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# Copyright 2020 Google and DeepMind. | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
REPO=$PWD | |
MODEL=${1:-bert-base-multilingual-cased} | |
DATA_DIR=${2:-"$REPO/download/"} | |
TASK='panx' | |
MAXL=128 | |
LANGS="ar,he,vi,id,jv,ms,tl,eu,ml,ta,te,af,nl,en,de,el,bn,hi,mr,ur,fa,fr,it,pt,es,bg,ru,ja,ka,ko,th,sw,yo,my,zh,kk,tr,et,fi,hu" | |
LC="" | |
if [ $MODEL == "bert-base-multilingual-cased" ]; then | |
MODEL_TYPE="bert" | |
elif [ $MODEL == "xlm-mlm-100-1280" ] || [ $MODEL == "xlm-mlm-tlm-xnli15-1024" ]; then | |
MODEL_TYPE="xlm" | |
LC=" --do_lower_case" | |
elif [ $MODEL == "xlm-roberta-large" ] || [ $MODEL == "xlm-roberta-base" ]; then | |
MODEL_TYPE="xlmr" | |
fi | |
SAVE_DIR="$DATA_DIR/$TASK/${TASK}_processed_maxlen${MAXL}" | |
mkdir -p $SAVE_DIR | |
python3 $REPO/utils_preprocess.py \ | |
--data_dir $DATA_DIR/$TASK/ \ | |
--task panx_tokenize \ | |
--model_name_or_path $MODEL \ | |
--model_type $MODEL_TYPE \ | |
--max_len $MAXL \ | |
--output_dir $SAVE_DIR \ | |
--languages $LANGS $LC >> $SAVE_DIR/preprocess.log | |
if [ ! -f $SAVE_DIR/labels.txt ]; then | |
cat $SAVE_DIR/*/*.${MODEL} | cut -f 2 | grep -v "^$" | sort | uniq > $SAVE_DIR/labels.txt | |
fi | |