adding final touches

app.py

@@ -2,6 +2,19 @@ import gradio as gr
 from qdrant import qdrant_manager
 from openai_manager import openai_manager
 
+description = """
+In this project, Im using Few-Shot Learning as an alternative to Fine-Tuning and Prompt 
+Engineering methods. While Prompt Engineering offers a cost-effective and swift approach 
+for development, it falls short in providing a comprehensive level of instruction 
+definition. For instance, crafting instructions that simulate a specific writing style proves to be exceptionally challenging.
+On the other hand, Fine-Tuning excels in terms of instruction integration as it 
+comprehends and learns instructions rather than merely receiving them. However, it 
+comes with challenges such as complexity, high costs, and time-intensive processes.
+Few-Shot Learning elegantly positions itself between these two approaches, offering the 
+best of both worlds. It provides an enticing balance that you might want to explore.
+Why not give it a try?
+"""
+
 
 def generate(keywords):
     try:
@@ -22,18 +35,7 @@ iface = gr.Interface(
     fn=generate,
     inputs="text",
     outputs="text",
-    description="""
-    In this project, Im using Few-Shot Learning as an alternative to Fine-Tuning and Prompt 
-    Engineering methods. While Prompt Engineering offers a cost-effective and swift approach 
-    for development, it falls short in providing a comprehensive level of instruction 
-    definition. For instance, crafting instructions that simulate a specific writing style proves to be exceptionally challenging.
-    On the other hand, Fine-Tuning excels in terms of instruction integration as it 
-    comprehends and learns instructions rather than merely receiving them. However, it 
-    comes with challenges such as complexity, high costs, and time-intensive processes.
-    Few-Shot Learning elegantly positions itself between these two approaches, offering the 
-    best of both worlds. It provides an enticing balance that you might want to explore.
-    Why not give it a try?
-    """,
     title="Sales Role Play Generator - Few Shots Learning",
+    description=description,
 )
 iface.launch()