D=2 Vanilla:   0%|          | 0/30 [00:00<?, ?it/s]
D=2 Vanilla:   0%|          | 0/30 [07:52<?, ?it/s, acc=0.469, loss=1.950, lyap=]
D=2 Vanilla:   3%|▎         | 1/30 [07:52<3:48:31, 472.82s/it, acc=0.469, loss=1.950, lyap=]
D=2 Vanilla:   3%|▎         | 1/30 [15:46<3:48:31, 472.82s/it, acc=0.508, loss=1.546, lyap=]
D=2 Vanilla:   7%|▋         | 2/30 [15:46<3:41:01, 473.61s/it, acc=0.508, loss=1.546, lyap=]
D=2 Vanilla:   7%|▋         | 2/30 [23:40<3:41:01, 473.61s/it, acc=0.546, loss=1.431, lyap=]
D=2 Vanilla:  10%|█         | 3/30 [23:40<3:33:01, 473.38s/it, acc=0.546, loss=1.431, lyap=]
D=2 Vanilla:  10%|█         | 3/30 [31:33<3:33:01, 473.38s/it, acc=0.538, loss=1.406, lyap=]
D=2 Vanilla:  13%|█▎        | 4/30 [31:33<3:25:06, 473.33s/it, acc=0.538, loss=1.406, lyap=]
D=2 Vanilla:  13%|█▎        | 4/30 [39:21<3:25:06, 473.33s/it, acc=0.543, loss=1.365, lyap=]
D=2 Vanilla:  17%|█▋        | 5/30 [39:21<3:16:30, 471.61s/it, acc=0.543, loss=1.365, lyap=]
D=2 Vanilla:  17%|█▋        | 5/30 [47:14<3:16:30, 471.61s/it, acc=0.567, loss=1.330, lyap=]
D=2 Vanilla:  20%|██        | 6/30 [47:14<3:08:46, 471.93s/it, acc=0.567, loss=1.330, lyap=]
D=2 Vanilla:  20%|██        | 6/30 [55:06<3:08:46, 471.93s/it, acc=0.543, loss=1.324, lyap=]
D=2 Vanilla:  23%|██▎       | 7/30 [55:06<3:00:52, 471.83s/it, acc=0.543, loss=1.324, lyap=]
D=2 Vanilla:  23%|██▎       | 7/30 [1:02:57<3:00:52, 471.83s/it, acc=0.570, loss=1.315, lyap=]
D=2 Vanilla:  27%|██▋       | 8/30 [1:02:57<2:52:58, 471.75s/it, acc=0.570, loss=1.315, lyap=]
D=2 Vanilla:  27%|██▋       | 8/30 [1:10:49<2:52:58, 471.75s/it, acc=0.574, loss=1.307, lyap=]
D=2 Vanilla:  30%|███       | 9/30 [1:10:49<2:45:07, 471.81s/it, acc=0.574, loss=1.307, lyap=]
D=2 Vanilla:  30%|███       | 9/30 [1:18:38<2:45:07, 471.81s/it, acc=0.579, loss=1.280, lyap=]
D=2 Vanilla:  33%|███▎      | 10/30 [1:18:38<2:37:00, 471.04s/it, acc=0.579, loss=1.280, lyap=]
D=2 Vanilla:  33%|███▎      | 10/30 [1:26:30<2:37:00, 471.04s/it, acc=0.584, loss=1.278, lyap=]
D=2 Vanilla:  37%|███▋      | 11/30 [1:26:30<2:29:15, 471.32s/it, acc=0.584, loss=1.278, lyap=]
D=2 Vanilla:  37%|███▋      | 11/30 [1:34:20<2:29:15, 471.32s/it, acc=0.585, loss=1.269, lyap=]
D=2 Vanilla:  40%|████      | 12/30 [1:34:20<2:21:13, 470.77s/it, acc=0.585, loss=1.269, lyap=]
D=2 Vanilla:  40%|████      | 12/30 [1:42:06<2:21:13, 470.77s/it, acc=0.573, loss=1.258, lyap=]
D=2 Vanilla:  43%|████▎     | 13/30 [1:42:06<2:13:01, 469.50s/it, acc=0.573, loss=1.258, lyap=]
D=2 Vanilla:  43%|████▎     | 13/30 [1:49:55<2:13:01, 469.50s/it, acc=0.603, loss=1.239, lyap=]
D=2 Vanilla:  47%|████▋     | 14/30 [1:49:55<2:05:07, 469.21s/it, acc=0.603, loss=1.239, lyap=]
D=2 Vanilla:  47%|████▋     | 14/30 [1:57:48<2:05:07, 469.21s/it, acc=0.610, loss=1.213, lyap=]
D=2 Vanilla:  50%|█████     | 15/30 [1:57:48<1:57:37, 470.50s/it, acc=0.610, loss=1.213, lyap=]
D=2 Vanilla:  50%|█████     | 15/30 [2:05:41<1:57:37, 470.50s/it, acc=0.607, loss=1.213, lyap=]
D=2 Vanilla:  53%|█████▎    | 16/30 [2:05:41<1:49:54, 471.03s/it, acc=0.607, loss=1.213, lyap=]
D=2 Vanilla:  53%|█████▎    | 16/30 [2:13:33<1:49:54, 471.03s/it, acc=0.616, loss=1.200, lyap=]
D=2 Vanilla:  57%|█████▋    | 17/30 [2:13:33<1:42:09, 471.53s/it, acc=0.616, loss=1.200, lyap=]
D=2 Vanilla:  57%|█████▋    | 17/30 [2:21:25<1:42:09, 471.53s/it, acc=0.618, loss=1.168, lyap=]
D=2 Vanilla:  60%|██████    | 18/30 [2:21:25<1:34:18, 471.53s/it, acc=0.618, loss=1.168, lyap=]
D=2 Vanilla:  60%|██████    | 18/30 [2:29:16<1:34:18, 471.53s/it, acc=0.622, loss=1.146, lyap=]
