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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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summarizer = pipeline(task="summarization", model="t5-small")
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def summarize_text(x,y):
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return summarizer(x,max_length=y)[0]["summary_text"]
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translator = pipeline(task="translation", model="t5-small")
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def translate_text(x):
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return translator(x)[0]["translation_text"]
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classifier = pipeline(task="sentiment-analysis")
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def text_classification(x):
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preds = classifier(x)
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return [pred["label"] for pred in preds]
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demo = gr.Blocks()
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with demo:
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gr.Markdown("Language Modeling Tasks")
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with gr.Tabs():
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with gr.TabItem("Text Classification"):
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with gr.Row():
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tc_input = gr.Textbox(label = "Input Text")
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tc_output = gr.Textbox(label = "Output")
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tc_button = gr.Button("Classify")
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with gr.TabItem("Summarization"):
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with gr.Row():
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s_input = gr.Textbox(label = "Input Text")
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s_output = gr.Textbox(label = "Output Text")
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s_button = gr.Button("Summarize")
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with gr.TabItem("Translator"):
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with gr.Row():
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translate_input = gr.Textbox(label = "Input Text")
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translate_output = gr.Textbox(label = "Output Text")
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translate_button = gr.Button("Translate")
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tc_button.click(text_classification, inputs=tc_input, outputs=tc_output)
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s_button.click(summarize_text, inputs=s_input, outputs=s_output)
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translate_button.click(translate_text, inputs=translate_input, outputs=translate_output)
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demo.launch(share=True)
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