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rishabh5752
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951b188
1
Parent(s):
9cc34de
Update app.py
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app.py
CHANGED
@@ -1,7 +1,25 @@
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import gradio as gr
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iface.launch()
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import gradio as gr
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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# Load model and tokenizer
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model = AutoModelForSequenceClassification.from_pretrained("rabiaqayyum/autotrain-mental-health-analysis-752423172")
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tokenizer = AutoTokenizer.from_pretrained("rabiaqayyum/autotrain-mental-health-analysis-752423172")
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# Define function to process inputs and get predictions
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def predict(text):
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inputs = tokenizer(text, return_tensors="pt", padding=True, truncation=True)
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outputs = model(**inputs)
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predicted_class = outputs.logits.argmax().item()
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return "Positive" if predicted_class == 1 else "Negative"
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# Create Gradio interface
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iface = gr.Interface(
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fn=predict,
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inputs="text",
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outputs="text",
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layout="vertical",
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description="Enter text to get model predictions."
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)
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# Launch the interface
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iface.launch()
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