D=2 Vanilla:  63%|██████▎   | 19/30 [2:29:16<1:26:26, 471.47s/it, acc=0.622, loss=1.146, lyap=]
D=2 Vanilla:  63%|██████▎   | 19/30 [2:37:05<1:26:26, 471.47s/it, acc=0.615, loss=1.138, lyap=]
D=2 Vanilla:  67%|██████▋   | 20/30 [2:37:05<1:18:27, 470.72s/it, acc=0.615, loss=1.138, lyap=]
D=2 Vanilla:  67%|██████▋   | 20/30 [2:44:53<1:18:27, 470.72s/it, acc=0.609, loss=1.130, lyap=]
D=2 Vanilla:  70%|███████   | 21/30 [2:44:53<1:10:28, 469.88s/it, acc=0.609, loss=1.130, lyap=]
D=2 Vanilla:  70%|███████   | 21/30 [2:52:45<1:10:28, 469.88s/it, acc=0.654, loss=1.120, lyap=]
D=2 Vanilla:  73%|███████▎  | 22/30 [2:52:45<1:02:43, 470.43s/it, acc=0.654, loss=1.120, lyap=]
D=2 Vanilla:  73%|███████▎  | 22/30 [3:00:41<1:02:43, 470.43s/it, acc=0.625, loss=1.117, lyap=]
D=2 Vanilla:  77%|███████▋  | 23/30 [3:00:41<55:05, 472.22s/it, acc=0.625, loss=1.117, lyap=]  
D=2 Vanilla:  77%|███████▋  | 23/30 [3:08:30<55:05, 472.22s/it, acc=0.613, loss=1.149, lyap=]
D=2 Vanilla:  80%|████████  | 24/30 [3:08:30<47:07, 471.25s/it, acc=0.613, loss=1.149, lyap=]
D=2 Vanilla:  80%|████████  | 24/30 [3:16:21<47:07, 471.25s/it, acc=0.623, loss=1.148, lyap=]
D=2 Vanilla:  83%|████████▎ | 25/30 [3:16:21<39:15, 471.04s/it, acc=0.623, loss=1.148, lyap=]
D=2 Vanilla:  83%|████████▎ | 25/30 [3:24:14<39:15, 471.04s/it, acc=0.606, loss=1.126, lyap=]
D=2 Vanilla:  87%|████████▋ | 26/30 [3:24:14<31:26, 471.59s/it, acc=0.606, loss=1.126, lyap=]
D=2 Vanilla:  87%|████████▋ | 26/30 [3:32:05<31:26, 471.59s/it, acc=0.621, loss=1.150, lyap=]
D=2 Vanilla:  90%|█████████ | 27/30 [3:32:05<23:34, 471.59s/it, acc=0.621, loss=1.150, lyap=]
D=2 Vanilla:  90%|█████████ | 27/30 [3:39:56<23:34, 471.59s/it, acc=0.634, loss=1.115, lyap=]
D=2 Vanilla:  93%|█████████▎| 28/30 [3:39:56<15:42, 471.39s/it, acc=0.634, loss=1.115, lyap=]
D=2 Vanilla:  93%|█████████▎| 28/30 [3:47:52<15:42, 471.39s/it, acc=0.649, loss=1.088, lyap=]
D=2 Vanilla:  97%|█████████▋| 29/30 [3:47:52<07:52, 472.58s/it, acc=0.649, loss=1.088, lyap=]
D=2 Vanilla:  97%|█████████▋| 29/30 [3:55:40<07:52, 472.58s/it, acc=0.645, loss=1.072, lyap=]
D=2 Vanilla: 100%|██████████| 30/30 [3:55:40<00:00, 471.47s/it, acc=0.645, loss=1.072, lyap=]
                                                                                             

D=2 Lyapunov:   0%|          | 0/30 [00:00<?, ?it/s]
D=2 Lyapunov:   0%|          | 0/30 [20:21<?, ?it/s, acc=0.481, loss=1.976, lyap=λ=0.25]
D=2 Lyapunov:   3%|▎         | 1/30 [20:21<9:50:19, 1221.35s/it, acc=0.481, loss=1.976, lyap=λ=0.25]
D=2 Lyapunov:   3%|▎         | 1/30 [40:50<9:50:19, 1221.35s/it, acc=0.553, loss=1.507, lyap=λ=0.25]
D=2 Lyapunov:   7%|▋         | 2/30 [40:50<9:32:14, 1226.23s/it, acc=0.553, loss=1.507, lyap=λ=0.25]
D=2 Lyapunov:   7%|▋         | 2/30 [1:01:13<9:32:14, 1226.23s/it, acc=0.552, loss=1.410, lyap=λ=0.25]
D=2 Lyapunov:  10%|█         | 3/30 [1:01:13<9:11:03, 1224.56s/it, acc=0.552, loss=1.410, lyap=λ=0.25]
D=2 Lyapunov:  10%|█         | 3/30 [1:21:37<9:11:03, 1224.56s/it, acc=0.547, loss=1.393, lyap=λ=0.25]
D=2 Lyapunov:  13%|█▎        | 4/30 [1:21:37<8:50:33, 1224.36s/it, acc=0.547, loss=1.393, lyap=λ=0.25]
D=2 Lyapunov:  13%|█▎        | 4/30 [1:42:00<8:50:33, 1224.36s/it, acc=0.553, loss=1.391, lyap=λ=0.25]
D=2 Lyapunov:  17%|█▋        | 5/30 [1:42:00<8:29:59, 1223.97s/it, acc=0.553, loss=1.391, lyap=λ=0.25]
D=2 Lyapunov:  17%|█▋        | 5/30 [2:02:23<8:29:59, 1223.97s/it, acc=0.581, loss=1.372, lyap=λ=0.25]
D=2 Lyapunov:  20%|██        | 6/30 [2:02:23<8:09:28, 1223.67s/it, acc=0.581, loss=1.372, lyap=λ=0.25]
D=2 Lyapunov:  20%|██        | 6/30 [2:22:47<8:09:28, 1223.67s/it, acc=0.555, loss=1.353, lyap=λ=0.25]
