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Delete app.py
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app.py
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import gradio as gr
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from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
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model_name = "NimaKL/FireWatch_tiny_75k"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSequenceClassification.from_pretrained(model_name)
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def predict(text):
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inputs = tokenizer(text, return_tensors="pt")
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outputs = model(**inputs)
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logits = outputs.logits
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label_id = logits.argmax(axis=1).item()
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return "Danger of fire hazard!" if label_id == 1 else "It is unlikely that a fire will start in this area."
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io = gr.Interface(
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fn=predict,
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inputs="text",
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outputs="text",
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title="FireWatch",
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description="Predict whether a data row describes a fire hazard or not.",
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output_description="Prediction",
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examples=[['-26.76123, 147.15512, 393.02, 203.63'], ['-26.7598, 147.14514, 361.54, 79.4'], ['-25.70059, 149.48932, 313.9, 5.15'], ['-24.4318, 151.83102, 307.98, 8.79'], ['-23.21878, 148.91298, 314.08, 7.4'], ['7.87518, 19.9241, 316.32, 39.63'], ['-20.10942, 148.14326, 314.39, 8.8'], ['7.87772, 19.9048, 304.14, 13.43'], ['-20.79866, 124.46834, 366.74, 89.06']]
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,
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output_component_names=["Prediction"],
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theme="Streamlit"
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)
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io.launch()
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