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Create app.py
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app.py
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from transformers import T5ForConditionalGeneration, T5Tokenizer
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import gradio as gr
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model_name = "t5-small"
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text2text_tokenizer = T5Tokenizer.from_pretrained(model_name)
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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def text2text_sentiment(text):
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input = "Sentiment analysis for this sentence:" + text
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encoded = text2text_tokenizer(input, return_tensors="pt")
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tokens = model.generate(**encoded)
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response = text2text_tokenizer.batch_decode(tokens)
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return response
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in_para = gr.Textbox(lines=1, label="English text", placeholder="Text in English")
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out = gr.Textbox(lines=1, label="Sentiment")
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gr.Interface(text2text_sentiment, inputs=in_para, outputs=out)
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