D=2 Lyapunov:  23%|██▎       | 7/30 [2:22:47<7:49:01, 1223.54s/it, acc=0.555, loss=1.353, lyap=λ=0.25]
D=2 Lyapunov:  23%|██▎       | 7/30 [2:43:09<7:49:01, 1223.54s/it, acc=0.576, loss=1.359, lyap=λ=0.25]
D=2 Lyapunov:  27%|██▋       | 8/30 [2:43:09<7:28:30, 1223.23s/it, acc=0.576, loss=1.359, lyap=λ=0.25]
D=2 Lyapunov:  27%|██▋       | 8/30 [3:03:45<7:28:30, 1223.23s/it, acc=0.557, loss=1.353, lyap=λ=0.25]
D=2 Lyapunov:  30%|███       | 9/30 [3:03:45<7:09:28, 1227.09s/it, acc=0.557, loss=1.353, lyap=λ=0.25]
D=2 Lyapunov:  30%|███       | 9/30 [3:24:24<7:09:28, 1227.09s/it, acc=0.583, loss=1.340, lyap=λ=0.25]
D=2 Lyapunov:  33%|███▎      | 10/30 [3:24:24<6:50:16, 1230.84s/it, acc=0.583, loss=1.340, lyap=λ=0.25]
D=2 Lyapunov:  33%|███▎      | 10/30 [3:44:51<6:50:16, 1230.84s/it, acc=0.566, loss=1.330, lyap=λ=0.25]
D=2 Lyapunov:  37%|███▋      | 11/30 [3:44:51<6:29:21, 1229.55s/it, acc=0.566, loss=1.330, lyap=λ=0.25]
D=2 Lyapunov:  37%|███▋      | 11/30 [4:05:26<6:29:21, 1229.55s/it, acc=0.589, loss=1.329, lyap=λ=0.25]
D=2 Lyapunov:  40%|████      | 12/30 [4:05:26<6:09:23, 1231.29s/it, acc=0.589, loss=1.329, lyap=λ=0.25]
D=2 Lyapunov:  40%|████      | 12/30 [4:25:53<6:09:23, 1231.29s/it, acc=0.608, loss=1.309, lyap=λ=0.25]
D=2 Lyapunov:  43%|████▎     | 13/30 [4:25:53<5:48:27, 1229.87s/it, acc=0.608, loss=1.309, lyap=λ=0.25]
D=2 Lyapunov:  43%|████▎     | 13/30 [4:46:13<5:48:27, 1229.87s/it, acc=0.575, loss=1.305, lyap=λ=0.25]
D=2 Lyapunov:  47%|████▋     | 14/30 [4:46:13<5:27:13, 1227.10s/it, acc=0.575, loss=1.305, lyap=λ=0.25]
D=2 Lyapunov:  47%|████▋     | 14/30 [5:06:40<5:27:13, 1227.10s/it, acc=0.591, loss=1.311, lyap=λ=0.25]
D=2 Lyapunov:  50%|█████     | 15/30 [5:06:40<5:06:43, 1226.89s/it, acc=0.591, loss=1.311, lyap=λ=0.25]
D=2 Lyapunov:  50%|█████     | 15/30 [5:27:02<5:06:43, 1226.89s/it, acc=0.596, loss=1.283, lyap=λ=0.25]
D=2 Lyapunov:  53%|█████▎    | 16/30 [5:27:02<4:45:57, 1225.54s/it, acc=0.596, loss=1.283, lyap=λ=0.25]
D=2 Lyapunov:  53%|█████▎    | 16/30 [5:47:33<4:45:57, 1225.54s/it, acc=0.618, loss=1.265, lyap=λ=0.25]
D=2 Lyapunov:  57%|█████▋    | 17/30 [5:47:33<4:25:52, 1227.10s/it, acc=0.618, loss=1.265, lyap=λ=0.25]
D=2 Lyapunov:  57%|█████▋    | 17/30 [6:08:04<4:25:52, 1227.10s/it, acc=0.605, loss=1.246, lyap=λ=0.25]
D=2 Lyapunov:  60%|██████    | 18/30 [6:08:04<4:05:38, 1228.17s/it, acc=0.605, loss=1.246, lyap=λ=0.25]
D=2 Lyapunov:  60%|██████    | 18/30 [6:28:29<4:05:38, 1228.17s/it, acc=0.617, loss=1.227, lyap=λ=0.25]
D=2 Lyapunov:  63%|██████▎   | 19/30 [6:28:29<3:45:02, 1227.46s/it, acc=0.617, loss=1.227, lyap=λ=0.25]
D=2 Lyapunov:  63%|██████▎   | 19/30 [6:48:55<3:45:02, 1227.46s/it, acc=0.584, loss=1.239, lyap=λ=0.25]
D=2 Lyapunov:  67%|██████▋   | 20/30 [6:48:55<3:24:29, 1226.99s/it, acc=0.584, loss=1.239, lyap=λ=0.25]
D=2 Lyapunov:  67%|██████▋   | 20/30 [7:09:28<3:24:29, 1226.99s/it, acc=0.592, loss=1.235, lyap=λ=0.25]
D=2 Lyapunov:  70%|███████   | 21/30 [7:09:28<3:04:18, 1228.72s/it, acc=0.592, loss=1.235, lyap=λ=0.25]
D=2 Lyapunov:  70%|███████   | 21/30 [7:30:04<3:04:18, 1228.72s/it, acc=0.600, loss=1.210, lyap=λ=0.25]
D=2 Lyapunov:  73%|███████▎  | 22/30 [7:30:04<2:44:08, 1231.06s/it, acc=0.600, loss=1.210, lyap=λ=0.25]
D=2 Lyapunov:  73%|███████▎  | 22/30 [7:50:33<2:44:08, 1231.06s/it, acc=0.627, loss=1.210, lyap=λ=0.25]
D=2 Lyapunov:  77%|███████▋  | 23/30 [7:50:33<2:23:31, 1230.26s/it, acc=0.627, loss=1.210, lyap=λ=0.25]
D=2 Lyapunov:  77%|███████▋  | 23/30 [8:11:06<2:23:31, 1230.26s/it, acc=0.591, loss=1.223, lyap=λ=0.25]
