Spaces:
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updated the home and info pages
Browse files- src/streamlit_app.py +87 -27
src/streamlit_app.py
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@@ -2,46 +2,106 @@ import streamlit as st
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from downloader import download_video
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from extractor import extract_audio
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from detector import detect_accent
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import asyncio
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try:
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asyncio.get_running_loop()
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except RuntimeError:
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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if st.button("Analyze"):
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st.error("Please provide a video URL.")
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else:
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try:
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# Step 1: Download video
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with st.spinner("Downloading video..."):
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video_file_path = download_video(video_url)
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with st.spinner("Extracting audio..."):
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audio_file = extract_audio(video_file_path)
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accent, confidence, transcript = detect_accent(audio_file)
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st.metric(label="Confidence", value=f"{confidence}%")
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st.text_area("Transcript", transcript, height=150, disabled=True)
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except Exception as e:
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st.error(f"Error: {str(e)}")
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from downloader import download_video
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from extractor import extract_audio
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from detector import detect_accent
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import asyncio
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# Setup async event loop
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try:
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asyncio.get_running_loop()
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except RuntimeError:
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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st.set_page_config(page_title="Accentometer", page_icon="๐๏ธ")
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# Sidebar navigation
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st.sidebar.title("๐๏ธ Accentometer")
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page = st.sidebar.radio("", ["Home", "Info"])
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# ---------------------------
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# Page 1: Home
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# ---------------------------
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if page == "Home":
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st.title("๐๏ธ Accentometer")
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# โ
Example video links
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st.markdown("### ๐ง Try with these example MP4 links:")
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st.text("Australian: https://docs.google.com/uc?export=download&id=12dKoO-jgWgjor_aQpovbtwOulMQBEEps")
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st.text("British: https://docs.google.com/uc?export=download&id=10aiY_0dnsWXqhxeNL54n5LYe6l4XquR8")
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st.text("American: https://docs.google.com/uc?export=download&id=1k1wfSxmQ-ZbYCKNZrb0aF8xfM6JWEfKQ")
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st.markdown("<br><br>", unsafe_allow_html=True)
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st.write("Paste a direct public MP4 video URL to **classify the English accent, get transcript**.")
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video_url = st.text_input("Direct Video URL (MP4 only):")
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if st.button("Analyze"):
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if not video_url:
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st.error("Please provide a valid MP4 video URL.")
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else:
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try:
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with st.spinner("Downloading video..."):
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video_file_path = download_video(video_url)
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with st.spinner("Extracting audio..."):
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audio_file = extract_audio(video_file_path)
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with st.spinner("Transcribing & detecting accent..."):
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accent, confidence, transcript = detect_accent(audio_file)
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st.success(f"Accent: **{accent}**")
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st.metric(label="Confidence", value=f"{confidence}%")
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st.text_area("Transcript", transcript, height=150, disabled=True)
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except Exception as e:
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st.error(f"Error: {str(e)}")
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# ---------------------------
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# Page 2: Info
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# ---------------------------
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elif page == "Info":
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st.title("โน๏ธ About Accentometer")
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st.markdown("""
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### ๐ง What is Accentometer?
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**Accentometer** is a simple **demo** application for English accent classification.
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It doesn't use any advanced machine learning or deep learning models beyond basic heuristics.
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---
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### โ๏ธ How It Works
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1. **Video Downloader**
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Accepts only **direct MP4 links**.
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(Loom URLs arenโt supported in this free demo version โ integration would require a paid Loom API or other backend setup.)
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2. **Audio Extraction**
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Uses the `moviepy` library to extract the audio from the video.
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3. **Speech-to-Text**
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Applies the `openai/whisper-base` model from Hugging Face to transcribe the audio into text.
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4. **Accent Detection**
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Runs simple **hand-crafted heuristic rules** over the transcribed text to classify the accent into:
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- ๐บ๐ธ American
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- ๐ฌ๐ง British
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- ๐ฆ๐บ Australian
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- ๐ฎ๐ณ Indian
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- โ Unknown
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---
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### ๐ Possible Improvements
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If you're interested in expanding this demo into a more robust application:
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- **Support More Input Options**: Upload local MP4 files, YouTube links, Loom links (via API), Additional video formats, etc.
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- **Improve Accent Detection**: Train a custom model using a labeled accent dataset, or integrate a model like `accent-id-commonaccent_xlsr-en-english`, or other approaches.
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---
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""")
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