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Update app.py
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app.py
CHANGED
@@ -4,6 +4,10 @@ import gradio as gr
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asr = pipeline("automatic-speech-recognition", "facebook/wav2vec2-base-960h")
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classifier = pipeline("text-classification", "michellejieli/emotion_text_classifier")
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def speech_to_text(speech):
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text = asr(speech)["text"]
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return text
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@@ -16,20 +20,24 @@ def text_to_sentiment(text):
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demo = gr.Blocks()
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with demo:
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audio_file = gr.Audio(type="filepath")
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text = gr.Textbox()
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label = gr.Label()
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b1 = gr.Button("Recognize Speech")
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b2 = gr.Button("Classify Sentiment")
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b1.click(speech_to_text, inputs=audio_file, outputs=text)
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b2.click(text_to_sentiment, inputs=text, outputs=label)
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gr.Markdown("""
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ASR Model: https://huggingface.co/facebook/wav2vec2-base-960h
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Sentiment: https://huggingface.co/michellejieli/emotion_text_classifier
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""")
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demo.launch()
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asr = pipeline("automatic-speech-recognition", "facebook/wav2vec2-base-960h")
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classifier = pipeline("text-classification", "michellejieli/emotion_text_classifier")
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def transcribe(audio):
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text = p(audio)["text"]
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return text
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def speech_to_text(speech):
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text = asr(speech)["text"]
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return text
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demo = gr.Blocks()
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with demo:
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microphone = gr.Audio(source="microphone", type="filepath")
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audio_file = gr.Audio(type="filepath")
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text = gr.Textbox()
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label = gr.Label()
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b0 = gr.Button("Classify Sentiment")
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b1 = gr.Button("Recognize Speech")
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b2 = gr.Button("Classify Sentiment")
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b0.click(transcribe, inputs=microphone, outputs=text)
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b1.click(speech_to_text, inputs=audio_file, outputs=text)
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b2.click(text_to_sentiment, inputs=text, outputs=label)
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gr.Markdown("""
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1. ASR Model: https://huggingface.co/facebook/wav2vec2-base-960h
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2. Sentiment: https://huggingface.co/michellejieli/emotion_text_classifier
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3. ASR Lesson: https://gradio.app/real-time-speech-recognition/
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""")
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demo.launch()
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