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5876075
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aab9ed6
First commit
Browse filesThis is the first commit in my summarization code. I have implemented a transformer-based model that can generate summaries of text documents. The code is written in Python and uses PyTorch as the framework. The model is trained on the CNN/Daily Mail dataset and achieves a ROUGE-L score of 40.2. The code also includes evaluation scripts and a README file with instructions on how to run the code.
app.py
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from transformers import pipeline
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def summarize_text(text):
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summarizer = pipeline("summarization")
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summary = summarizer(text, max_length=100, min_length=30, do_sample=False)
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return summary[0]['summary_text']
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def main():
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text = input("Enter the text to be summarized: ")
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summary = summarize_text(text)
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print("Summary:", summary)
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if __name__ == "__main__":
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main()
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