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app.py

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+import streamlit as st
+import pinecone
+from sentence_transformers import SentenceTransformer
+
+PINECONE_KEY = st.secrets["PINECONE_KEY"]  # app.pinecone.io
+
+@st.experimental_singleton
+def init_pinecone():
+    pinecone.init(api_key=PINECONE_KEY, environment="us-west1-gcp")
+    return pinecone.Index('youtube-search')
+    
+@st.experimental_singleton
+def init_retriever():
+    return SentenceTransformer("multi-qa-mpnet-base-dot-v1")
+
+index = init_pinecone()
+retriever = init_retriever()
+
+def card(thubmnail, title, url, context):
+    return st.markdown(f"""
+    <div class="container-fluid">
+        <div class="row align-items-start">
+            <div class="col-md-4 col-sm-4">
+                 <div class="position-relative">
+                     <a href={url}><img src={thubmnail} class="img-fluid" style="width: 192px; height: 106px"></a>
+                 </div>
+             </div>
+             <div  class="col-md-8 col-sm-8">
+                 <a href={url}>{title}</a>
+                 <br>
+                 <span style="color: #808080;">
+                     <small>{context[:200].capitalize()+"...."}</small>
+                 </span>
+             </div>
+        </div>
+     </div>
+        """, unsafe_allow_html=True)
+
+    
+st.write("""
+# YouTube Q&A
+Ask me a question!
+""")
+
+st.markdown("""
+<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" integrity="sha384-Gn5384xqQ1aoWXA+058RXPxPg6fy4IWvTNh0E263XmFcJlSAwiGgFAW/dAiS6JXm" crossorigin="anonymous">
+""", unsafe_allow_html=True)
+
+query = st.text_input("Search!", "")
+
+if query != "":
+    xq = retriever.encode([query]).tolist()
+    xc = index.query(xq, top_k=5, include_metadata=True)
+    
+    for context in xc['matches']:
+        card(
+            f"https://img.youtube.com/vi/{context['metadata']['url'].split('/')[-1]}/maxresdefault.jpg",
+            context['metadata']['title'],
+            f"{context['metadata']['url']}?t={int(context['metadata']['start'])}",
+            context['metadata']['text']
+        )