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get-data-glue.sh
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get-data-glue.sh
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# Copyright (c) 2019-present, Facebook, Inc.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
#
set -e
# data paths
MAIN_PATH=$PWD
OUTPATH=$PWD/data/glue_test
PROCESSED_PATH=$PWD/data/processed/XLM15
CODES_PATH=$MAIN_PATH/codes_xnli_15
VOCAB_PATH=$MAIN_PATH/vocab_xnli_15
URLPATH=https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2F
# tools paths
TOOLS_PATH=$PWD/tools
TOKENIZE=$TOOLS_PATH/tokenize.sh
MOSES=$TOOLS_PATH/mosesdecoder
REPLACE_UNICODE_PUNCT=$MOSES/scripts/tokenizer/replace-unicode-punctuation.perl
NORM_PUNC=$MOSES/scripts/tokenizer/normalize-punctuation.perl
REM_NON_PRINT_CHAR=$MOSES/scripts/tokenizer/remove-non-printing-char.perl
LOWER_REMOVE_ACCENT=$TOOLS_PATH/lowercase_and_remove_accent.py
FASTBPE=$TOOLS_PATH/fastBPE/fast
# install tools
./install-tools.sh
# create directories
# rm -r $OUTPATH
mkdir -p $OUTPATH
# SST-2
if [ ! -d $OUTPATH/SST-2 ]; then
if [ ! -f $OUTPATH/SST-2zip ]; then
wget -c "${URLPATH}SST-2.zip?alt=media&token=aabc5f6b-e466-44a2-b9b4-cf6337f84ac8" -P $OUTPATH
fi
unzip $OUTPATH/*SST-2* -d $OUTPATH
for split in train dev
do
sed '1d' $OUTPATH/SST-2/${split}.tsv | cut -f1 | $REPLACE_UNICODE_PUNCT | $NORM_PUNC -l en | $REM_NON_PRINT_CHAR > $OUTPATH/SST-2/${split}.x
sed '1d' $OUTPATH/SST-2/${split}.tsv | cut -f2 > $OUTPATH/SST-2/${split}.y
paste $OUTPATH/SST-2/${split}.x $OUTPATH/SST-2/${split}.y > $OUTPATH/SST-2/${split}.xlm.tsv
rm $OUTPATH/SST-2/${split}.x $OUTPATH/SST-2/${split}.y
done
sed '1d' $OUTPATH/SST-2/test.tsv | cut -f2 | $REPLACE_UNICODE_PUNCT | $NORM_PUNC -l en | $REM_NON_PRINT_CHAR > $OUTPATH/SST-2/test.xlm.tsv
rm $OUTPATH/*SST-2.zip*
fi
# SST-B
if [ ! -d $OUTPATH/STS-B ]; then
if [ ! -f $OUTPATH/STS-B.zip ]; then
wget -c "${URLPATH}STS-B.zip?alt=media&token=bddb94a7-8706-4e0d-a694-1109e12273b5" -P $OUTPATH
fi
unzip $OUTPATH/*STS-B* -d $OUTPATH
for split in train dev test
do
sed '1d' $OUTPATH/STS-B/${split}.tsv | cut -f8 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/STS-B/${split}.x1
sed '1d' $OUTPATH/STS-B/${split}.tsv | cut -f9 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/STS-B/${split}.x2
if [ "$split" != "test" ]; then
sed '1d' $OUTPATH/STS-B/${split}.tsv | cut -f10 > $OUTPATH/STS-B/${split}.y
paste $OUTPATH/STS-B/${split}.x1 $OUTPATH/STS-B/${split}.x2 $OUTPATH/STS-B/${split}.y > $OUTPATH/STS-B/${split}.xlm.tsv
rm $OUTPATH/STS-B/${split}.x1 $OUTPATH/STS-B/${split}.x2 $OUTPATH/STS-B/${split}.y
else
paste $OUTPATH/STS-B/${split}.x1 $OUTPATH/STS-B/${split}.x2 > $OUTPATH/STS-B/${split}.xlm.tsv
rm $OUTPATH/STS-B/${split}.x1 $OUTPATH/STS-B/${split}.x2
fi
done
rm $OUTPATH/*STS-B.zip*
fi
# MNLI
if [ ! -d $OUTPATH/MNLI ]; then
if [ ! -f $OUTPATH/MNLI.zip ]; then
wget -c "${URLPATH}MNLI.zip?alt=media&token=50329ea1-e339-40e2-809c-10c40afff3ce" -P $OUTPATH
fi
unzip $OUTPATH/*MNLI* -d $OUTPATH
mv $OUTPATH/MNLI/dev_matched.tsv $OUTPATH/MNLI/dev.tsv
mv $OUTPATH/MNLI/test_matched.tsv $OUTPATH/MNLI/test.tsv
for split in train dev test
do
sed '1d' $OUTPATH/MNLI/${split}.tsv | cut -f9 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/MNLI/${split}.x1
sed '1d' $OUTPATH/MNLI/${split}.tsv | cut -f10 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/MNLI/${split}.x2
sed '1d' $OUTPATH/MNLI/${split}.tsv | cut -f12 > $OUTPATH/MNLI/${split}.y
