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Runtime error
Runtime error
| import torch | |
| from transformers import AutoModelForSequenceClassification, AutoTokenizer | |
| import gradio as gr | |
| # Path to the saved model in Hugging Face Spaces | |
| model_name = 'AliArshad/SeverityPredictor' # Replace with your actual username and model name | |
| model = AutoModelForSequenceClassification.from_pretrained(model_name) | |
| tokenizer = AutoTokenizer.from_pretrained(model_name) | |
| # Function for prediction | |
| def xl_net_predict(text): | |
| inputs = tokenizer(text, return_tensors="pt", padding=True, truncation=True, max_length=100) | |
| with torch.no_grad(): | |
| outputs = model(**inputs) | |
| logits = outputs.logits | |
| probabilities = torch.softmax(logits, dim=1) | |
| predicted_class = torch.argmax(probabilities).item() | |
| return "Severe" if predicted_class == 1 else "Non-severe" | |
| # Customizing the interface | |
| iface = gr.Interface( | |
| fn=xl_net_predict, | |
| inputs=gr.Textbox(lines=2, label="Summary", placeholder="Enter text here..."), | |
| outputs=gr.Textbox(label="Predicted Severity"), | |
| title="XLNet Based Bug Report Severity Prediction", | |
| description="Enter text and predict its severity (Severe or Non-severe).", | |
| theme="huggingface", | |
| examples=[ | |
| ["Can't open multiple bookmarks at once from the bookmarks sidebar using the context menu"], | |
| ["Minor enhancements to make-source-package.sh"] | |
| ], | |
| allow_flagging=False | |
| ) | |
| iface.launch() | |