D=2 Lyapunov:  80%|████████  | 24/30 [8:11:06<2:03:06, 1231.10s/it, acc=0.591, loss=1.223, lyap=λ=0.25]
D=2 Lyapunov:  80%|████████  | 24/30 [8:31:32<2:03:06, 1231.10s/it, acc=0.620, loss=1.219, lyap=λ=0.25]
D=2 Lyapunov:  83%|████████▎ | 25/30 [8:31:32<1:42:27, 1229.46s/it, acc=0.620, loss=1.219, lyap=λ=0.25]
D=2 Lyapunov:  83%|████████▎ | 25/30 [8:52:09<1:42:27, 1229.46s/it, acc=0.597, loss=1.182, lyap=λ=0.25]
D=2 Lyapunov:  87%|████████▋ | 26/30 [8:52:09<1:22:07, 1231.96s/it, acc=0.597, loss=1.182, lyap=λ=0.25]
D=2 Lyapunov:  87%|████████▋ | 26/30 [9:12:42<1:22:07, 1231.96s/it, acc=0.619, loss=1.177, lyap=λ=0.25]
D=2 Lyapunov:  90%|█████████ | 27/30 [9:12:42<1:01:36, 1232.30s/it, acc=0.619, loss=1.177, lyap=λ=0.25]
D=2 Lyapunov:  90%|█████████ | 27/30 [9:33:08<1:01:36, 1232.30s/it, acc=0.623, loss=1.192, lyap=λ=0.25]
D=2 Lyapunov:  93%|█████████▎| 28/30 [9:33:08<41:00, 1230.22s/it, acc=0.623, loss=1.192, lyap=λ=0.25]  
D=2 Lyapunov:  93%|█████████▎| 28/30 [9:53:32<41:00, 1230.22s/it, acc=0.632, loss=1.160, lyap=λ=0.25]
D=2 Lyapunov:  97%|█████████▋| 29/30 [9:53:32<20:28, 1228.44s/it, acc=0.632, loss=1.160, lyap=λ=0.25]
D=2 Lyapunov:  97%|█████████▋| 29/30 [10:13:58<20:28, 1228.44s/it, acc=0.627, loss=1.143, lyap=λ=0.25]
D=2 Lyapunov: 100%|██████████| 30/30 [10:13:58<00:00, 1227.79s/it, acc=0.627, loss=1.143, lyap=λ=0.25]
                                                                                                      

D=4 Vanilla:   0%|          | 0/30 [00:00<?, ?it/s]
D=4 Vanilla:   0%|          | 0/30 [15:43<?, ?it/s, acc=0.486, loss=1.915, lyap=]
D=4 Vanilla:   3%|▎         | 1/30 [15:44<7:36:16, 944.00s/it, acc=0.486, loss=1.915, lyap=]
D=4 Vanilla:   3%|▎         | 1/30 [31:40<7:36:16, 944.00s/it, acc=0.506, loss=1.538, lyap=]
D=4 Vanilla:   7%|▋         | 2/30 [31:40<7:24:02, 951.52s/it, acc=0.506, loss=1.538, lyap=]
D=4 Vanilla:   7%|▋         | 2/30 [47:29<7:24:02, 951.52s/it, acc=0.497, loss=1.448, lyap=]
D=4 Vanilla:  10%|█         | 3/30 [47:29<7:07:33, 950.13s/it, acc=0.497, loss=1.448, lyap=]
D=4 Vanilla:  10%|█         | 3/30 [1:03:11<7:07:33, 950.13s/it, acc=0.533, loss=1.427, lyap=]
D=4 Vanilla:  13%|█▎        | 4/30 [1:03:11<6:50:23, 947.05s/it, acc=0.533, loss=1.427, lyap=]
D=4 Vanilla:  13%|█▎        | 4/30 [1:18:58<6:50:23, 947.05s/it, acc=0.550, loss=1.386, lyap=]
D=4 Vanilla:  17%|█▋        | 5/30 [1:18:58<6:34:34, 946.99s/it, acc=0.550, loss=1.386, lyap=]
D=4 Vanilla:  17%|█▋        | 5/30 [1:34:41<6:34:34, 946.99s/it, acc=0.579, loss=1.346, lyap=]
D=4 Vanilla:  20%|██        | 6/30 [1:34:41<6:18:17, 945.73s/it, acc=0.579, loss=1.346, lyap=]
D=4 Vanilla:  20%|██        | 6/30 [1:50:26<6:18:17, 945.73s/it, acc=0.496, loss=1.330, lyap=]
D=4 Vanilla:  23%|██▎       | 7/30 [1:50:26<6:02:26, 945.50s/it, acc=0.496, loss=1.330, lyap=]
D=4 Vanilla:  23%|██▎       | 7/30 [2:06:15<6:02:26, 945.50s/it, acc=0.544, loss=1.526, lyap=]
D=4 Vanilla:  27%|██▋       | 8/30 [2:06:15<5:47:00, 946.37s/it, acc=0.544, loss=1.526, lyap=]
D=4 Vanilla:  27%|██▋       | 8/30 [2:21:59<5:47:00, 946.37s/it, acc=0.589, loss=1.253, lyap=]
D=4 Vanilla:  30%|███       | 9/30 [2:21:59<5:30:59, 945.69s/it, acc=0.589, loss=1.253, lyap=]
D=4 Vanilla:  30%|███       | 9/30 [2:37:40<5:30:59, 945.69s/it, acc=0.624, loss=1.230, lyap=]
D=4 Vanilla:  33%|███▎      | 10/30 [2:37:40<5:14:44, 944.24s/it, acc=0.624, loss=1.230, lyap=]
D=4 Vanilla:  33%|███▎      | 10/30 [2:53:33<5:14:44, 944.24s/it, acc=0.627, loss=1.156, lyap=]
D=4 Vanilla:  37%|███▋      | 11/30 [2:53:33<4:59:54, 947.08s/it, acc=0.627, loss=1.156, lyap=]
