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Edit app.py
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app.py
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@@ -21,14 +21,6 @@ id2label = {
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6: 'schizophrenia'
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}
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# Inference function
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def predict(text):
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inputs = tokenizer(text, return_tensors="pt", truncation=True, padding=True)
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with torch.no_grad():
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outputs = model(**inputs)
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pred_id = outputs.logits.argmax(dim=1).item()
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return id2label[pred_id]
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def clean_text(text):
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text = str(text)
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text = text.lower()
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@@ -39,6 +31,15 @@ def clean_text(text):
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text = re.sub(r'\s+', ' ', text).strip()
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return text
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# Gradio UI
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demo = gr.Interface(
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fn=predict,
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6: 'schizophrenia'
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}
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def clean_text(text):
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text = str(text)
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text = text.lower()
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text = re.sub(r'\s+', ' ', text).strip()
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return text
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# Inference function
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def predict(text):
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text = clean_text(text)
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inputs = tokenizer(text, return_tensors="pt", truncation=True, padding=True)
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with torch.no_grad():
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outputs = model(**inputs)
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pred_id = outputs.logits.argmax(dim=1).item()
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return id2label[pred_id]
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# Gradio UI
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demo = gr.Interface(
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fn=predict,
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