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import gradio as gr | |
from transformers import pipeline | |
summarizer = pipeline("summarization", model="facebook/bart-large-cnn") | |
def summarize(text, slen): | |
return summarizer(text, max_length=slen, min_length=50)[0]["summary_text"] | |
title = "Bart large CNN Summarizer" | |
description = "Abstractive Text Summarization using Hugging Face transformers." | |
article = "<div style='text-align: center; max-width:800px; margin:10px auto;'><p></p><p>Sources: <a href='https://github.com/huggingface/transformers/' target='_blank'>Transformers</a>: Machine Learning with pretrained models</p><p style='text-align: center'> With help of <a href='https://fxstrengthmeter.com/' target='_blank'>Currency Strength meter</a>: live indicator with real-time market data that compares a currency with other major currencies</p></div>" | |
gr.Interface( | |
fn=summarize, | |
inputs=[ | |
gr.inputs.Textbox(label="Input Text", lines=12, placeholder="Enter text to summarize here"), | |
gr.inputs.Slider(60, 1000, default=400, label="Max summary length") | |
], | |
outputs=gr.outputs.Textbox(type="text", label="Summary"), | |
title=title, | |
description=description, | |
article=article, | |
).launch() | |