Cleanup

app.py

@@ -1,27 +1,18 @@
-# In[]:
-import sys
 import os
 import cv2
 import gradio as gr
-from PIL import Image
 import numpy as np
+import json
+import pickle
 
+import torch
 from torch.nn.utils.rnn import pad_sequence
-from transformers import BridgeTowerForImageAndTextRetrieval, BridgeTowerProcessor
+from transformers import BridgeTowerProcessor
 
 from bridgetower_custom import BridgeTowerTextFeatureExtractor, BridgeTowerForITC
 
-import pickle
-from tqdm import tqdm
-from PIL import Image
-
-import torch
-import re
-import urllib.parse
 import faiss
-
 import webvtt
-import json
 
 from pytube import YouTube
 from youtube_transcript_api import YouTubeTranscriptApi
@@ -262,8 +253,7 @@ def get_video_id_from_url(video_url):
             return url.path.split('/')[2]
         if url.path[:3] == '/v/':
             return url.path.split('/')[2]
-
-
+            
     return None