diff --git "a/oxford-pets/nn.out" "b/oxford-pets/nn.out" new file mode 100644--- /dev/null +++ "b/oxford-pets/nn.out" @@ -0,0 +1,801 @@ +nohup: ignoring input +now training + 0it [00:00, ?it/s] 1it [00:01, 1.03s/it] 2it [00:01, 1.28it/s] 3it [00:02, 1.41it/s] 4it [00:02, 1.47it/s] 5it [00:03, 1.50it/s] 6it [00:04, 1.52it/s] 7it [00:04, 1.57it/s] 8it [00:05, 1.60it/s] 9it [00:05, 1.63it/s] 10it [00:06, 1.65it/s] 11it [00:07, 1.67it/s] 12it [00:07, 1.64it/s] 13it [00:08, 1.64it/s] 14it [00:08, 1.63it/s] 15it [00:09, 1.61it/s] 16it [00:10, 1.61it/s] 17it [00:10, 1.60it/s] 18it [00:11, 1.60it/s] 19it [00:12, 1.62it/s] 20it [00:12, 1.63it/s] 21it [00:13, 1.61it/s] 22it [00:14, 1.60it/s] 23it [00:14, 1.58it/s] 24it [00:15, 1.58it/s] 25it [00:15, 1.55it/s] 26it [00:16, 1.55it/s] 27it [00:17, 1.56it/s] 28it [00:17, 1.57it/s] 29it [00:18, 1.58it/s] 30it [00:19, 1.59it/s] 31it [00:19, 1.62it/s] 32it [00:20, 1.62it/s] 33it [00:20, 1.59it/s] 34it [00:21, 1.55it/s] 35it [00:22, 1.57it/s] 36it [00:22, 1.60it/s] 37it [00:23, 1.59it/s] 38it [00:24, 1.58it/s] 39it [00:24, 1.59it/s] 40it [00:25, 1.59it/s] 41it [00:26, 1.60it/s] 42it [00:26, 1.59it/s] 43it [00:27, 1.61it/s] 44it [00:27, 1.60it/s] 45it [00:28, 1.59it/s] 46it [00:29, 1.56it/s] 47it [00:29, 1.58it/s] 48it [00:30, 1.59it/s] 49it [00:31, 1.60it/s] 50it [00:31, 1.60it/s] 51it [00:32, 1.60it/s] 52it [00:32, 1.63it/s] 53it [00:33, 1.62it/s] 54it [00:34, 1.54it/s] 55it [00:34, 1.56it/s] 56it [00:35, 1.59it/s] 57it [00:36, 1.58it/s] 58it [00:36, 1.55it/s] 59it [00:37, 1.58it/s] 60it [00:38, 1.59it/s] 61it [00:38, 1.60it/s] 62it [00:39, 1.62it/s] 63it [00:39, 1.66it/s] 64it [00:40, 1.69it/s] 65it [00:40, 1.65it/s] 66it [00:41, 1.64it/s] 67it [00:42, 1.66it/s] 68it [00:42, 1.65it/s] 69it [00:43, 1.68it/s] 70it [00:43, 1.68it/s] 71it [00:44, 1.67it/s] 72it [00:45, 1.65it/s] 73it [00:45, 1.66it/s] 74it [00:46, 1.66it/s] 75it [00:47, 1.64it/s] 76it [00:47, 1.63it/s] 77it [00:48, 1.66it/s] 78it [00:48, 1.68it/s] 79it [00:49, 1.66it/s] 80it [00:50, 1.66it/s] 81it [00:50, 2.07it/s] 81it [00:50, 1.61it/s] +[Training set] Epoch: 1, Average loss: 0.6727 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.98it/s] 2it [00:01, 1.96it/s] 3it [00:01, 1.90it/s] 4it [00:02, 1.96it/s] 5it [00:02, 1.99it/s] 6it [00:03, 1.93it/s] 7it [00:03, 1.95it/s] 8it [00:04, 1.95it/s] 9it [00:04, 1.96it/s] 10it [00:05, 1.96it/s] 11it [00:05, 1.96it/s] 12it [00:06, 1.97it/s] 13it [00:06, 2.25it/s] 13it [00:06, 2.02it/s] +[Test set] Epoch: 1, Accuracy: 67.74% + +epoch 1, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.63it/s] 3it [00:01, 1.59it/s] 4it [00:02, 1.62it/s] 5it [00:03, 1.68it/s] 6it [00:03, 1.69it/s] 7it [00:04, 1.69it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.67it/s] 10it [00:06, 1.67it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.67it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.70it/s] 17it [00:10, 1.69it/s] 18it [00:10, 1.66it/s] 19it [00:11, 1.69it/s] 20it [00:11, 1.66it/s] 21it [00:12, 1.65it/s] 22it [00:13, 