Spaces:
Sleeping
Sleeping
HishamSaad
commited on
Commit
•
6bbbf98
1
Parent(s):
f0cc455
Create taps.py
Browse files
taps.py
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from transformers import pipeline
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import gradio as gr
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import numpy as np
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def get_sentiment(text):
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sentiment_pipeline=pipeline('sentiment-analysis')
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result=sentiment_pipeline(text)
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output = gr.Textbox(label="Output Box")
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return result[0]['label'],result[0]['score']
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def summraztion(text):
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summary_pipe = pipeline('summarization',model="cnicu/t5-small-booksum")
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result=summary_pipe(text)
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output = gr.Textbox(label="Output Box")
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return result[0]['summary_text']
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def chat_bot(text,histroy):
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chat_pip=pipeline('text-generation')
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mes=chat_pip(text)
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return mes[0]['generated_text']
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transcriber = pipeline("automatic-speech-recognition", model="openai/whisper-base.en")
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def transcribe(audio):
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sr, y = audio
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y = y.astype(np.float32)
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y /= np.max(np.abs(y))
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return transcriber({"sampling_rate": sr, "raw": y})["text"]
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Audio = gr.Interface(
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transcribe,
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gr.Audio(sources=["microphone"]),
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"text",
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)
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sentiment_a = gr.Interface(fn=get_sentiment , inputs=gr.Textbox(label="Enter the review ") , outputs=[gr.Textbox(label="sentiment") , gr.Textbox(label="Score")],description='sentiment-analysis')
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summraztion = gr.Interface(fn=summraztion , inputs=gr.Textbox(label="Enter the text ") , outputs=gr.Textbox(label="summraztion") ,description='summraztion')
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chatBot=gr.ChatInterface(chat_bot)
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demo = gr.TabbedInterface([sentiment_a, summraztion,chatBot,Audio], ["Sentiment Analysis", "Summraztion","ChatBot",'Audio'])
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demo.launch(debug=True)
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