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This Snippet of code incorporates [Text Summarization with Pretrained Encoders](https://arxiv.org/pdf/1908.08345.pdf) by Yang Liu and Mirella Lapata.
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# Pull and install Huggingface Transformers Repo | |
git clone https://github.com/huggingface/transformers && cd transformers | |
pip install . | |
pip install nltk py-rouge | |
cd examples/summarization | |
#------------------------------ | |
# Download original Summarization Datasets. The code downloads from Google drive on Linux | |
wget --save-cookies cookies.txt --keep-session-cookies --no-check-certificate 'https://drive.google.com/uc?export=download&id=0BwmD_VLjROrfTHk4NFg2SndKcjQ' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/Code: \1\n/p' | |
wget --load-cookies cookies.txt --no-check-certificate 'https://drive.google.com/uc?export=download&confirm=<CONFIRMATION CODE HERE>&id=0BwmD_VLjROrfTHk4NFg2SndKcjQ' -O cnn_stories.tgz | |
wget --save-cookies cookies.txt --keep-session-cookies --no-check-certificate 'https://drive.google.com/uc?export=download&id=0BwmD_VLjROrfM1BxdkxVaTY2bWs' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/Code: \1\n/p' | |
wget --load-cookies cookies.txt --no-check-certificate 'https://drive.google.com/uc?export=download&confirm=<CONFIRMATION CODE HERE>&id=0BwmD_VLjROrfM1BxdkxVaTY2bWs' -O dailymail_stories.tgz | |
# Unzip & untar the files | |
tar -xvf cnn_stories.tgz && tar -xvf dailymail_stories.tgz | |
rm cnn_stories.tgz dailymail_stories.tgz | |
# Move the articles to a single location | |
mkdir bertabs/dataset | |
mkdir bertabs/summaries_out | |
cp -r bertabs/cnn/stories dataset | |
cp -r bertabs/dailymail/stories dataset | |
# Select a subset of articles to summarize | |
mkdir bertabs/dataset2 | |
cd bertabs/dataset && find . -maxdepth 1 -type f | head -1000 | xargs cp -t ../dataset2/ |
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More details at https://github.com/huggingface/transformers/tree/master/examples/summarization/bertabs