run-measures.sh
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# Pour le moment, le run ne fait qu'executer
# quelques petites commandes que l'on souhaite
# tester.
set -e
OUTDIR="exp/kmeans_euclidian/ivectors"
EXP_DIR=${OUTDIR}
DATADIR="data"
NEW_LSTDIR="${OUTDIR}/lst"
kmin=2
kmax=100
if [ ! -d "$OUTDIR" ];
then
mkdir -p $OUTDIR
fi
if [ ! -d "$NEW_LSTDIR" ];
then
mkdir -p $NEW_LSTDIR
fi
for kfold in {1..4}
do
#pvector_file="${DATADIR}/pvectors_1rst/pvectors_teacher_${kfold}.txt"
VECTOR_FILE="${DATADIR}/ivectors.txt"
lst_dir="${DATADIR}/pvectors_1rst/lst"
output_kfold="${OUTDIR}/${kfold}"
#python3 "bin/replace_label.py" \
# "${DATADIR}/masseffect.lst" \
# "${DATADIR}/character_information.csv" \
# --field "type" --lst "data/pvectors_1rst/lst/train_${kfold}.lst" \
# --outfile "${NEW_LSTDIR}/train_${kfold}_type.lst"
#python3 "bin/replace_label.py" \
# "${DATADIR}/masseffect.lst" \
# "${DATADIR}/character_information.csv" \
# --field "type" --lst "data/pvectors_1rst/lst/val_${kfold}.lst" \
# --outfile "${NEW_LSTDIR}/val_${kfold}_type.lst"
#cat "${NEW_LSTDIR}/train_${kfold}_type.lst" "${NEW_LSTDIR}/val_${kfold}_type.lst" > "${NEW_LSTDIR}/metas_${kfold}_type.lst"
TRAIN_LST=${DATADIR}/pvectors_1rst/lst/train_${kfold}.lst
VAL_LST=${DATADIR}/pvectors_1rst/lst/val_${kfold}.lst
TRAIN_LANG_LST=${NEW_LSTDIR}/train_${kfold}_lang.lst
VAL_LANG_LST=${NEW_LSTDIR}/val_${kfold}_lang.lst
METAS_LANG=${NEW_LSTDIR}/metas_${kfold}_lang.lst
# EXTRACT LANGUAGE INFORMATION
awk '$2=$1' FS=, OFS=, ${TRAIN_LST} > ${TRAIN_LANG_LST}
echo "VAL EXTRACT LANGUAGE INFO DONE"
awk '$2=$1' FS=, OFS=, ${VAL_LST} > ${VAL_LANG_LST}
echo "TRAIN EXTRACT LANGUAGE INFO DONE"
cat "${TRAIN_LANG_LST}" "${VAL_LANG_LST}" > "${METAS_LANG}"
echo "GLOBAL EXTRACT LANGUAGE INFO DONE"
echo "Clustering - ${kfold}"
for k in $(seq ${kmin} 1 ${kmax})
do
echo "Kmeans Measuring and ploting - ${k}"
SUB_EXP_DIR="${EXP_DIR}/${kfold}/${k}"
# -- EXTRACT CLUSTERING LABELS
python3 bin/extract_kmeans.py "${SUB_EXP_DIR}/clustering_${k}.pkl" \
"${VECTOR_FILE}" \
--outfile "${SUB_EXP_DIR}/clustered_${k}.txt"
# -- MEASURES AND PLOT
source steps/measure_clustering_char.sh
source steps/measure_clustering_type.sh
source steps/measure_clustering_lang.sh
rm ${SUB_EXP_DIR}/clustered_${k}.txt
done
done