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Update app.py
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app.py
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@@ -5,7 +5,8 @@ from dotenv import load_dotenv
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from llama_index.embeddings.huggingface import HuggingFaceEmbedding
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from llama_index.core import Settings
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import os
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import
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import time
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# Load environment variables
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@@ -46,7 +47,32 @@ def data_ingestion():
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storage_context = StorageContext.from_defaults()
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index = VectorStoreIndex.from_documents(documents,show_progress=True)
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index.storage_context.persist(persist_dir=PERSIST_DIR)
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def handle_query(query):
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storage_context = StorageContext.from_defaults(persist_dir=PERSIST_DIR)
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index = load_index_from_storage(storage_context)
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@@ -96,12 +122,22 @@ for message in st.session_state.messages:
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with st.sidebar:
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st.title("Menu:")
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uploaded_file = st.file_uploader("Upload your PDF Files and Click on the Submit & Process Button")
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if st.button("Submit & Process"):
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with st.spinner("Processing..."):
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data_ingestion() # Process PDF every time new file is uploaded
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st.success("Done")
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from llama_index.embeddings.huggingface import HuggingFaceEmbedding
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from llama_index.core import Settings
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import os
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from youtube_transcript_api import YouTubeTranscriptApi
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import shutil
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import time
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# Load environment variables
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storage_context = StorageContext.from_defaults()
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index = VectorStoreIndex.from_documents(documents,show_progress=True)
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index.storage_context.persist(persist_dir=PERSIST_DIR)
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def extract_transcript_details(youtube_video_url):
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try:
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video_id=youtube_video_url.split("=")[1]
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transcript_text=YouTubeTranscriptApi.get_transcript(video_id)
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transcript = ""
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for i in transcript_text:
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transcript += " " + i["text"]
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return transcript
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except Exception as e:
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st.error(e)
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def remove_old_files():
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# Specify the directory path you want to clear
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directory_path = "data"
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# Remove all files and subdirectories in the specified directory
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shutil.rmtree(directory_path)
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# Recreate an empty directory if needed
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os.makedirs(directory_path)
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def handle_query(query):
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storage_context = StorageContext.from_defaults(persist_dir=PERSIST_DIR)
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index = load_index_from_storage(storage_context)
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with st.sidebar:
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st.title("Menu:")
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uploaded_file = st.file_uploader("Upload your PDF Files and Click on the Submit & Process Button")
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video_url = st.text_input("Enter Youtube Video Link: ")
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if st.button("Submit & Process"):
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with st.spinner("Processing..."):
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if len(os.listdir("data")) !=0:
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remove_old_files()
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if uploaded_file:
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filepath = "data/saved_pdf.pdf"
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with open(filepath, "wb") as f:
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f.write(uploaded_file.getbuffer())
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if video_url:
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extracted_text = extract_transcript_details(video_url)
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with open("data/saved_text.txt", "w") as file:
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file.write(extracted_text)
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data_ingestion() # Process PDF every time new file is uploaded
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st.success("Done")
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