D=4 Vanilla:  37%|███▋      | 11/30 [3:09:20<4:59:54, 947.08s/it, acc=0.660, loss=1.126, lyap=]
D=4 Vanilla:  40%|████      | 12/30 [3:09:20<4:44:03, 946.86s/it, acc=0.660, loss=1.126, lyap=]
D=4 Vanilla:  40%|████      | 12/30 [3:25:05<4:44:03, 946.86s/it, acc=0.652, loss=1.036, lyap=]
D=4 Vanilla:  43%|████▎     | 13/30 [3:25:05<4:28:09, 946.42s/it, acc=0.652, loss=1.036, lyap=]
D=4 Vanilla:  43%|████▎     | 13/30 [3:40:48<4:28:09, 946.42s/it, acc=0.691, loss=0.967, lyap=]
D=4 Vanilla:  47%|████▋     | 14/30 [3:40:48<4:12:07, 945.48s/it, acc=0.691, loss=0.967, lyap=]
D=4 Vanilla:  47%|████▋     | 14/30 [3:56:42<4:12:07, 945.48s/it, acc=0.703, loss=0.935, lyap=]
D=4 Vanilla:  50%|█████     | 15/30 [3:56:42<3:57:01, 948.08s/it, acc=0.703, loss=0.935, lyap=]
D=4 Vanilla:  50%|█████     | 15/30 [4:12:35<3:57:01, 948.08s/it, acc=0.715, loss=0.904, lyap=]
D=4 Vanilla:  53%|█████▎    | 16/30 [4:12:35<3:41:33, 949.51s/it, acc=0.715, loss=0.904, lyap=]
D=4 Vanilla:  53%|█████▎    | 16/30 [4:28:21<3:41:33, 949.51s/it, acc=0.720, loss=0.930, lyap=]
D=4 Vanilla:  57%|█████▋    | 17/30 [4:28:21<3:25:29, 948.43s/it, acc=0.720, loss=0.930, lyap=]
D=4 Vanilla:  57%|█████▋    | 17/30 [4:44:07<3:25:29, 948.43s/it, acc=0.720, loss=0.884, lyap=]
D=4 Vanilla:  60%|██████    | 18/30 [4:44:07<3:09:30, 947.56s/it, acc=0.720, loss=0.884, lyap=]
D=4 Vanilla:  60%|██████    | 18/30 [4:59:51<3:09:30, 947.56s/it, acc=0.686, loss=0.873, lyap=]
D=4 Vanilla:  63%|██████▎   | 19/30 [4:59:51<2:53:31, 946.54s/it, acc=0.686, loss=0.873, lyap=]
D=4 Vanilla:  63%|██████▎   | 19/30 [5:15:32<2:53:31, 946.54s/it, acc=0.721, loss=0.840, lyap=]
D=4 Vanilla:  67%|██████▋   | 20/30 [5:15:32<2:37:28, 944.90s/it, acc=0.721, loss=0.840, lyap=]
D=4 Vanilla:  67%|██████▋   | 20/30 [5:31:17<2:37:28, 944.90s/it, acc=0.687, loss=0.835, lyap=]
D=4 Vanilla:  70%|███████   | 21/30 [5:31:17<2:21:44, 944.96s/it, acc=0.687, loss=0.835, lyap=]
D=4 Vanilla:  70%|███████   | 21/30 [5:47:04<2:21:44, 944.96s/it, acc=0.733, loss=0.817, lyap=]
D=4 Vanilla:  73%|███████▎  | 22/30 [5:47:04<2:06:04, 945.54s/it, acc=0.733, loss=0.817, lyap=]
D=4 Vanilla:  73%|███████▎  | 22/30 [6:02:58<2:06:04, 945.54s/it, acc=0.753, loss=0.831, lyap=]
D=4 Vanilla:  77%|███████▋  | 23/30 [6:02:58<1:50:35, 947.99s/it, acc=0.753, loss=0.831, lyap=]
D=4 Vanilla:  77%|███████▋  | 23/30 [6:18:43<1:50:35, 947.99s/it, acc=0.704, loss=0.836, lyap=]
D=4 Vanilla:  80%|████████  | 24/30 [6:18:43<1:34:42, 947.07s/it, acc=0.704, loss=0.836, lyap=]
D=4 Vanilla:  80%|████████  | 24/30 [6:34:33<1:34:42, 947.07s/it, acc=0.746, loss=0.825, lyap=]
D=4 Vanilla:  83%|████████▎ | 25/30 [6:34:33<1:19:00, 948.01s/it, acc=0.746, loss=0.825, lyap=]
D=4 Vanilla:  83%|████████▎ | 25/30 [6:50:18<1:19:00, 948.01s/it, acc=0.748, loss=0.793, lyap=]
D=4 Vanilla:  87%|████████▋ | 26/30 [6:50:18<1:03:08, 947.15s/it, acc=0.748, loss=0.793, lyap=]
D=4 Vanilla:  87%|████████▋ | 26/30 [7:06:02<1:03:08, 947.15s/it, acc=0.753, loss=0.766, lyap=]
D=4 Vanilla:  90%|█████████ | 27/30 [7:06:02<47:18, 946.26s/it, acc=0.753, loss=0.766, lyap=]  
D=4 Vanilla:  90%|█████████ | 27/30 [7:21:48<47:18, 946.26s/it, acc=0.765, loss=0.760, lyap=]
D=4 Vanilla:  93%|█████████▎| 28/30 [7:21:48<31:32, 946.07s/it, acc=0.765, loss=0.760, lyap=]
D=4 Vanilla:  93%|█████████▎| 28/30 [7:37:43<31:32, 946.07s/it, acc=0.773, loss=0.726, lyap=]
D=4 Vanilla:  97%|█████████▋| 29/30 [7:37:43<15:48, 948.83s/it, acc=0.773, loss=0.726, lyap=]
D=4 Vanilla:  97%|█████████▋| 29/30 [7:53:27<15:48, 948.83s/it, acc=0.773, loss=0.725, lyap=]
