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Update app.py
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app.py
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@@ -1,7 +1,43 @@
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import gradio as gr
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def greet(name):
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return "Hello " + name + "!!"
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demo = gr.Interface(fn=
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demo.launch()
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import gradio as gr
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from optimum.onnxruntime import ORTModelForSeq2SeqLM
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from transformers import pipeline
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import logging
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logger = logging.Logger()
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logger.setLevel(logging.INFO)
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# File handler (for logging to file)
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file_handler = logging.FileHandler("sc_summ.log", encoding='utf-8')
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file_handler.setLevel(logging.INFO)
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file_formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')
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file_handler.setFormatter(file_formatter)
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logger.addHandler(file_handler)
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def get_summarizer():
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model = ORTModelForSeq2SeqLM.from_pretrained(
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"shorecode/t5-efficient-tiny-summarizer-general-purpose-v3"
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)
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return pipeline(
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"summarization",
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model=model,
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tokenizer="shorecode/t5-efficient-tiny-summarizer-general-purpose-v3",
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)
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def summarize(src):
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try:
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summary = SUMMARY_MODEL(
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src,
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max_new_tokens=4000,
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min_length=20,
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no_repeat_ngram_size=2,
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num_beams=3,
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)
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return summary
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except Exception as e:
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logger.error(f"An error occured while summarizing: {e}")
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return "An error occurred"
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def greet(name):
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return "Hello " + name + "!!"
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demo = gr.Interface(fn=summarize, inputs="text", outputs="text")
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demo.launch()
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