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import gradio as gr | |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, pipeline | |
tokenizer = AutoTokenizer.from_pretrained("human-centered-summarization/financial-summarization-pegasus") | |
model = AutoModelForSeq2SeqLM.from_pretrained("human-centered-summarization/financial-summarization-pegasus") | |
pipe = pipeline(task="text2text-generation", model=model, tokenizer=tokenizer) | |
with open('text1.txt') as f: | |
text1 = f.read() | |
with open('text2.txt') as f: | |
text2 = f.read() | |
with open('text3.txt') as f: | |
text3 = f.read() | |
gr.Interface.from_pipeline(pipe, | |
title="Financial Summarization", | |
description="Financial Summarization using google/pegasus-xsum fine-tuned on financial news dataset. Model can be found at https://huggingface.co/human-centered-summarization/financial-summarization-pegasus. Examples are news articles from business.inquirer.net.", | |
examples=[text1,text2,text3] | |
).launch() |