D=4 Vanilla: 100%|██████████| 30/30 [7:53:27<00:00, 947.36s/it, acc=0.773, loss=0.725, lyap=]
                                                                                             

D=4 Lyapunov:   0%|          | 0/30 [00:00<?, ?it/s]
D=4 Lyapunov:   0%|          | 0/30 [40:49<?, ?it/s, acc=0.343, loss=2.249, lyap=λ=0.59]
D=4 Lyapunov:   3%|▎         | 1/30 [40:49<19:44:06, 2449.88s/it, acc=0.343, loss=2.249, lyap=λ=0.59]
D=4 Lyapunov:   3%|▎         | 1/30 [1:21:23<19:44:06, 2449.88s/it, acc=0.429, loss=1.759, lyap=λ=0.59]
D=4 Lyapunov:   7%|▋         | 2/30 [1:21:23<18:58:45, 2440.21s/it, acc=0.429, loss=1.759, lyap=λ=0.59]
D=4 Lyapunov:   7%|▋         | 2/30 [2:01:58<18:58:45, 2440.21s/it, acc=0.458, loss=1.701, lyap=λ=0.59]
D=4 Lyapunov:  10%|█         | 3/30 [2:01:58<18:16:59, 2437.75s/it, acc=0.458, loss=1.701, lyap=λ=0.59]
D=4 Lyapunov:  10%|█         | 3/30 [2:42:43<18:16:59, 2437.75s/it, acc=0.526, loss=1.744, lyap=λ=0.59]
D=4 Lyapunov:  13%|█▎        | 4/30 [2:42:43<17:37:37, 2440.67s/it, acc=0.526, loss=1.744, lyap=λ=0.59]
D=4 Lyapunov:  13%|█▎        | 4/30 [3:23:29<17:37:37, 2440.67s/it, acc=0.491, loss=1.655, lyap=λ=0.59]
D=4 Lyapunov:  17%|█▋        | 5/30 [3:23:29<16:57:44, 2442.57s/it, acc=0.491, loss=1.655, lyap=λ=0.59]
D=4 Lyapunov:  17%|█▋        | 5/30 [4:04:21<16:57:44, 2442.57s/it, acc=0.505, loss=1.619, lyap=λ=0.60]
D=4 Lyapunov:  20%|██        | 6/30 [4:04:21<16:18:23, 2445.97s/it, acc=0.505, loss=1.619, lyap=λ=0.60]
D=4 Lyapunov:  20%|██        | 6/30 [4:45:04<16:18:23, 2445.97s/it, acc=0.574, loss=1.508, lyap=λ=0.60]
D=4 Lyapunov:  23%|██▎       | 7/30 [4:45:04<15:37:12, 2444.87s/it, acc=0.574, loss=1.508, lyap=λ=0.60]
D=4 Lyapunov:  23%|██▎       | 7/30 [5:25:52<15:37:12, 2444.87s/it, acc=0.561, loss=1.480, lyap=λ=0.60]
D=4 Lyapunov:  27%|██▋       | 8/30 [5:25:52<14:56:52, 2446.03s/it, acc=0.561, loss=1.480, lyap=λ=0.60]
D=4 Lyapunov:  27%|██▋       | 8/30 [6:06:22<14:56:52, 2446.03s/it, acc=0.560, loss=1.517, lyap=λ=0.60]
D=4 Lyapunov:  30%|███       | 9/30 [6:06:22<14:14:16, 2440.79s/it, acc=0.560, loss=1.517, lyap=λ=0.60]
D=4 Lyapunov:  30%|███       | 9/30 [6:47:11<14:14:16, 2440.79s/it, acc=0.565, loss=1.575, lyap=λ=0.60]
D=4 Lyapunov:  33%|███▎      | 10/30 [6:47:11<13:34:31, 2443.56s/it, acc=0.565, loss=1.575, lyap=λ=0.60]
D=4 Lyapunov:  33%|███▎      | 10/30 [7:27:51<13:34:31, 2443.56s/it, acc=0.534, loss=1.541, lyap=λ=0.60]
D=4 Lyapunov:  37%|███▋      | 11/30 [7:27:51<12:53:25, 2442.42s/it, acc=0.534, loss=1.541, lyap=λ=0.60]
D=4 Lyapunov:  37%|███▋      | 11/30 [8:08:29<12:53:25, 2442.42s/it, acc=0.554, loss=1.505, lyap=λ=0.60]
D=4 Lyapunov:  40%|████      | 12/30 [8:08:29<12:12:18, 2441.02s/it, acc=0.554, loss=1.505, lyap=λ=0.60]
D=4 Lyapunov:  40%|████      | 12/30 [8:49:22<12:12:18, 2441.02s/it, acc=0.562, loss=1.526, lyap=λ=0.60]
D=4 Lyapunov:  43%|████▎     | 13/30 [8:49:22<11:32:36, 2444.49s/it, acc=0.562, loss=1.526, lyap=λ=0.60]
D=4 Lyapunov:  43%|████▎     | 13/30 [9:30:07<11:32:36, 2444.49s/it, acc=0.524, loss=1.496, lyap=λ=0.60]
D=4 Lyapunov:  47%|████▋     | 14/30 [9:30:07<10:51:56, 2444.77s/it, acc=0.524, loss=1.496, lyap=λ=0.60]
D=4 Lyapunov:  47%|████▋     | 14/30 [10:10:51<10:51:56, 2444.77s/it, acc=0.555, loss=1.457, lyap=λ=0.60]
D=4 Lyapunov:  50%|█████     | 15/30 [10:10:51<10:11:07, 2444.50s/it, acc=0.555, loss=1.457, lyap=λ=0.60]
D=4 Lyapunov:  50%|█████     | 15/30 [10:51:28<10:11:07, 2444.50s/it, acc=0.582, loss=1.430, lyap=λ=0.60]
D=4 Lyapunov:  53%|█████▎    | 16/30 [10:51:28<9:29:53, 2442.37s/it, acc=0.582, loss=1.430, lyap=λ=0.60] 
