# Pour le moment, le run ne fait qu'executer
  # quelques petites commandes que l'on souhaite
  # tester.

  OUTDIR="exp/kmeans_euclidian/teacher-pvector-1"
  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=$pvector_file

      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 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"
  
  	rm ${SUB_EXP_DIR}/clustered_${k}.txt

          #python3 bin/measure_clustering.py "${output_kfold}/${k}/clustered_${k}.txt" \
          #    "${NEW_LSTDIR}/metas_${kfold}_type.lst" "${lst_dir}/train_${kfold}.lst" \
          #    "${lst_dir}/val_${kfold}.lst" \
          #    --outfile "${output_kfold}/${k}/measures_type.json"

          
          # This script plot the count matrix of the train set

          #python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
          #    ${NEW_LSTDIR}/metas_${kfold}_type.lst ${lst_dir}/train_${kfold}.lst \
          #    --outfile ${output_kfold}/${k}/train_count_matrix_type.pdf

          
          # This script plot the count matrix of the validation set

          #python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
          #    ${NEW_LSTDIR}/metas_${kfold}_type.lst ${lst_dir}/val_${kfold}.lst \
          #    --outfile ${output_kfold}/${k}/val_count_matrix_type.pdf

          
          # This script plot the count matrix of the train set

          #python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
          #    ${pvector_file} ${lst_dir}/train_${kfold}.lst \
          #    --outfile ${output_kfold}/${k}/train_count_matrix.pdf

          
          # This script plot the count matrix of the validation set

          #python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
          #    ${pvector_file} ${lst_dir}/val_${kfold}.lst \
          #    --outfile ${output_kfold}/${k}/val_count_matrix.pdf

      done
  done