Tirath5504
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9121a29
1
Parent(s):
1315d29
Create app.py
Browse files
app.py
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import gradio as gr
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from transformers import pipeline
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import torch
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classifier = pipeline(
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"text-classification",
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model="Tirath5504/IPD-finetuned-english-text",
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device=0 if torch.cuda.is_available() else -1
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)
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def classify_text(text):
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result = classifier(text)
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return result[0]['label'], result[0]['score']
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with gr.Blocks() as demo:
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gr.Markdown("# Hate Speech Classification with Fine-Tuned Model")
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with gr.Row():
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text_input = gr.Textbox(label="Input Text")
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label_output = gr.Textbox(label="Predicted Label")
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score_output = gr.Number(label="Prediction Score")
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text_input.change(fn=classify_text, inputs=text_input, outputs=[label_output, score_output])
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demo.launch()
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