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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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# Load the models
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model1 = pipeline("sentiment-analysis", model="mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis")
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model2 = pipeline("sentiment-analysis", model="mr8488/distilroberta-finetuned-financial-news-sentiment-analysis")
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# Define the function to generate responses
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def analyze_sentiment(input_text):
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result1 = model1(input_text)[0]
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result2 = model2(input_text)[0]
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return {"Model 1": f"{result1['label']} ({result1['score']:.2f})",
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"Model 2": f"{result2['label']} ({result2['score']:.2f})"}
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# Create the Gradio interface
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iface = gr.Interface(
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fn=analyze_sentiment,
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inputs=gr.inputs.Textbox(lines=5, label="Input Text"),
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outputs=[gr.outputs.Textbox(label="mrm"), gr.outputs.Textbox(label="mr")],
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title="Financial News Sentiment Analysis Models Comparison",
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description="Compare sentiment analysis results of two models."
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)
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# Launch the interface
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iface.launch()
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