D=4 Lyapunov:  53%|█████▎    | 16/30 [11:32:17<9:29:53, 2442.37s/it, acc=0.543, loss=1.391, lyap=λ=0.60]
D=4 Lyapunov:  57%|█████▋    | 17/30 [11:32:17<8:49:33, 2444.14s/it, acc=0.543, loss=1.391, lyap=λ=0.60]
D=4 Lyapunov:  57%|█████▋    | 17/30 [12:13:13<8:49:33, 2444.14s/it, acc=0.642, loss=1.379, lyap=λ=0.60]
D=4 Lyapunov:  60%|██████    | 18/30 [12:13:13<8:09:33, 2447.79s/it, acc=0.642, loss=1.379, lyap=λ=0.60]
D=4 Lyapunov:  60%|██████    | 18/30 [12:53:56<8:09:33, 2447.79s/it, acc=0.572, loss=1.390, lyap=λ=0.60]
D=4 Lyapunov:  63%|██████▎   | 19/30 [12:53:56<7:28:30, 2446.39s/it, acc=0.572, loss=1.390, lyap=λ=0.60]
D=4 Lyapunov:  63%|██████▎   | 19/30 [13:34:28<7:28:30, 2446.39s/it, acc=0.619, loss=1.370, lyap=λ=0.60]
D=4 Lyapunov:  67%|██████▋   | 20/30 [13:34:28<6:47:00, 2442.07s/it, acc=0.619, loss=1.370, lyap=λ=0.60]
D=4 Lyapunov:  67%|██████▋   | 20/30 [14:15:11<6:47:00, 2442.07s/it, acc=0.639, loss=1.363, lyap=λ=0.60]
D=4 Lyapunov:  70%|███████   | 21/30 [14:15:11<6:06:22, 2442.47s/it, acc=0.639, loss=1.363, lyap=λ=0.60]/projects/bfqt/users/yurenh2/ml-projects/snn-training/files/experiments/benchmark_experiment.py:63: UserWarning: torch.linalg.svd: During SVD computation with the selected cusolver driver, batches 0 failed to converge. A more accurate method will be used to compute the SVD as a fallback. Check doc at https://pytorch.org/docs/stable/generated/torch.linalg.svd.html (Triggered internally at /pytorch/aten/src/ATen/native/cuda/linalg/BatchLinearAlgebraLib.cpp:702.)
  sv = torch.linalg.svdvals(G)

D=4 Lyapunov:  70%|███████   | 21/30 [14:55:46<6:06:22, 2442.47s/it, acc=0.600, loss=1.329, lyap=λ=0.60]
D=4 Lyapunov:  73%|███████▎  | 22/30 [14:55:46<5:25:21, 2440.20s/it, acc=0.600, loss=1.329, lyap=λ=0.60]
D=4 Lyapunov:  73%|███████▎  | 22/30 [15:36:32<5:25:21, 2440.20s/it, acc=0.638, loss=1.310, lyap=λ=0.60]
D=4 Lyapunov:  77%|███████▋  | 23/30 [15:36:32<4:44:53, 2441.93s/it, acc=0.638, loss=1.310, lyap=λ=0.60]
D=4 Lyapunov:  77%|███████▋  | 23/30 [16:17:10<4:44:53, 2441.93s/it, acc=0.627, loss=1.244, lyap=λ=0.60]
D=4 Lyapunov:  80%|████████  | 24/30 [16:17:10<4:04:04, 2440.83s/it, acc=0.627, loss=1.244, lyap=λ=0.60]
D=4 Lyapunov:  80%|████████  | 24/30 [16:18:45<4:04:04, 2440.83s/it, acc=0.000, loss=nan, lyap=]        
                                                                                                

D=6 Vanilla:   0%|          | 0/30 [00:00<?, ?it/s]
D=6 Vanilla:   0%|          | 0/30 [23:54<?, ?it/s, acc=0.476, loss=1.985, lyap=]
D=6 Vanilla:   3%|▎         | 1/30 [23:54<11:33:32, 1434.91s/it, acc=0.476, loss=1.985, lyap=]
D=6 Vanilla:   3%|▎         | 1/30 [47:41<11:33:32, 1434.91s/it, acc=0.476, loss=1.525, lyap=]
D=6 Vanilla:   7%|▋         | 2/30 [47:41<11:07:17, 1429.92s/it, acc=0.476, loss=1.525, lyap=]
D=6 Vanilla:   7%|▋         | 2/30 [1:11:32<11:07:17, 1429.92s/it, acc=0.565, loss=1.416, lyap=]
D=6 Vanilla:  10%|█         | 3/30 [1:11:32<10:43:37, 1430.30s/it, acc=0.565, loss=1.416, lyap=]
D=6 Vanilla:  10%|█         | 3/30 [1:35:26<10:43:37, 1430.30s/it, acc=0.610, loss=1.300, lyap=]
D=6 Vanilla:  13%|█▎        | 4/30 [1:35:26<10:20:32, 1432.00s/it, acc=0.610, loss=1.300, lyap=]
D=6 Vanilla:  13%|█▎        | 4/30 [1:59:07<10:20:32, 1432.00s/it, acc=0.598, loss=1.153, lyap=]
D=6 Vanilla:  17%|█▋        | 5/30 [1:59:07<9:54:56, 1427.87s/it, acc=0.598, loss=1.153, lyap=] 
D=6 Vanilla:  17%|█▋        | 5/30 [2:22:58<9:54:56, 1427.87s/it, acc=0.665, loss=1.116, lyap=]
D=6 Vanilla:  20%|██        | 6/30 [2:22:58<9:31:38, 1429.11s/it, acc=0.665, loss=1.116, lyap=]
