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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(share = True) |