Spaces:
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Update app.py
Browse files
app.py
CHANGED
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import yt_dlp
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import os
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from detect import SimpleOfflineAccentClassifier
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app = Flask(__name__)
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classifier = SimpleOfflineAccentClassifier()
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@app.route('/')
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def home():
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return render_template('index.html')
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def analyze():
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try:
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video_url = request.form['url']
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# YouTube'dan ses indir
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ydl_opts = {
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'format': 'bestaudio/best',
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'postprocessors': [{
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}
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with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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ydl.download([
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# Ses dosyasını analiz et
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result = classifier.predict_accent('temp_audio.wav')
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if result is None:
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return
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except Exception as e:
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return
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import gradio as gr
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from detect import SimpleOfflineAccentClassifier
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import yt_dlp
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import os
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def download_youtube_audio(url):
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ydl_opts = {
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'format': 'bestaudio/best',
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'postprocessors': [{
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}
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with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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ydl.download([url])
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return 'temp_audio.wav'
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except Exception as e:
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return None
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def analyze_audio(audio_file, youtube_url):
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if youtube_url:
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audio_file = download_youtube_audio(youtube_url)
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if not audio_file:
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return "Failed to download YouTube audio."
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if not audio_file:
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return "Please upload an audio file or provide a YouTube URL."
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try:
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classifier = SimpleOfflineAccentClassifier()
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result = classifier.predict_accent(audio_file)
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if result is None:
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return "Audio file processing failed."
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output = f"Predicted Accent: {result['accent']}\n"
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output += f"Confidence Score: {result['confidence']:.2%}\n\n"
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output += "All Probabilities:\n"
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sorted_probs = sorted(
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result['all_probabilities'].items(),
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key=lambda x: x[1],
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reverse=True
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)
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for accent, prob in sorted_probs:
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bar = "█" * int(prob * 20)
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output += f"- {accent}: {prob:.2%} {bar}\n"
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return output
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except Exception as e:
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return f"Error occurred: {str(e)}"
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# Create Gradio interface
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with gr.Blocks() as interface:
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gr.Markdown("# AI Accent Classifier")
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with gr.Row():
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with gr.Column():
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audio_input = gr.Audio(
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label="Upload Audio File",
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type="filepath"
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)
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youtube_url = gr.Textbox(
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label="Or enter YouTube URL",
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placeholder="https://www.youtube.com/watch?v=..."
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)
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classify_btn = gr.Button("Analyze Accent")
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with gr.Column():
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output_text = gr.Markdown(
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label="Analysis Results",
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value="Analysis results will appear here..."
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)
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classify_btn.click(
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fn=analyze_audio,
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inputs=[audio_input, youtube_url],
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outputs=output_text
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)
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# Launch the interface
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interface.launch()
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