1.66it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.67it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.72it/s] 27it [00:16, 1.69it/s] 28it [00:16, 1.66it/s] 29it [00:17, 1.67it/s] 30it [00:17, 1.69it/s] 31it [00:18, 1.69it/s] 32it [00:19, 1.68it/s] 33it [00:19, 1.67it/s] 34it [00:20, 1.69it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.68it/s] 37it [00:22, 1.69it/s] 38it [00:22, 1.69it/s] 39it [00:23, 1.68it/s] 40it [00:23, 1.67it/s] 41it [00:24, 1.68it/s] 42it [00:25, 1.68it/s] 43it [00:25, 1.68it/s] 44it [00:26, 1.67it/s] 45it [00:26, 1.71it/s] 46it [00:27, 1.71it/s] 47it [00:27, 1.68it/s] 48it [00:28, 1.68it/s] 49it [00:29, 1.70it/s] 50it [00:29, 1.71it/s] 51it [00:30, 1.68it/s] 52it [00:30, 1.66it/s] 53it [00:31, 1.67it/s] 54it [00:32, 1.68it/s] 55it [00:32, 1.67it/s] 56it [00:33, 1.67it/s] 57it [00:33, 1.68it/s] 58it [00:34, 1.69it/s] 59it [00:35, 1.64it/s] 60it [00:35, 1.63it/s] 61it [00:36, 1.67it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.68it/s] 64it [00:38, 1.69it/s] 65it [00:38, 1.72it/s] 66it [00:39, 1.72it/s] 67it [00:39, 1.71it/s] 68it [00:40, 1.74it/s] 69it [00:40, 1.76it/s] 70it [00:41, 1.75it/s] 71it [00:42, 1.71it/s] 72it [00:42, 1.68it/s] 73it [00:43, 1.65it/s] 74it [00:44, 1.67it/s] 75it [00:44, 1.67it/s] 76it [00:45, 1.66it/s] 77it [00:45, 1.67it/s] 78it [00:46, 1.67it/s] 79it [00:46, 1.67it/s] 80it [00:47, 1.66it/s] 81it [00:47, 2.07it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 2, Average loss: 0.6545 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.08it/s] 2it [00:00, 2.07it/s] 3it [00:01, 2.04it/s] 4it [00:01, 2.00it/s] 5it [00:02, 1.97it/s] 6it [00:03, 1.98it/s] 7it [00:03, 1.99it/s] 8it [00:04, 1.97it/s] 9it [00:04, 1.98it/s] 10it [00:05, 1.99it/s] 11it [00:05, 1.96it/s] 12it [00:06, 1.98it/s] 13it [00:06, 2.25it/s] 13it [00:06, 2.05it/s] +[Test set] Epoch: 2, Accuracy: 67.74% + +epoch 2, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.57it/s] 2it [00:01, 1.60it/s] 3it [00:01, 1.62it/s] 4it [00:02, 1.64it/s] 5it [00:03, 1.69it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.69it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.66it/s] 10it [00:05, 1.71it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.72it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.74it/s] 20it [00:11, 1.74it/s] 21it [00:12, 1.72it/s] 22it [00:12, 1.71it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.72it/s] 26it [00:15, 1.74it/s] 27it [00:15, 1.67it/s] 28it [00:16, 1.68it/s] 29it [00:17, 1.67it/s] 30it [00:17, 1.65it/s] 31it [00:18, 1.66it/s] 32it [00:18, 1.65it/s] 33it [00:19, 1.65it/s] 34it [00:20, 1.66it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.68it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.70it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.68it/s] 41it [00:24, 1.69it/s] 42it [00:24, 1.70it/s] 43it [00:25, 1.69it/s] 44it [00:26, 1.68it/s] 45it [00:26, 1.66it/s] 46it [00:27, 1.66it/s] 47it [00:27, 1.68it/s] 48it [00:28, 1.68it/s] 49it [00:29, 1.67it/s] 50it [00:29, 1.67it/s] 51it [00:30, 1.69it/s] 52it [00:30, 1.70it/s] 53it [00:31, 1.69it/s] 54it [00:32, 1.69it/s] 55it [00:32, 1.70it/s] 56it [00:33, 1.70it/s] 57it [00:33, 1.69it/s] 58it [00:34, 1.69it/s] 59it [00:34, 1.70it/s] 60it [00:35, 1.69it/s] 61it [00:36, 1.70it/s] 62it [00:36, 1.70it/s] 63it [00:37, 1.70it/s] 64it [00:37, 1.68it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.67it/s] 67it [00:39, 1.66it/s] 68it [00:40, 1.65it/s] 69it [00:40, 1.68it/s] 70it [00:41, 1.68it/s] 71it [00:42, 1.68it/s] 72it [00:42, 1.69it/s] 73it [00:43, 1.67it/s] 74it [00:43, 1.67it/s] 75it [00:44, 1.66it/s] 76it [00:45, 1.66it/s] 77it [00:45, 1.68it/s] 78it [00:46, 1.68it/s] 79it [00:46, 1.69it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.10it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 3, Average loss: 0.6473 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.07it/s] 2it [00:00, 1.99it/s] 3it [00:01, 2.01it/s] 4it [00:02, 1.99it/s] 5it [00:02, 1.99it/s] 6it [00:02, 2.03it/s] 7it [00:03, 1.97it/s] 8it [00:04, 1.97it/s] 9it [00:04, 1.96it/s] 10it [00:05, 1.97it/s] 11it [00:05, 1.97it/s] 12it [00:06, 1.96it/s] 13it [00:06, 2.26it/s] 13it [00:06, 2.05it/s] +[Test set] Epoch: 3, Accuracy: 67.74% + +epoch 3, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.56it/s] 2it [00:01, 1.61it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.67it/s] 5it [00:02, 1.70it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.69it/s] 9it [00:05, 1.72it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.70it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.61it/s] 17it [00:10, 1.56it/s] 18it [00:10, 1.54it/s] 19it [00:11, 1.61it/s] 20it [00:12, 1.62it/s] 21it [00:12, 1.65it/s] 22it [00:13, 1.67it/s] 23it [00:13, 1.66it/s] 24it [00:14, 1.63it/s] 25it [00:15, 1.66it/s] 26it [00:15, 1.67it/s] 27it [00:16, 1.68it/s] 28it [00:16, 1.65it/s] 29it [00:17, 1.65it/s] 30it [00:18, 1.65it/s] 31it [00:18, 1.68it/s] 32it [00:19, 1.69it/s] 33it [00:19, 1.71it/s] 34it [00:20, 1.72it/s] 35it [00:21, 1.68it/s] 36it [00:21, 1.68it/s] 37it [00:22, 1.70it/s] 38it [00:22, 1.70it/s] 39it [00:23, 1.70it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.69it/s] 42it [00:25, 1.71it/s] 43it [00:25, 1.69it/s] 44it [00:26, 1.68it/s] 45it [00:26, 1.67it/s] 46it [00:27, 1.68it/s] 47it [00:28, 1.71it/s] 48it [00:28, 1.72it/s] 49it [00:29, 1.73it/s] 50it [00:29, 1.71it/s] 51it [00:30, 1.73it/s] 52it [00:31, 1.71it/s] 53it [00:31, 1.70it/s] 54it [00:32, 1.70it/s] 55it [00:32, 1.70it/s] 56it [00:33, 1.71it/s] 57it [00:33, 1.67it/s] 58it [00:34, 1.67it/s] 59it [00:35, 1.69it/s] 60it [00:35, 1.71it/s] 61it [00:36, 1.68it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.68it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.68it/s] 67it [00:39, 1.69it/s] 68it [00:40, 1.68it/s] 69it [00:41, 1.70it/s] 70it [00:41, 1.71it/s] 71it [00:42, 1.72it/s] 72it [00:42, 1.70it/s] 73it [00:43, 1.69it/s] 74it [00:44, 1.71it/s] 75it [00:44, 1.71it/s] 76it [00:45, 1.70it/s] 77it [00:45, 1.71it/s] 78it [00:46, 1.73it/s] 79it [00:46, 1.68it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.09it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 