:art: create advanced params section

app.py

@@ -95,7 +95,7 @@ def get_parser():
 default_prompt = """
 Hello,
 
-Following up on the bubblegum shipment."""
+Following up on the bubblegum shipment. We need"""
 
 if __name__ == "__main__":
     logging.info("\n\n\nStarting new instance of app.py")
@@ -115,9 +115,9 @@ if __name__ == "__main__":
     logging.info("launching interface...")
 
     with demo:
-        gr.Markdown("# Autocompleting Emails with Textgen - Demo")
+        gr.Markdown("# Auto-Completing Emails - Demo")
         gr.Markdown(
-            "Enter part of an email, and the model will autocomplete it for you! The model used is [postbot/distilgpt2-emailgen](https://huggingface.co/postbot/distilgpt2-emailgen)"
+            "Enter part of an email, and the text-generation model will complete it for you! The model used is [postbot/distilgpt2-emailgen](https://huggingface.co/postbot/distilgpt2-emailgen). Check out the model card for details on notebook & command line usage."
         )
         gr.Markdown("---")
 
@@ -139,9 +139,21 @@ if __name__ == "__main__":
                 minimum=32,
                 step=16,
             )
+
+            generated_email = gr.Textbox(
+                label="Generated Result",
+                placeholder="The completed email will appear here",
+            )
+            generate_button = gr.Button(
+                "Generate!",
+            )
+
+            gr.Markdown("## Advanced Options")
+            gr.Markdown("See details about these parameters [here](https://huggingface.co/blog/how-to-generate), otherwise they should be fine as-is.")
+
             num_beams = gr.Radio(
                 choices=[4, 8, 16],
-                label="num beams",
+                label="Number of Beams",
                 value=4,
             )
             no_repeat_ngram_size = gr.Radio(
@@ -152,14 +164,6 @@ if __name__ == "__main__":
             length_penalty = gr.Slider(
                 minimum=0.5, maximum=1.0, label="length penalty", value=0.8, step=0.1
             )
-            generated_email = gr.Textbox(
-                label="Generated Result",
-                placeholder="The completed email will appear here",
-            )
-
-            generate_button = gr.Button(
-                "Generate!",
-            )
             gr.Markdown("---")
 
         with gr.Column():
@@ -169,7 +173,7 @@ if __name__ == "__main__":
                 "This model is a fine-tuned version of distilgpt2 on a dataset of 50k emails sourced from the internet, including the classic `aeslc` dataset."
             )
             gr.Markdown(
-                "The intended use of this model is to provide suggestions to _auto-complete_ the rest of your email. Said another way, it should serve as a **tool to write predictable emails faster**. It is not intended to write entire emails; at least **some input** is required to guide the direction of the model.\n\nPlease verify any suggestions by the model for A) False claims and B) negation statements before accepting/sending something."
+                "The intended use of this model is to provide suggestions to _auto-complete_ the rest of your email. Said another way, it should serve as a **tool to write predictable emails faster**. It is not intended to write entire emails from scratch; at least **some input** is required to guide the direction of the model.\n\nPlease verify any suggestions by the model for A) False claims and B) negation statements **before** accepting/sending something."
             )
             gr.Markdown("---")