updated

app.py

@@ -387,6 +387,185 @@ def process_text(
         return error_msg, "Error occurred", 0.0, "", "", ""
 
 # Create Gradio interface
+# with gr.Blocks(title="Text Paraphraser & Expander", theme=gr.themes.Soft()) as demo:
+#     gr.Markdown(
+#         """
+#         # 📝 Text Paraphraser & Expander
+#         Transform your text with AI-powered paraphrasing and expansion capabilities.
+#         """
+#     )
+    
+#     with gr.Row():
+#         with gr.Column(scale=1):
+#             mode = gr.Radio(
+#                 choices=["Paraphrase", "Expand"],
+#                 value="Paraphrase",
+#                 label="Mode",
+#                 info="Choose to paraphrase or expand your text"
+#             )
+            
+#             model_dropdown = gr.Dropdown(
+#                 choices=list(PARAPHRASE_MODELS.keys()),
+#                 value=list(PARAPHRASE_MODELS.keys())[0],
+#                 label="Model Selection",
+#                 info="Choose the model for processing"
+#             )
+            
+#             gr.Markdown("### ⚙️ Parameters")
+            
+#             temperature = gr.Slider(
+#                 minimum=0.0,
+#                 maximum=2.0,
+#                 value=0.7,
+#                 step=0.1,
+#                 label="Temperature",
+#                 info="Higher = more creative, Lower = more focused"
+#             )
+            
+#             top_p = gr.Slider(
+#                 minimum=0.1,
+#                 maximum=1.0,
+#                 value=0.9,
+#                 step=0.05,
+#                 label="Top-p (Nucleus Sampling)",
+#                 info="Probability threshold for token selection"
+#             )
+            
+#             max_length = gr.Slider(
+#                 minimum=128,
+#                 maximum=1024,
+#                 value=512,
+#                 step=32,
+#                 label="Max Length (tokens)",
+#                 info="Maximum length of generated text per chunk"
+#             )
+            
+#             num_beams = gr.Slider(
+#                 minimum=1,
+#                 maximum=10,
+#                 value=4,
+#                 step=1,
+#                 label="Number of Beams",
+#                 info="Higher = better quality but slower"
+#             )
+            
+#             max_sentences = gr.Slider(
+#                 minimum=1,
+#                 maximum=10,
+#                 value=4,
+#                 step=1,
+#                 label="Sentences per Chunk",
+#                 info="Number of sentences to process together"
+#             )
+            
+#             target_words = gr.Number(
+#                 value=300,
+#                 label="Target Word Count (Expand mode)",
+#                 info="Approximate number of words for expansion",
+#                 visible=False
+#             )
+    
+#     with gr.Row():
+#         with gr.Column(scale=1):
+#             gr.Markdown("### 📥 Input Text")
+#             input_text = gr.Textbox(
+#                 lines=10,
+#                 placeholder="Enter your text here...",
+#                 label="Original Text",
+#                 show_copy_button=True
+#             )
+        
+#         with gr.Column(scale=1):
+#             gr.Markdown("### 📤 Generated Text")
+#             output_text = gr.Textbox(
+#                 lines=10,
+#                 label="Processed Text",
+#                 show_copy_button=True
+#             )
+    
+#     with gr.Row():
+#         process_btn = gr.Button("🚀 Generate", variant="primary", size="lg")
+#         clear_btn = gr.ClearButton([input_text, output_text], value="🗑️ Clear")
+    
+#     stats_display = gr.Markdown()
+    
+#     similarity_display = gr.Number(
+#         label="Cosine Similarity Score",
+#         precision=4,
+#         interactive=False
+#     )
+    
+#     # Highlighted comparison section
+#     gr.Markdown("---")
+#     gr.Markdown("## 🔍 Visual Comparison - See What Changed")
+    
+#     with gr.Row():
+#         with gr.Column(scale=1):
+#             gr.Markdown("### 📄 Original Text (with changes highlighted)")
+#             highlighted_original = gr.HTML(
+#                 label="Original with Changes",
+#                 show_label=False
+#             )
+        
+#         with gr.Column(scale=1):
+#             gr.Markdown("### ✨ Generated Text (with changes highlighted)")
+#             highlighted_generated = gr.HTML(
+#                 label="Generated with Changes",
+#                 show_label=False
+#             )
+
+#     change_stats = gr.HTML(label="Change Statistics")
+    
+#     # Event handlers
+#     mode.change(
+#         fn=update_model_choices,
+#         inputs=[mode],
+#         outputs=[model_dropdown]
+#     )
+    
+#     mode.change(
+#         fn=update_parameters_visibility,
+#         inputs=[mode],
+#         outputs=[target_words]
+#     )
+    
+#     process_btn.click(
+#         fn=process_text,
+#         inputs=[
+#             input_text,
+#             mode,
+#             model_dropdown,
+#             temperature,
+#             top_p,
+#             max_length,
+#             num_beams,
+#             max_sentences,
+#             target_words
+#         ],
+#         outputs=[
+#             output_text, 
+#             stats_display, 
+#             similarity_display,
+#             highlighted_original,
+#             highlighted_generated,
+#             change_stats
+#         ]
+#     )
+    
+#     gr.Markdown(
+#         """
+#         ---
+#         ### 💡 Tips:
+#         - **Paraphrase Mode**: Rewrites text while preserving meaning
+#         - **Expand Mode**: Adds details and elaboration to make text longer
+#         - **Sentences per Chunk**: Controls how many sentences are processed together (4 recommended)
+#         - Adjust temperature for creativity (0.7-1.0 for paraphrase, 1.0-1.5 for expansion)
+#         - Higher beam count = better quality but slower processing
+#         - Max length is automatically calculated based on input, but can be overridden
+#         - Output chunks are separated by double newlines for readability
+#         """
+#     )
+
 with gr.Blocks(title="Text Paraphraser & Expander", theme=gr.themes.Soft()) as demo:
     gr.Markdown(
         """
@@ -411,59 +590,58 @@ with gr.Blocks(title="Text Paraphraser & Expander", theme=gr.themes.Soft()) as d
                 info="Choose the model for processing"
             )
             