4, Average loss: 0.6432 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.02it/s] 2it [00:01, 1.98it/s] 3it [00:01, 1.98it/s] 4it [00:01, 2.01it/s] 5it [00:02, 1.99it/s] 6it [00:03, 1.99it/s] 7it [00:03, 2.01it/s] 8it [00:03, 2.03it/s] 9it [00:04, 1.97it/s] 10it [00:05, 1.96it/s] 11it [00:05, 1.98it/s] 12it [00:06, 1.99it/s] 13it [00:06, 2.26it/s] 13it [00:06, 2.05it/s] +[Test set] Epoch: 4, Accuracy: 67.74% + +epoch 4, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.67it/s] 2it [00:01, 1.68it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.69it/s] 5it [00:02, 1.72it/s] 6it [00:03, 1.71it/s] 7it [00:04, 1.69it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.65it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.67it/s] 13it [00:07, 1.66it/s] 14it [00:08, 1.65it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.67it/s] 18it [00:10, 1.68it/s] 19it [00:11, 1.68it/s] 20it [00:11, 1.69it/s] 21it [00:12, 1.67it/s] 22it [00:13, 1.68it/s] 23it [00:13, 1.68it/s] 24it [00:14, 1.67it/s] 25it [00:14, 1.66it/s] 26it [00:15, 1.65it/s] 27it [00:16, 1.69it/s] 28it [00:16, 1.70it/s] 29it [00:17, 1.72it/s] 30it [00:17, 1.75it/s] 31it [00:18, 1.74it/s] 32it [00:18, 1.73it/s] 33it [00:19, 1.69it/s] 34it [00:20, 1.67it/s] 35it [00:20, 1.67it/s] 36it [00:21, 1.68it/s] 37it [00:21, 1.66it/s] 38it [00:22, 1.64it/s] 39it [00:23, 1.65it/s] 40it [00:23, 1.67it/s] 41it [00:24, 1.67it/s] 42it [00:24, 1.67it/s] 43it [00:25, 1.67it/s] 44it [00:26, 1.65it/s] 45it [00:26, 1.65it/s] 46it [00:27, 1.66it/s] 47it [00:28, 1.67it/s] 48it [00:28, 1.69it/s] 49it [00:29, 1.68it/s] 50it [00:29, 1.65it/s] 51it [00:30, 1.67it/s] 52it [00:30, 1.69it/s] 53it [00:31, 1.73it/s] 54it [00:32, 1.72it/s] 55it [00:32, 1.73it/s] 56it [00:33, 1.72it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.70it/s] 59it [00:35, 1.68it/s] 60it [00:35, 1.67it/s] 61it [00:36, 1.68it/s] 62it [00:36, 1.66it/s] 63it [00:37, 1.68it/s] 64it [00:38, 1.69it/s] 65it [00:38, 1.70it/s] 66it [00:39, 1.69it/s] 67it [00:39, 1.69it/s] 68it [00:40, 1.68it/s] 69it [00:41, 1.69it/s] 70it [00:41, 1.70it/s] 71it [00:42, 1.70it/s] 72it [00:42, 1.69it/s] 73it [00:43, 1.68it/s] 74it [00:43, 1.67it/s] 75it [00:44, 1.68it/s] 76it [00:45, 1.69it/s] 77it [00:45, 1.69it/s] 78it [00:46, 1.73it/s] 79it [00:46, 1.68it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.10it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 5, Average loss: 0.6407 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.83it/s] 2it [00:01, 1.78it/s] 3it [00:01, 1.80it/s] 4it [00:02, 1.91it/s] 5it [00:02, 1.92it/s] 6it [00:03, 1.98it/s] 7it [00:03, 2.02it/s] 8it [00:04, 2.06it/s] 9it [00:04, 2.05it/s] 10it [00:05, 2.02it/s] 11it [00:05, 1.99it/s] 12it [00:06, 2.02it/s] 13it [00:06, 2.31it/s] 13it [00:06, 2.04it/s] +[Test set] Epoch: 5, Accuracy: 67.74% + +epoch 5, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.59it/s] 2it [00:01, 1.62it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.64it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.66it/s] 8it [00:04, 1.66it/s] 9it [00:05, 1.70it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.67it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.70it/s] 17it [00:10, 1.69it/s] 18it [00:10, 1.70it/s] 19it [00:11, 1.68it/s] 20it [00:11, 1.66it/s] 21it [00:12, 1.66it/s] 22it [00:13, 1.69it/s] 23it [00:13, 1.69it/s] 24it [00:14, 1.68it/s] 25it [00:14, 1.67it/s] 26it [00:15, 1.67it/s] 27it [00:16, 1.70it/s] 28it [00:16, 1.71it/s] 29it [00:17, 1.70it/s] 30it [00:17, 1.68it/s] 31it [00:18, 1.69it/s] 32it [00:19, 1.66it/s] 33it [00:19, 1.60it/s] 34it [00:20, 1.59it/s] 35it [00:21, 1.58it/s] 36it [00:21, 1.59it/s] 37it [00:22, 1.56it/s] 38it [00:22, 1.58it/s] 39it [00:23, 1.59it/s] 40it [00:24, 1.60it/s] 41it [00:24, 1.62it/s] 42it [00:25, 1.63it/s] 43it [00:25, 1.65it/s] 44it [00:26, 1.66it/s] 45it [00:27, 1.67it/s] 46it [00:27, 1.66it/s] 47it [00:28, 1.67it/s] 48it [00:28, 1.65it/s] 49it [00:29, 1.65it/s] 50it [00:30, 1.65it/s] 51it [00:30, 1.66it/s] 52it [00:31, 1.68it/s] 53it [00:31, 1.69it/s] 54it [00:32, 1.67it/s] 55it [00:33, 1.68it/s] 56it [00:33, 1.69it/s] 57it [00:34, 1.68it/s] 58it [00:34, 1.66it/s] 59it [00:35, 1.67it/s] 60it [00:36, 1.64it/s] 61it [00:36, 1.63it/s] 62it [00:37, 1.62it/s] 63it [00:37, 1.66it/s] 64it [00:38, 1.66it/s] 65it [00:39, 1.65it/s] 66it [00:39, 1.65it/s] 67it [00:40, 1.68it/s] 68it [00:40, 1.67it/s] 69it [00:41, 1.66it/s] 70it [00:42, 1.65it/s] 71it [00:42, 1.67it/s] 72it [00:43, 1.66it/s] 73it [00:43, 1.70it/s] 74it [00:44, 1.70it/s] 75it [00:45, 1.71it/s] 76it [00:45, 1.70it/s] 77it [00:46, 1.67it/s] 78it [00:46, 1.66it/s] 79it [00:47, 1.68it/s] 80it [00:48, 1.67it/s] 81it [00:48, 2.09it/s] 81it [00:48, 1.68it/s] +[Training set] Epoch: 6, Average loss: 0.6385 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.08it/s] 2it [00:00, 2.04it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.02it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.01it/s] 10it [00:04, 2.01it/s] 11it [00:05, 2.00it/s] 12it [00:05, 2.02it/s] 13it [00:06, 2.30it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 6, Accuracy: 67.74% + +epoch 6, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.61it/s] 3it [00:01, 1.64it/s] 4it [00:02, 1.68it/s] 5it [00:03, 1.65it/s] 6it [00:03, 1.65it/s] 7it [00:04, 1.65it/s] 8it [00:04, 1.65it/s] 9it [00:05, 1.63it/s] 10it [00:06, 1.62it/s] 11it [00:06, 1.66it/s] 12it [00:07, 1.66it/s] 13it [00:07, 1.67it/s] 14it [00:08, 1.67it/s] 15it [00:09, 1.67it/s] 16it [00:09, 1.66it/s] 17it [00:10, 1.70it/s] 18it [00:10, 1.69it/s] 19it [00:11, 1.68it/s] 20it [00:12, 1.69it/s] 21it [00:12, 1.73it/s] 22it [00:13, 1.72it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.69it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.70it/s] 27it [00:16, 1.66it/s] 28it [00:16, 1.65it/s] 29it [00:17, 1.65it/s] 30it [00:17, 1.65it/s] 31it [00:18, 1.67it/s] 32it [00:19, 1.63it/s] 33it [00:19, 1.67it/s] 34it [00:20, 1.69it/s] 35it [00:21, 1.64it/s] 36it [00:21, 1.66it/s] 37it [00:22, 1.65it/s] 38it [00:22, 1.64it/s] 39it [00:23, 1.66it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.70it/s] 42it [00:25, 1.70it/s] 43it [00:25, 1.74it/s] 44it [00:26, 1.72it/s] 45it [00:26, 1.73it/s] 46it [00:27, 1.72it/s] 47it [00:28, 1.72it/s] 48it [00:28, 1.70it/s] 49it [00:29, 1.69it/s] 50it [00:29, 1.71it/s] 51it [00:30, 1.67it/s] 52it [00:31, 1.66it/s] 53it [00:31, 1.67it/s] 54it [00:32, 1.68it/s] 55it [00:32, 1.69it/s] 56it [00:33, 1.69it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.69it/s] 59it [00:35, 1.69it/s] 60it [00:35, 1.67it/s] 61it [00:36, 1.68it/s] 62it [00:36, 1.67it/s] 63it [00:37, 1.66it/s] 64it [00:38, 1.68it/s] 65it [00:38, 1.69it/s] 66it [00:39, 1.68it/s] 67it [00:39, 1.69it/s] 68it [00:40, 1.69it/s] 69it [00:41, 1.68it/s] 70it [00:41, 1.67it/s] 71it [00:42, 1.69it/s] 72it [00:42, 1.65it/s] 73it [00:43, 1.67it/s] 74it [00:44, 1.71it/s] 75it [00:44, 1.68it/s] 76it [00:45, 1.68it/s] 77it [00:45, 1.68it/s] 78it [00:46, 1.69it/s] 79it [00:47, 1.69it/s] 80it [00:47, 1.70it/s] 81it [00:47, 2.12it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 7, Average loss: 0.6367 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.07it/s] 2it [00:00, 2.00it/s] 3it [00:01, 1.99it/s] 4it [00:02, 1.99it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.03it/s] 7it [00:03, 2.01it/s] 8it [00:03, 2.01it/s] 9it [00:04, 2.00it/s] 10it [00:04, 2.02it/s] 11it [00:05, 2.00it/s] 12it [00:05, 1.99it/s] 13it [00:06, 2.26it/s] 13it [00:06, 2.07it/s] +[Test set] Epoch: 7, Accuracy: 67.74% + +epoch 7, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.58it/s] 2it [00:01, 1.62it/s] 3it [00:01, 1.66it/s] 4it [00:02, 1.65it/s] 5it [00:02, 1.69it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.69it/s] 9it [00:05, 1.70it/s] 10it [00:05, 1.69it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.66it/s] 14it [00:08, 1.65it/s] 15it [00:08, 1.68it/s] 16it [00:09, 1.68it/s] 17it [00:10, 1.67it/s] 18it [00:10, 1.68it/s] 19it [00:11, 1.67it/s] 20it [00:11, 1.69it/s] 21it [00:12, 1.69it/s] 22it [00:13, 1.66it/s] 23it [00:13, 1.66it/s] 24it [00:14, 1.67it/s] 25it [00:14, 1.64it/s] 26it [00:15, 1.65it/s] 27it [00:16, 1.61it/s] 28it [00:16, 1.58it/s] 29it [00:17, 1.62it/s] 30it [00:18, 1.67it/s] 31it [00:18, 1.65it/s] 32it [00:19, 1.65it/s] 33it [00:19, 1.67it/s] 34it [00:20, 1.65it/s] 35it [00:21, 1.66it/s] 36it [00:21, 1.68it/s] 37it [00:22, 1.68it/s] 38it [00:22, 1.67it/s] 39it [00:23, 1.69it/s] 40it [00:24, 1.68it/s] 41it [00:24, 1.71it/s] 42it [00:25, 1.70it/s] 43it [00:25, 1.71it/s] 44it [00:26, 1.70it/s] 45it [00:26, 1.69it/s] 46it [00:27, 1.67it/s] 47it [00:28, 1.67it/s] 48it [00:28, 1.68it/s] 49it [00:29, 1.68it/s] 50it [00:29, 1.69it/s] 51it [00:30, 1.70it/s] 52it [00:31, 1.71it/s] 53it [00:31, 1.72it/s] 54it [00:32, 1.70it/s] 55it [00:32, 1.70it/s] 56it [00:33, 1.69it/s] 57it [00:34, 1.57it/s] 58it [00:34, 1.58it/s] 59it [00:35, 1.58it/s] 60it [00:36, 1.56it/s] 61it [00:36, 1.57it/s] 62it [00:37, 1.61it/s] 63it [00:37, 1.65it/s] 64it [00:38, 1.68it/s] 65it [00:39, 1.70it/s] 66it [00:39, 1.71it/s] 67it [00:40, 1.74it/s] 68it [00:40, 1.73it/s] 69it [00:41, 1.73it/s] 70it [00:41, 1.71it/s] 71it [00:42, 1.70it/s] 