methods/unsupervised/XLM/prepare-glue.sh

# 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.
#

#
# Usage: ./prepare-glue.sh
#

set -e

# data paths
MAIN_PATH=$PWD
OUTPATH=$PWD/data/glue
TOOLS_PATH=$PWD/tools
PROCESSED_PATH=$PWD/data/processed/XLM_en
CODES_PATH=$MAIN_PATH/codes_en
VOCAB_PATH=$MAIN_PATH/vocab_en
FASTBPE=$TOOLS_PATH/fastBPE/fast


# Get BPE codes and vocab (MODIFY if needed)
wget -c https://dl.fbaipublicfiles.com/XLM/codes_en -P $MAIN_PATH
wget -c https://dl.fbaipublicfiles.com/XLM/vocab_en -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