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8e145a2
1
Parent(s):
7be5f85
added sentiment
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app.py
CHANGED
@@ -15,14 +15,43 @@ INDIC = {"Assamese": "as", "Bengali": "bn", "Gujarati": "gu", "Hindi": "hi","Kan
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def translate(text, lang):
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return indic2en_model.translate_paragraph(text, INDIC[lang], 'en')
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languages = list(INDIC.keys())
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drop_down = gr.inputs.Dropdown(languages, type="value", default="Hindi", label="Select Source Language")
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text = gr.inputs.Textbox(lines=5, placeholder="Enter Text to translate", default="", label="Enter Text in Source Language")
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text_ouptut = gr.outputs.Textbox(label="Translated text in English")
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def translate(text, lang):
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return indic2en_model.translate_paragraph(text, INDIC[lang], 'en')
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from transformers import pipeline
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import gradio as gr
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roberta_pipe = pipeline(
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"sentiment-analysis",
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model="siebert/sentiment-roberta-large-english",
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tokenizer="siebert/sentiment-roberta-large-english",
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return_all_scores = True
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)
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def analyse_sentiment(text, source):
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if source != "English":
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text = translate(text, source)
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response = roberta_pipe(text)
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d = {}
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for i in response[0]:
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d[i['label'].lower()] = i['score']
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return d
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languages = ["Assamese", "Bengali", "Gujarati", "Hindi", "Kannada","Malayalam", "Marathi", "Odia", "Punjabi", "Tamil", "Telugu", "English"]
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input_text = gr.Textbox(placeholder="Enter a positive or negative sentence here...")
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drop_down = gr.inputs.Dropdown(languages, type="value", default="English", label="Select Source Language")
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examples = [["this book was a great book that i have read many times", "English"],
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["एक महान अमेरिकी लेखक का एक आकर्षक संग्रह" , "Hindi"],
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["हा आतापर्यंतचा सर्वात वाईट चित्रपट आहे यात शंका नाही", "Marathi"],
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["இந்த தயாரிப்பு ஆச்சரியமாக இருக்கிறது", "Tamil"],
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["તમારા માટે નહીં જો તમે વિના અવરોધે વીડિયો શોધી રહ્યા છો", "Gujarati"],]
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demo = gr.Interface(
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enable_queue=True,
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fn=analyse_sentiment,
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inputs=[input_text, drop_down],
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outputs="label",
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interpretation="default",
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title='IndiSent: Multilingual Sentiment Analysis',
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examples=examples)
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demo.launch(share = True, debug=True, inline=True)
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