+generator("writeWiki: මානව ආහාර", do_sample=True, max_length=180)
+```