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hparams_search.sh
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hparams_search.sh
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python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 0.25 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 1 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 12 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 24 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 16 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 20 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.25 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 1 --class_weight 2 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 1 --learning_rate 0.001 --batch_size=1024
# python run_lstm_hparam.py --end_offset 24 --start_offset 2 --seq_len 48 --num_units 24 --dropout 0.5 --num_layers 2 --class_weight 2 --learning_rate 0.001 --batch_size=1024