D=6 Vanilla:  20%|██        | 6/30 [2:46:46<9:31:38, 1429.11s/it, acc=0.699, loss=0.972, lyap=]
D=6 Vanilla:  23%|██▎       | 7/30 [2:46:46<9:07:41, 1428.75s/it, acc=0.699, loss=0.972, lyap=]
D=6 Vanilla:  23%|██▎       | 7/30 [3:10:38<9:07:41, 1428.75s/it, acc=0.713, loss=0.918, lyap=]
D=6 Vanilla:  27%|██▋       | 8/30 [3:10:38<8:44:11, 1429.61s/it, acc=0.713, loss=0.918, lyap=]
D=6 Vanilla:  27%|██▋       | 8/30 [3:34:36<8:44:11, 1429.61s/it, acc=0.678, loss=0.888, lyap=]
D=6 Vanilla:  30%|███       | 9/30 [3:34:36<8:21:21, 1432.45s/it, acc=0.678, loss=0.888, lyap=]
D=6 Vanilla:  30%|███       | 9/30 [3:58:27<8:21:21, 1432.45s/it, acc=0.718, loss=0.872, lyap=]
D=6 Vanilla:  33%|███▎      | 10/30 [3:58:27<7:57:17, 1431.85s/it, acc=0.718, loss=0.872, lyap=]
D=6 Vanilla:  33%|███▎      | 10/30 [4:22:15<7:57:17, 1431.85s/it, acc=0.717, loss=0.853, lyap=]
D=6 Vanilla:  37%|███▋      | 11/30 [4:22:15<7:33:04, 1430.75s/it, acc=0.717, loss=0.853, lyap=]
D=6 Vanilla:  37%|███▋      | 11/30 [4:45:57<7:33:04, 1430.75s/it, acc=0.737, loss=0.823, lyap=]
D=6 Vanilla:  40%|████      | 12/30 [4:45:57<7:08:27, 1428.18s/it, acc=0.737, loss=0.823, lyap=]
D=6 Vanilla:  40%|████      | 12/30 [5:09:54<7:08:27, 1428.18s/it, acc=0.740, loss=0.793, lyap=]
D=6 Vanilla:  43%|████▎     | 13/30 [5:09:54<6:45:21, 1430.68s/it, acc=0.740, loss=0.793, lyap=]
D=6 Vanilla:  43%|████▎     | 13/30 [5:33:39<6:45:21, 1430.68s/it, acc=0.752, loss=0.784, lyap=]
D=6 Vanilla:  47%|████▋     | 14/30 [5:33:39<6:21:01, 1428.86s/it, acc=0.752, loss=0.784, lyap=]
D=6 Vanilla:  47%|████▋     | 14/30 [5:57:33<6:21:01, 1428.86s/it, acc=0.739, loss=0.777, lyap=]
D=6 Vanilla:  50%|█████     | 15/30 [5:57:33<5:57:39, 1430.65s/it, acc=0.739, loss=0.777, lyap=]
D=6 Vanilla:  50%|█████     | 15/30 [6:21:20<5:57:39, 1430.65s/it, acc=0.721, loss=0.769, lyap=]
D=6 Vanilla:  53%|█████▎    | 16/30 [6:21:20<5:33:32, 1429.46s/it, acc=0.721, loss=0.769, lyap=]
D=6 Vanilla:  53%|█████▎    | 16/30 [6:45:09<5:33:32, 1429.46s/it, acc=0.755, loss=0.765, lyap=]
D=6 Vanilla:  57%|█████▋    | 17/30 [6:45:09<5:09:40, 1429.24s/it, acc=0.755, loss=0.765, lyap=]
D=6 Vanilla:  57%|█████▋    | 17/30 [7:08:56<5:09:40, 1429.24s/it, acc=0.758, loss=0.739, lyap=]
D=6 Vanilla:  60%|██████    | 18/30 [7:08:56<4:45:42, 1428.57s/it, acc=0.758, loss=0.739, lyap=]
D=6 Vanilla:  60%|██████    | 18/30 [7:32:31<4:45:42, 1428.57s/it, acc=0.757, loss=0.730, lyap=]
D=6 Vanilla:  63%|██████▎   | 19/30 [7:32:31<4:21:11, 1424.66s/it, acc=0.757, loss=0.730, lyap=]
D=6 Vanilla:  63%|██████▎   | 19/30 [7:56:08<4:21:11, 1424.66s/it, acc=0.750, loss=0.728, lyap=]
D=6 Vanilla:  67%|██████▋   | 20/30 [7:56:08<3:57:02, 1422.24s/it, acc=0.750, loss=0.728, lyap=]
D=6 Vanilla:  67%|██████▋   | 20/30 [8:19:50<3:57:02, 1422.24s/it, acc=0.770, loss=0.715, lyap=]
D=6 Vanilla:  70%|███████   | 21/30 [8:19:50<3:33:19, 1422.15s/it, acc=0.770, loss=0.715, lyap=]
D=6 Vanilla:  70%|███████   | 21/30 [8:43:33<3:33:19, 1422.15s/it, acc=0.780, loss=0.693, lyap=]
D=6 Vanilla:  73%|███████▎  | 22/30 [8:43:33<3:09:39, 1422.40s/it, acc=0.780, loss=0.693, lyap=]
D=6 Vanilla:  73%|███████▎  | 22/30 [9:07:19<3:09:39, 1422.40s/it, acc=0.786, loss=0.705, lyap=]
D=6 Vanilla:  77%|███████▋  | 23/30 [9:07:19<2:46:04, 1423.47s/it, acc=0.786, loss=0.705, lyap=]
D=6 Vanilla:  77%|███████▋  | 23/30 [9:31:02<2:46:04, 1423.47s/it, acc=0.757, loss=0.689, lyap=]
D=6 Vanilla:  80%|████████  | 24/30 [9:31:02<2:22:20, 1423.35s/it, acc=0.757, loss=0.689, lyap=][2025-12-31T00:21:07.350] error: *** JOB 14363511 ON gpub039 CANCELLED AT 2025-12-31T00:21:07 DUE TO TIME LIMIT ***