Update app.py

app.py

@@ -57,49 +57,6 @@ def similarity_search(query, search_type, num_results, progress=gr.Progress()):
 
     return [row['frame'] for row in results]
 
-# Process video and create index
-def process_video(video_file, progress=gr.Progress()):
-
-    progress(0, desc="Initializing...")
-
-    # Pixeltable setup
-    pxt.drop_dir('video_search', force=True)
-    pxt.create_dir('video_search')
-
-    video_table = pxt.create_table('video_search.videos', {'video': pxt.VideoType()})
-
-    frames_view = pxt.create_view(
-        'video_search.frames', 
-        video_table, 
-        iterator=FrameIterator.create(video=video_table.video, fps=1)
-    )
-
-    progress(0.2, desc="Inserting video...")
-    video_table.insert([{'video': video_file.name}])
-    
-    progress(0.4, desc="Creating embedding index...")
-    frames_view.add_embedding_index('frame', string_embed=str_embed, image_embed=embed_image)
-
-    progress(1.0, desc="Processing complete")
-    return "Video processed and indexed successfully!"
-
-# Perform similarity search
-def similarity_search(query, search_type, num_results, progress=gr.Progress()):
-    
-    frames_view = pxt.get_table('video_search.frames')
-    
-    progress(0.5, desc="Performing search...")
-    if search_type == "Text":
-        sim = frames_view.frame.similarity(query)
-    else:  # Image search
-        sim = frames_view.frame.similarity(query)
-    
-    results = frames_view.order_by(sim, asc=False).limit(num_results).select(frames_view.frame, sim=sim).collect()
-    
-    progress(1.0, desc="Search complete")
-
-    return [row['frame'] for row in results]
-
 # Gradio interface
 with gr.Blocks(theme=gr.themes.Base()) as demo:
     gr.Markdown(