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ThirdIringan
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0833e1a
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Parent(s):
c9c5915
Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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from pydub import AudioSegment
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import wordtodigits
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model = pipeline("automatic-speech-recognition",
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"facebook/wav2vec2-base-960h")
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model2 = gr.Interface.load("huggingface/facebook/fastspeech2-en-ljspeech")
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def asr(speech):
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transcript = model(speech)['text']
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strings = transcript.split()
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text = ""
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equation = ""
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symbols = {"plus":"+","minus":"-","times":"*","divide":"/"}
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for i in range(len(strings)):
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if strings[i].lower() in symbols:
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text = wordtodigits.convert(text)
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equation += text + symbols[strings[i].lower()]
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text=""
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continue
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text += strings[i].lower() + " "
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if i == len(strings)-1:
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text = wordtodigits.convert(text)
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equation += text
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ans = round(eval(equation),2)
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return transcript, equation, ans, model2(str(ans))
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gr.Interface(fn=asr,
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#inputs = gr.inputs.Audio(source="microphone", type="filepath", optional=False, label="Please record your voice"),
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inputs = gr.inputs.Audio(source="upload", type="filepath", label="Upload your audio file here"),
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outputs = [gr.outputs.Textbox(type="str", label="Text Translation"),
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gr.outputs.Textbox(type="str", label="Equation"),
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gr.outputs.Textbox(type="str", label="Answer"),
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gr.outputs.Audio(type="file", label="Speech Answer")],
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title = "Speech Equation Solver",
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description = "This app will translate your speech into text, morse code, and audio using wav2vec2-base-960h",
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article = "Model: <a href=\"https://huggingface.co/facebook/wav2vec2-base-960h\">Wav2Vec2-Base-960h</a>"
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).launch()
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