python -u main.py --N 16 --K 1 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 500 --batch_size 20000 --enc_train_snr -1 --dec_train_snr -3 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -7 --test_snr_end 0 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_1_normal_polar_eh64_dh128_selu_new --gpu 0  --regularizer polar --regularizer_weight 0.05  
python -u main.py --N 16 --K 2 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 500 --batch_size 20000 --enc_train_snr 2 --dec_train_snr 0 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -4 --test_snr_end 3 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_2_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_1_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05  
python -u main.py --N 16 --K 3 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 3 --dec_train_snr 1 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -3 --test_snr_end 4 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_3_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_2_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 4 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 3 --dec_train_snr 2 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -3 --test_snr_end 4 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_4_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_3_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 5 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 4 --dec_train_snr 2.5 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -2 --test_snr_end 5 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_5_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_4_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 6 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 5 --dec_train_snr 4 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start -1 --test_snr_end 6 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_6_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_5_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 7 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 6 --dec_train_snr 4 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 0 --test_snr_end 7 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_7_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_6_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 8 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 6 --dec_train_snr 5 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 0 --test_snr_end 7 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_8_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_7_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 9 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 6.5 --dec_train_snr 5 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 1 --test_snr_end 8 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_9_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_8_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 10 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 7 --dec_train_snr 6 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 1 --test_snr_end 8 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_10_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_9_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 11 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 7 --dec_train_snr 6 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 1 --test_snr_end 8 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_11_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_10_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 12 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 8.5 --dec_train_snr 7 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 3 --test_snr_end 10 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_12_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_11_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 13 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 9 --dec_train_snr 8 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 3 --test_snr_end 10 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_13_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_12_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 14 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 9.5 --dec_train_snr 8 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 4 --test_snr_end 11 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_14_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_13_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 15 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 10 --dec_train_snr 9 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 4 --test_snr_end 11 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_15_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_14_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
python -u main.py --N 16 --K 16 --model_save_per 100 --enc_train_iters 20 --dec_train_iters 200 --full_iters 1000 --batch_size 20000 --enc_train_snr 12 --dec_train_snr 11 --enc_lr 0.0003 --dec_lr 0.0003 --num_errors 10 --test_snr_start 6 --test_snr_end 13 --snr_points 8 -ell 16 --encoder_type KO --enc_activation selu --dec_activation selu --dec_hidden_size 128 --enc_hidden_size 64  --save_path Polar_Results/curriculum/16_16_normal_polar_eh64_dh128_selu_new --load_path Polar_Results/curriculum/16_15_normal_polar_eh64_dh128_selu_new/Models/fnet_gnet_final.pt --gpu 0  --regularizer polar --regularizer_weight 0.05
bash copy_files.sh 16 normal_polar_eh64_dh128_selu_new