paste $OUTPATH/MNLI/${split}.x1 $OUTPATH/MNLI/${split}.x2 $OUTPATH/MNLI/${split}.y > $OUTPATH/MNLI/${split}.xlm.tsv
rm $OUTPATH/MNLI/${split}.x1 $OUTPATH/MNLI/${split}.x2 $OUTPATH/MNLI/${split}.y
done
rm $OUTPATH/*MNLI.zip*
fi
# QNLI
if [ ! -d $OUTPATH/QNLI ]; then
if [ ! -f $OUTPATH/QNLIv2.zip ]; then
wget -c "${URLPATH}QNLIv2.zip?alt=media&token=6fdcf570-0fc5-4631-8456-9505272d1601" -P $OUTPATH
fi
unzip $OUTPATH/*QNLIv2* -d $OUTPATH
for split in train dev test
do
sed '1d' $OUTPATH/QNLI/${split}.tsv | cut -f2 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QNLI/${split}.x1
sed '1d' $OUTPATH/QNLI/${split}.tsv | cut -f3 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QNLI/${split}.x2
if [ "$split" != "test" ]; then
sed '1d' $OUTPATH/QNLI/${split}.tsv | cut -f4 > $OUTPATH/QNLI/${split}.y
paste $OUTPATH/QNLI/${split}.x1 $OUTPATH/QNLI/${split}.x2 $OUTPATH/QNLI/${split}.y > $OUTPATH/QNLI/${split}.xlm.tsv
rm $OUTPATH/QNLI/${split}.x1 $OUTPATH/QNLI/${split}.x2 $OUTPATH/QNLI/${split}.y
else
paste $OUTPATH/QNLI/${split}.x1 $OUTPATH/QNLI/${split}.x2 > $OUTPATH/QNLI/${split}.xlm.tsv
rm $OUTPATH/QNLI/${split}.x1 $OUTPATH/QNLI/${split}.x2
fi
done
rm $OUTPATH/*QNLIv2.zip*
fi
# QQP
if [ ! -d $OUTPATH/QQP ]; then
if [ ! -f $OUTPATH/QQP.zip ]; then
wget -c "${URLPATH}QQP.zip?alt=media&token=700c6acf-160d-4d89-81d1-de4191d02cb5" -P $OUTPATH
fi
unzip $OUTPATH/*QQP* -d $OUTPATH
for split in train dev test
do
if [ "$split" != "test" ]; then
sed '1d' $OUTPATH/QQP/${split}.tsv | cut -f4 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QQP/${split}.x1
sed '1d' $OUTPATH/QQP/${split}.tsv | cut -f5 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QQP/${split}.x2
sed '1d' $OUTPATH/QQP/${split}.tsv | cut -f6 > $OUTPATH/QQP/${split}.y
paste $OUTPATH/QQP/${split}.x1 $OUTPATH/QQP/${split}.x2 $OUTPATH/QQP/${split}.y > $OUTPATH/QQP/${split}.xlm.tsv
rm $OUTPATH/QQP/${split}.x1 $OUTPATH/QQP/${split}.x2 $OUTPATH/QQP/${split}.y
else
sed '1d' $OUTPATH/QQP/${split}.tsv | cut -f2 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QQP/${split}.x1
sed '1d' $OUTPATH/QQP/${split}.tsv | cut -f3 | $TOKENIZE en | python $LOWER_REMOVE_ACCENT > $OUTPATH/QQP/${split}.x2
paste $OUTPATH/QQP/${split}.x1 $OUTPATH/QQP/${split}.x2 > $OUTPATH/QQP/${split}.xlm.tsv
rm $OUTPATH/QQP/${split}.x1 $OUTPATH/QQP/${split}.x2
fi
done
rm $OUTPATH/*QQP.zip*
fi
# Get BPE codes and vocab
wget -c https://dl.fbaipublicfiles.com/XLM/codes_xnli_15 -P $MAIN_PATH
wget -c https://dl.fbaipublicfiles.com/XLM/vocab_xnli_15 -P $MAIN_PATH
# apply BPE codes and binarize the GLUE corpora
glue_tasks="MNLI QNLI QQP SST-2 STS-B" # TODO: missing MRPC
for task in $glue_tasks
do
if [ ! -d $PROCESSED_PATH/eval/$task ]; then
mkdir -p $PROCESSED_PATH/eval/$task
else
rm -r $PROCESSED_PATH/eval/$task/*
fi
for splt in train dev test
do
FPATH=$OUTPATH/${task}/${splt}.xlm.tsv
cut -f1 $FPATH > ${FPATH}.f1
$FASTBPE applybpe $PROCESSED_PATH/eval/$task/${splt}.s1 ${FPATH}.f1 $CODES_PATH
python preprocess.py $VOCAB_PATH $PROCESSED_PATH/eval/$task/${splt}.s1
rm ${FPATH}.f1
if [ "$task" != "CoLA" ] && [ "$task" != "SST-2" ]
then
cut -f2 $FPATH > ${FPATH}.f2
$FASTBPE applybpe $PROCESSED_PATH/eval/$task/${splt}.s2 ${FPATH}.f2 $CODES_PATH
python preprocess.py $VOCAB_PATH $PROCESSED_PATH/eval/$task/${splt}.s2
rm ${FPATH}.f2
if [ "$splt" != "test" ] || [ "$task" = "MRPC" ]
then
cut -f3 $FPATH > $PROCESSED_PATH/eval/$task/${splt}.label
fi
else
if [ "$splt" != "test" ]
then
cut -f2 $FPATH > $PROCESSED_PATH/eval/$task/${splt}.label
fi
fi
done
done