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import gradio as gr | |
from transformers import GPT2LMHeadModel, GPT2Tokenizer | |
import torch | |
# Load model and tokenizer | |
model = GPT2LMHeadModel.from_pretrained("burman-ai/gpt2-chatbot") | |
tokenizer = GPT2Tokenizer.from_pretrained("burman-ai/gpt2-chatbot") | |
tokenizer.pad_token = tokenizer.eos_token | |
# Chat history list | |
chat_history = [] | |
# Generate response | |
def chatbot(user_input): | |
global chat_history | |
chat_history.append(f"User: {user_input}") | |
prompt = "\n".join(chat_history) + "\nBot:" | |
inputs = tokenizer.encode(prompt, return_tensors="pt", truncation=True, max_length=512) | |
outputs = model.generate(inputs, max_length=512, pad_token_id=tokenizer.eos_token_id, do_sample=True, top_k=50, top_p=0.95) | |
response = tokenizer.decode(outputs[0], skip_special_tokens=True) | |
response = response.split("Bot:")[-1].strip().split("\n")[0] | |
chat_history.append(f"Bot: {response}") | |
return response | |
def clear_chat(): | |
global chat_history | |
chat_history = [] | |
return "Chat cleared." | |
# UI | |
demo = gr.Interface( | |
fn=chatbot, | |
inputs=gr.Textbox(lines=2, placeholder="Type your message here..."), | |
outputs="text", | |
title="GPT-2 Chatbot", | |
description="Chat with a fine-tuned GPT-2 model.", | |
live=True | |
).queue() | |
demo.launch() | |