#!/usr/bin/env bash

# run the models multiple times to check for the reproducibility
for i in {1..1}

do
    echo Iteration $i of cif2016_O6
    ######## LSTM Cell
    #### with windowing

    ###### accumulated error
    #stacking_moving_window--with_accumulated_error 1 _smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_s--with_accumulated_error 1 mac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_windo--with_accumulated_error 1 w_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    ##### without windowing
#
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    ###without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
    wait

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
     ######## accumulated error

    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    ###without stl decomposition
    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
    #seq2seq_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#    wait
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    ######## GRU Cell
    #stacking_moving_window--with_accumulated_error 1 _smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_s--with_accumulated_error 1 mac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_windo--with_accumulated_error 1 w_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
    ##### without windowing

    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    ###without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
    wait
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
     ######## accumulated error

    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    ###without stl decomposition
    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    #seq2seq_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    #seq2seqwithdenselayer_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type GRU --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
    wait
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    ######## RNN Cell
#    stacking_moving_window--with_accumulated_error 1 _smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_s--with_accumulated_error 1 mac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_windo--with_accumulated_error 1 w_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.tfrecords --txt_test_file datasets/text_data/CIF_2016/moving_window/without_stl_decomposition/cif6test.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

#    ##### without windowing

    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    ###without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
###################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
     ######## accumulated error

    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    ###without stl decomposition
    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_6v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &

    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seq_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #####################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    #seq2seqwithdenselayer_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adagrad --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
#
#    #seq2seqwithdenselayer_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name cif2016_O6_without_stl --contain_zero_values 0 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/cif2016_o6_adam --binary_train_file_train_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7.tfrecords --binary_valid_file_train_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_6v.tfrecords --binary_train_file_test_mode datasets/binary_data/CIF_2016/moving_window/without_stl_decomposition/cif_6i7v.tfrecords --binary_test_file_test_mode datasets/binary_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.tfrecords --txt_test_file datasets/text_data/CIF_2016/non_moving_window/without_stl_decomposition/cif_test_6.txt --actual_results_file datasets/text_data/CIF_2016/cif_results_o6.txt --cell_type RNN --input_size 7 --forecast_horizon 6 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --with_accumulated_error 1 --seasonality_period 12 --original_data_file datasets/text_data/CIF_2016/cif-dataset-o6.txt --without_stl_decomposition 1 --seed $i &
wait
done
echo All Iterations Completed!