-            gr.Markdown("### ⚙️ Parameters")
-            
-            temperature = gr.Slider(
-                minimum=0.0,
-                maximum=2.0,
-                value=0.7,
-                step=0.1,
-                label="Temperature",
-                info="Higher = more creative, Lower = more focused"
-            )
-            
-            top_p = gr.Slider(
-                minimum=0.1,
-                maximum=1.0,
-                value=0.9,
-                step=0.05,
-                label="Top-p (Nucleus Sampling)",
-                info="Probability threshold for token selection"
-            )
-            
-            max_length = gr.Slider(
-                minimum=128,
-                maximum=1024,
-                value=512,
-                step=32,
-                label="Max Length (tokens)",
-                info="Maximum length of generated text per chunk"
-            )
-            
-            num_beams = gr.Slider(
-                minimum=1,
-                maximum=10,
-                value=4,
-                step=1,
-                label="Number of Beams",
-                info="Higher = better quality but slower"
-            )
-            
-            max_sentences = gr.Slider(
-                minimum=1,
-                maximum=10,
-                value=4,
-                step=1,
-                label="Sentences per Chunk",
-                info="Number of sentences to process together"
-            )
-            
-            target_words = gr.Number(
-                value=300,
-                label="Target Word Count (Expand mode)",
-                info="Approximate number of words for expansion",
-                visible=False
-            )
+            with gr.Accordion("⚙️ Advanced Parameters", open=False):
+                temperature = gr.Slider(
+                    minimum=0.0,
+                    maximum=2.0,
+                    value=0.7,
+                    step=0.1,
+                    label="Temperature",
+                    info="Higher = more creative, Lower = more focused"
+                )
+                
+                top_p = gr.Slider(
+                    minimum=0.1,
+                    maximum=1.0,
+                    value=0.9,
+                    step=0.05,
+                    label="Top-p (Nucleus Sampling)",
+                    info="Probability threshold for token selection"
+                )
+                
+                max_length = gr.Slider(
+                    minimum=128,
+                    maximum=1024,
+                    value=512,
+                    step=32,
+                    label="Max Length (tokens)",
+                    info="Maximum length of generated text per chunk"
+                )
+                
+                num_beams = gr.Slider(
+                    minimum=1,
+                    maximum=10,
+                    value=4,
+                    step=1,
+                    label="Number of Beams",
+                    info="Higher = better quality but slower"
+                )
+                
+                max_sentences = gr.Slider(
+                    minimum=1,
+                    maximum=10,
+                    value=4,
+                    step=1,
+                    label="Sentences per Chunk",
+                    info="Number of sentences to process together"
+                )
+                
+                target_words = gr.Number(
+                    value=300,
+                    label="Target Word Count (Expand mode)",
+                    info="Approximate number of words for expansion",
+                    visible=False
+                )
     
     with gr.Row():
         with gr.Column(scale=1):
@@ -565,6 +743,6 @@ with gr.Blocks(title="Text Paraphraser & Expander", theme=gr.themes.Soft()) as d
         - Output chunks are separated by double newlines for readability
         """
     )
-
+    
 if __name__ == "__main__":
     demo.launch(share=True)