#!/usr/bin/env bash

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

do
    echo Iteration $i of kaggle_web_traffic
    ############## LSTM Cell
    #### with windowing
    #### window size 9
    #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait
    ###### window size 74
    #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 74 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 74 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 74 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    #
#    ##### without windowing
#
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    ### without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
################ GRU Cell
    ######## window size 9
    #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    ###### window size 74
    #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 74 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 74 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 74 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    #
#    ##### without windowing
#
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    ### without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type GRU --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
    wait

    #    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
################ RNN Cell
    ####### window size 9
    #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    ####### window size 74
      #stacking_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 74 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 74 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #stacking_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl_74_window --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i74v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i74.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 74 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type stacking --input_format moving_window --with_accumulated_error 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_59i9v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/moving_window/without_stl_decomposition/kaggle_test_59i9.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --input_size 9 --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#    #
#    ##### without windowing
#
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
##    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################
#
#    ### without stl decomposition
#    #attention_non_moving_window_smac_cocob
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adagrad
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #attention_non_moving_window_smac_adam
#    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type attention --input_format non_moving_window --without_stl_decomposition 1 --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
#
#    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seq_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seq_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seq --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &
wait
    #######################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################

    #seq2seqwithdenselayer_non_moving_window_smac_cocob
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer cocob --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adagrad
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adagrad --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adagrad --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

    #seq2seqwithdenselayer_non_moving_window_smac_adam
    python ./generic_model_trainer.py --dataset_name kaggle_web_traffic_without_stl --contain_zero_values 1 --initial_hyperparameter_values_file configs/initial_hyperparameter_values/kaggle_web_traffic_adam --binary_train_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59.tfrecords --binary_valid_file_train_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_train_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_59v.tfrecords --binary_test_file_test_mode datasets/binary_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.tfrecords --txt_test_file datasets/text_data/kaggle_web_traffic/non_moving_window/without_stl_decomposition/kaggle_test_59.txt --actual_results_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_results.txt --cell_type RNN --forecast_horizon 59 --optimizer adam --hyperparameter_tuning smac --model_type seq2seqwithdenselayer --input_format non_moving_window --integer_conversion 1 --address_near_zero_instability 1 --seasonality_period 7 --original_data_file datasets/text_data/kaggle_web_traffic/kaggle_web_traffic_dataset.txt --without_stl_decomposition 1 --seed $i &

wait
done
echo All Iterations Completed!
