Spaces:
Runtime error
Runtime error
| # Adapted from https://github.com/facebookresearch/MIXER/blob/master/prepareData.sh | |
| echo 'Cloning Moses github repository (for tokenization scripts)...' | |
| git clone https://github.com/moses-smt/mosesdecoder.git | |
| echo 'Cloning Subword NMT repository (for BPE pre-processing)...' | |
| git clone https://github.com/rsennrich/subword-nmt.git | |
| SCRIPTS=mosesdecoder/scripts | |
| TOKENIZER=$SCRIPTS/tokenizer/tokenizer.perl | |
| CLEAN=$SCRIPTS/training/clean-corpus-n.perl | |
| NORM_PUNC=$SCRIPTS/tokenizer/normalize-punctuation.perl | |
| REM_NON_PRINT_CHAR=$SCRIPTS/tokenizer/remove-non-printing-char.perl | |
| BPEROOT=subword-nmt/subword_nmt | |
| BPE_TOKENS=32000 | |
| URLS=( | |
| "http://statmt.org/wmt13/training-parallel-europarl-v7.tgz" | |
| "http://statmt.org/wmt13/training-parallel-commoncrawl.tgz" | |
| "http://data.statmt.org/wmt18/translation-task/training-parallel-nc-v13.tgz" | |
| "http://data.statmt.org/wmt18/translation-task/rapid2016.tgz" | |
| "http://data.statmt.org/wmt17/translation-task/dev.tgz" | |
| "http://statmt.org/wmt14/test-full.tgz" | |
| ) | |
| FILES=( | |
| "training-parallel-europarl-v7.tgz" | |
| "training-parallel-commoncrawl.tgz" | |
| "training-parallel-nc-v13.tgz" | |
| "rapid2016.tgz" | |
| "dev.tgz" | |
| "test-full.tgz" | |
| ) | |
| CORPORA=( | |
| "training/europarl-v7.de-en" | |
| "commoncrawl.de-en" | |
| "training-parallel-nc-v13/news-commentary-v13.de-en" | |
| "rapid2016.de-en" | |
| ) | |
| if [ ! -d "$SCRIPTS" ]; then | |
| echo "Please set SCRIPTS variable correctly to point to Moses scripts." | |
| exit 1 | |
| fi | |
| OUTDIR=wmt18_en_de | |
| src=en | |
| tgt=de | |
| lang=en-de | |
| prep=$OUTDIR | |
| tmp=$prep/tmp | |
| orig=orig | |
| mkdir -p $orig $tmp $prep | |
| cd $orig | |
| for ((i=0;i<${#URLS[@]};++i)); do | |
| file=${FILES[i]} | |
| if [ -f $file ]; then | |
| echo "$file already exists, skipping download" | |
| else | |
| url=${URLS[i]} | |
| wget "$url" | |
| if [ -f $file ]; then | |
| echo "$url successfully downloaded." | |
| else | |
| echo "$url not successfully downloaded." | |
| exit 1 | |
| fi | |
| if [ ${file: -4} == ".tgz" ]; then | |
| tar zxvf $file | |
| elif [ ${file: -4} == ".tar" ]; then | |
| tar xvf $file | |
| fi | |
| fi | |
| done | |
| cd .. | |
| echo "pre-processing train data..." | |
| for l in $src $tgt; do | |
| rm $tmp/train.tags.$lang.tok.$l | |
| for f in "${CORPORA[@]}"; do | |
| cat $orig/$f.$l | \ | |
| perl $NORM_PUNC $l | \ | |
| perl $REM_NON_PRINT_CHAR | \ | |
| perl $TOKENIZER -threads 8 -a -l $l >> $tmp/train.tags.$lang.tok.$l | |
| done | |
| done | |
| echo "pre-processing test data..." | |
| for l in $src $tgt; do | |
| if [ "$l" == "$src" ]; then | |
| t="src" | |
| else | |
| t="ref" | |
| fi | |
| grep '<seg id' $orig/test-full/newstest2014-deen-$t.$l.sgm | \ | |
| sed -e 's/<seg id="[0-9]*">\s*//g' | \ | |
| sed -e 's/\s*<\/seg>\s*//g' | \ | |
| sed -e "s/\’/\'/g" | \ | |
| perl $TOKENIZER -threads 8 -a -l $l > $tmp/test.$l | |
| echo "" | |
| done | |
| echo "splitting train and valid..." | |
| for l in $src $tgt; do | |
| awk '{if (NR%100 == 0) print $0; }' $tmp/train.tags.$lang.tok.$l > $tmp/valid.$l | |
| awk '{if (NR%100 != 0) print $0; }' $tmp/train.tags.$lang.tok.$l > $tmp/train.$l | |
| done | |
| TRAIN=$tmp/train.de-en | |
| BPE_CODE=$prep/code | |
| rm -f $TRAIN | |
| for l in $src $tgt; do | |
| cat $tmp/train.$l >> $TRAIN | |
| done | |
| echo "learn_bpe.py on ${TRAIN}..." | |
| python $BPEROOT/learn_bpe.py -s $BPE_TOKENS < $TRAIN > $BPE_CODE | |
| for L in $src $tgt; do | |
| for f in train.$L valid.$L test.$L; do | |
| echo "apply_bpe.py to ${f}..." | |
| python $BPEROOT/apply_bpe.py -c $BPE_CODE < $tmp/$f > $tmp/bpe.$f | |
| done | |
| done | |
| perl $CLEAN -ratio 1.5 $tmp/bpe.train $src $tgt $prep/train 1 250 | |
| perl $CLEAN -ratio 1.5 $tmp/bpe.valid $src $tgt $prep/valid 1 250 | |
| for L in $src $tgt; do | |
| cp $tmp/bpe.test.$L $prep/test.$L | |
| done | |