import gradio as gr from transformers import pipeline classifier = pipeline( "text-generation", model="AtrriJi/smolified-risk-clause-classifier", device=-1 ) def classify(clause): prompt = f""" Classify the legal clause into one of: Payment Terms, Intellectual Property, Confidentiality, Termination, Indemnification, Force Majeure, Governing Law, Warranty, Limitation of Liability, Dispute Resolution. Also predict risk level: Low, Medium, or High. Return ONLY JSON like: {{"category": "...", "risk_level": "..."}} Clause: {clause} """ result = classifier( prompt, max_new_tokens=100, do_sample=False )[0]["generated_text"] # Remove prompt part clean_output = result[len(prompt):].strip() return clean_output demo = gr.Interface( fn=classify, inputs="text", outputs="text", title="Risk Clause Classifier" ) demo.launch()