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Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
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model_name = "models/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 "likely" if label_id == 1 else "unlikely"
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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 given text describes a fire hazard or not.",
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output_description="Prediction",
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examples=[
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["Dry and windy weather can increase the risk of wildfires."],
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["It is unlikely that a fire will start in this area."]
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],
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output_component_names=["Prediction"],
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theme="compact"
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)
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io.launch()
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