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import gradio as gr
from transformers import (
AutoModelForSeq2SeqLM,
AutoTokenizer,
AutoConfig,
pipeline,
)
model_name = "sagard21/python-code-explainer"
tokenizer = AutoTokenizer.from_pretrained(model_name, padding=True)
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
config = AutoConfig.from_pretrained(model_name)
model.eval()
pipe = pipeline("summarization", model=model_name, config=config, tokenizer=tokenizer)
def generate_text(text_prompt):
response = pipe(text_prompt)
return response[0]['summary_text']
textbox = gr.Textbox()
demo = gr.Interface(generate_text, textbox, textbox)
if __name__ == "__main__":
demo.launch() |