import gradio as gr from transformers import AutoModelForCausalLM, AutoTokenizer # Load Dolly 2.0 model and tokenizer model_name = "databricks/dolly-v2-3b" model = AutoModelForCausalLM.from_pretrained(model_name) tokenizer = AutoTokenizer.from_pretrained(model_name) # Define a function to generate responses def dolly_response(prompt): inputs = tokenizer(prompt, return_tensors="pt") outputs = model.generate( inputs["input_ids"], max_length=50, num_beams=3, no_repeat_ngram_size=2, early_stopping=True ) return tokenizer.decode(outputs[0], skip_special_tokens=True) # Create Gradio interface gr.Interface( fn=dolly_response, inputs="text", outputs="text", title="Dolly 2.0 Chatbot" ).launch()