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5a9e3df
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Parent(s):
42b3bbc
Update app.py
Browse files
app.py
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import gradio as gr
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iface = gr.Interface(
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fn=transcribe,
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import whisper
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import gradio as gr
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from transformers import pipeline
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model = whisper.load_model("base")
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sentiment_analysis = pipeline("sentiment-analysis",model="siebert/sentiment-roberta-large-english")
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def process_audio_file(file):
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with open(file, "rb") as f:
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inputs = f.read()
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audio = ffmpeg_read(inputs, sampling_rate)
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return audio
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def transcribe(Microphone, File_Upload):
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warn_output = ""
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if (Microphone is not None) and (File_Upload is not None):
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warn_output = "WARNING: You've uploaded an audio file and used the microphone. " \
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"The recorded file from the microphone will be used and the uploaded audio will be discarded.\n"
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file = Microphone
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elif (Microphone is None) and (File_Upload is None):
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return "ERROR: You have to either use the microphone or upload an audio file"
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elif Microphone is not None:
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file = Microphone
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else:
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file = File_Upload
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result = model.transcribe(file, task="translate")
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return sentiment_analysis(result['text'])
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iface = gr.Interface(
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fn=transcribe,
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