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Create app.py
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app.py
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from transformers import pipeline, Conversation
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import gradio as gr
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classifier = pipeline(task="text-classification", model="SamLowe/roberta-base-go_emotions", top_k=None)
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def top3_text_classes(message, history):
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return str(classifier(message)[0][:3]).replace('}, {', '\n').replace('[{', '').replace('}]', '')
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demo_sentiment = gr.ChatInterface(top3_text_classes, title="Text Sentiment Chatbot",
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description="Enter your text, and the chatbot will classify the sentiment.")
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demo_sentiment.launch()
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