diff --git a/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog-checkpoint.png b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog-checkpoint.png
new file mode 100644
index 0000000000000000000000000000000000000000..35b2ed89cd2def959c875fa3ce02a48490686397
Binary files /dev/null and b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog-checkpoint.png differ
diff --git a/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14-checkpoint.png b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14-checkpoint.png
new file mode 100644
index 0000000000000000000000000000000000000000..6494ab9c5d39c6cede58b2c4e21209b1bb3bd92f
Binary files /dev/null and b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14-checkpoint.png differ
diff --git a/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24-checkpoint.png b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24-checkpoint.png
new file mode 100644
index 0000000000000000000000000000000000000000..45d0b1bb81403f2de786e2a153dd1d7505c570a8
Binary files /dev/null and b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24-checkpoint.png differ
diff --git a/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog-checkpoint.png b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog-checkpoint.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3cbbccf7a83193614bbaa8dd7e825f467cd4fbd
Binary files /dev/null and b/sopgpe_plots/0511_2d/.ipynb_checkpoints/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog-checkpoint.png differ
diff --git a/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog.png b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog.png
new file mode 100644
index 0000000000000000000000000000000000000000..35b2ed89cd2def959c875fa3ce02a48490686397
Binary files /dev/null and b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-13_ylog.png differ
diff --git a/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14.png b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14.png
new file mode 100644
index 0000000000000000000000000000000000000000..6494ab9c5d39c6cede58b2c4e21209b1bb3bd92f
Binary files /dev/null and b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-11-14.png differ
diff --git a/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24.png b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24.png
new file mode 100644
index 0000000000000000000000000000000000000000..45d0b1bb81403f2de786e2a153dd1d7505c570a8
Binary files /dev/null and b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24.png differ
diff --git a/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog.png b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3cbbccf7a83193614bbaa8dd7e825f467cd4fbd
Binary files /dev/null and b/sopgpe_plots/0511_2d/100_rastrigin_3000_iterations_2D_0.1_0.05_2023-05-11_09-15-24_ylog.png differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-11-13.npy b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-11-13.npy
new file mode 100644
index 0000000000000000000000000000000000000000..aaa73ce227cc3fe94ec75b1931f008d0a77d96b7
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-11-13.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-15-24.npy b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-15-24.npy
new file mode 100644
index 0000000000000000000000000000000000000000..121d640c9ec38050cb1ed4daabcfd6349942fc37
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-15-24.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-10-33.npy b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-10-33.npy
new file mode 100644
index 0000000000000000000000000000000000000000..ab37e547e141517a9eb28bf25b485d92e14af0d1
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-10-33.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-42.npy b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-42.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f5aa3b2d2fc974b50ec7ad1bbfe877dc15a5c6ff
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_ms_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-42.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-54.npy b/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-54.npy
new file mode 100644
index 0000000000000000000000000000000000000000..7493492a193a37c5cdfc4dc3c3b9469797d92f86
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-54.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-02.npy b/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-02.npy
new file mode 100644
index 0000000000000000000000000000000000000000..2efd406bfe4ebb7ecb5fe4c2510b930adb978136
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-14-02.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-14.npy b/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-14.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f544e8e1f2968d8659dda92fcec4939f169f32ce
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-09-14.npy differ
diff --git a/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-13-20.npy b/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-13-20.npy
new file mode 100644
index 0000000000000000000000000000000000000000..87a402818eb6246bd9e4d3dfaf3208d8e63d47c3
Binary files /dev/null and b/sopgpe_plots/0511_2d/sys_pgpe_neweps_samples_0.1_0.05_3000_2_100_2023-05-11_09-13-20.npy differ