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| import torch | |
| import gradio as gr | |
| # Use a pipeline as a high-level helper | |
| from transformers import pipeline | |
| text_summary = pipeline( | |
| task="summarization", | |
| model="sshleifer/distilbart-cnn-12-6", | |
| torch_dtype=torch.bfloat16 | |
| ) | |
| # Local model path | |
| # model_path = ("../Models/models--sshleifer--distilbart-xsum-12-6/snapshots/5b2e376c845c201ddc34ec0e55fd1ad9890ba5ee") | |
| # | |
| # # Summarization pipeline | |
| # text_summary = pipeline( | |
| # "summarization", | |
| # model=model_path, | |
| # torch_dtype=torch.bfloat16 | |
| # ) | |
| # Sample text | |
| # text = '''Elon Reeve Musk FRS (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a businessman, | |
| # known for his leadership of Tesla, SpaceX, X (formerly Twitter), and the Department | |
| # of Government Efficiency (DOGE). Musk has been the wealthiest person in the world | |
| # since 2021; as of May 2025, Forbes estimates his net worth to be US$424.7 billion.''' | |
| # | |
| # # Run summarization | |
| # print(text_summary(text)) | |
| def summary(input): | |
| output =text_summary(input) | |
| return output[0]['summary_text'] | |
| gr.close_all() | |
| # demo = gr.Interface(fn=summary,inputs="text",outputs="text") | |
| demo=gr.Interface(fn=summary,inputs=[gr.Textbox(label="Input text to summarize",lines=6)], | |
| outputs=[gr.Textbox(label="Summarized text",lines=4)], | |
| title="@SahibhimGenAI Project 1: Text Summarizer", | |
| description= "THIS APPLICATION WILL BE USED TO SUMMARIZE A TEXT TO SUMMARY") | |
| demo.launch() | |