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pip install transformers | |
import gradio as gr | |
from transformers import GPT2LMHeadModel, GPT2Tokenizer | |
# Load the GPT-2 model and tokenizer | |
model_name = "gpt2" | |
model = GPT2LMHeadModel.from_pretrained(model_name) | |
tokenizer = GPT2Tokenizer.from_pretrained(model_name) | |
# Define the sentence completion function | |
def complete_sentence(sentence): | |
input_ids = tokenizer.encode(sentence, return_tensors="pt") | |
output = model.generate(input_ids, max_length=50, num_return_sequences=1) | |
completed_sentence = tokenizer.decode(output[0], skip_special_tokens=True) | |
return completed_sentence | |
# Create the Gradio interface | |
iface = gr.Interface( | |
fn=complete_sentence, | |
inputs="text", | |
outputs="text", | |
title="Sentence Completion", | |
description="Enter a sentence to complete", | |
example="I love to" | |
) | |
# Launch the Gradio interface | |
if __name__ == "__main__": | |
iface.launch() |