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run-clustering.sh
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# # This script aims to compute clustering # # -- CONFIGURATION # THIS SCRIPT NEEDS THESE VARIABLES # Vector file #VECTOR_FILE="" # Train list #TRAIN_LST=="" # Val list #VAL_LST="" # Exp directory #EXP_DIR="" # Metas file with type values #METAS_TYPE="" # Metas file with character values #METAS_CHARACTER="" #echo "VECTOR FILE: $VECTOR_FILE" #echo "TRAIN LIST: $TRAIN_LST" #echo "VAL LIST: $VAL_LST" #echo "EXP DIR: $EXP_DIR" #echo "METAS TYPE: $METAS_TYPE" #echo "METAS_CHARACTER: $METAS_CHARACTER" # -- TRAIN KMEANS echo "Clustering - ${kfold}" python3 bin/cluster_kmeans.py "${VECTOR_FILE}" \ "${TRAIN_LST}" \ "${EXP_DIR}" --kmin ${KMIN} --kmax ${KMAX} for k in $(seq ${KMIN} 1 ${KMAX}) do SUB_EXP_DIR="${EXP_DIR}/${k}" # -- EXTRACT KMEANS VALUES echo "Kmeans Measuring and extraction - ${k}" python3 bin/extract_kmeans.py "${SUB_EXP_DIR}/clustering_${k}.pkl" \ "${VECTOR_FILE}" \ --outfile "${SUB_EXP_DIR}/clustered_${k}.txt" # -- MEASURES AND PLOT WITH RESPECT TO CHARACTER VAR # Measures python3 bin/measure_clustering.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_CHARACTER}" \ "${TRAIN_LST}" \ "${VAL_LST}" \ --outfile "${SUB_EXP_DIR}/measures.json" # Plot count matrix for train python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ ${VECTOR_FILE} \ ${TRAIN_LST} \ --outfile "${SUB_EXP_DIR}/train_count_matrix.pdf" # Plot count matrix for val python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ ${VECTOR_FILE} \ ${VAL_LST} \ --outfile "${SUB_EXP_DIR}/val_count_matrix.pdf" # -- MEASURES AND PLOT WITH RESPECT TO TYPE VAR # Measures python3 bin/measure_clustering.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_TYPE}" \ "${TRAIN_LST}" \ "${VAL_LST}" \ --outfile "${SUB_EXP_DIR}/measures_type.json" # This script plot the count matrix of the train set python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_TYPE}" \ "${TRAIN_LST}" \ --outfile "${SUB_EXP_DIR}/train_count_matrix_type.pdf" # This script plot the count matrix of the validation set python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_TYPE}" \ "${VAL_LST}" \ --outfile "${SUB_EXP_DIR}/val_count_matrix_type.pdf" |
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# -- MEASURES AND PLOT WITH RESPECT TO LANG VAR # Measures python3 bin/measure_clustering.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_LANG}" \ "${TRAIN_LST}" \ "${VAL_LST}" \ --outfile "${SUB_EXP_DIR}/measures_lang.json" # This script plot the count matrix of the train set python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_LANG}" \ "${TRAIN_LST}" \ --outfile "${SUB_EXP_DIR}/train_count_matrix_lang.pdf" # This script plot the count matrix of the validation set python3 bin/plot-count-matrix.py "${SUB_EXP_DIR}/clustered_${k}.txt" \ "${METAS_LANG}" \ "${VAL_LST}" \ --outfile "${SUB_EXP_DIR}/val_count_matrix_lang.pdf" |
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done |