72it [00:43, 1.66it/s] 73it [00:43, 1.62it/s] 74it [00:44, 1.57it/s] 75it [00:45, 1.55it/s] 76it [00:45, 1.53it/s] 77it [00:46, 1.52it/s] 78it [00:47, 1.52it/s] 79it [00:47, 1.52it/s] 80it [00:48, 1.53it/s] 81it [00:48, 1.90it/s] 81it [00:48, 1.66it/s] +[Training set] Epoch: 8, Average loss: 0.6352 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.11it/s] 2it [00:00, 2.07it/s] 3it [00:01, 2.09it/s] 4it [00:01, 2.10it/s] 5it [00:02, 2.08it/s] 6it [00:02, 2.06it/s] 7it [00:03, 2.06it/s] 8it [00:03, 2.06it/s] 9it [00:04, 2.07it/s] 10it [00:04, 2.08it/s] 11it [00:05, 2.05it/s] 12it [00:05, 2.05it/s] 13it [00:06, 2.34it/s] 13it [00:06, 2.13it/s] +[Test set] Epoch: 8, Accuracy: 67.74% + +epoch 8, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.64it/s] 3it [00:01, 1.67it/s] 4it [00:02, 1.69it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.72it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.73it/s] 9it [00:05, 1.71it/s] 10it [00:05, 1.69it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.67it/s] 14it [00:08, 1.67it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.65it/s] 17it [00:10, 1.66it/s] 18it [00:10, 1.67it/s] 19it [00:11, 1.72it/s] 20it [00:11, 1.74it/s] 21it [00:12, 1.75it/s] 22it [00:12, 1.70it/s] 23it [00:13, 1.74it/s] 24it [00:14, 1.73it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.71it/s] 27it [00:15, 1.74it/s] 28it [00:16, 1.75it/s] 29it [00:17, 1.73it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.72it/s] 32it [00:18, 1.71it/s] 33it [00:19, 1.72it/s] 34it [00:19, 1.76it/s] 35it [00:20, 1.75it/s] 36it [00:21, 1.72it/s] 37it [00:21, 1.74it/s] 38it [00:22, 1.71it/s] 39it [00:22, 1.71it/s] 40it [00:23, 1.72it/s] 41it [00:23, 1.72it/s] 42it [00:24, 1.75it/s] 43it [00:25, 1.70it/s] 44it [00:25, 1.69it/s] 45it [00:26, 1.70it/s] 46it [00:26, 1.68it/s] 47it [00:27, 1.70it/s] 48it [00:28, 1.70it/s] 49it [00:28, 1.70it/s] 50it [00:29, 1.69it/s] 51it [00:29, 1.69it/s] 52it [00:30, 1.66it/s] 53it [00:31, 1.67it/s] 54it [00:31, 1.67it/s] 55it [00:32, 1.67it/s] 56it [00:32, 1.68it/s] 57it [00:33, 1.68it/s] 58it [00:34, 1.69it/s] 59it [00:34, 1.69it/s] 60it [00:35, 1.67it/s] 61it [00:35, 1.67it/s] 62it [00:36, 1.66it/s] 63it [00:37, 1.68it/s] 64it [00:37, 1.66it/s] 65it [00:38, 1.66it/s] 66it [00:38, 1.66it/s] 67it [00:39, 1.71it/s] 68it [00:40, 1.71it/s] 69it [00:40, 1.70it/s] 70it [00:41, 1.68it/s] 71it [00:41, 1.71it/s] 72it [00:42, 1.70it/s] 73it [00:42, 1.68it/s] 74it [00:43, 1.68it/s] 75it [00:44, 1.69it/s] 76it [00:44, 1.66it/s] 77it [00:45, 1.65it/s] 78it [00:46, 1.62it/s] 79it [00:46, 1.65it/s] 80it [00:47, 1.67it/s] 81it [00:47, 2.09it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 9, Average loss: 0.6356 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.09it/s] 2it [00:00, 2.00it/s] 3it [00:01, 2.04it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.00it/s] 7it [00:03, 2.00it/s] 8it [00:03, 2.01it/s] 9it [00:04, 1.99it/s] 10it [00:04, 1.99it/s] 11it [00:05, 2.00it/s] 12it [00:05, 1.99it/s] 13it [00:06, 2.26it/s] 13it [00:06, 2.07it/s] +[Test set] Epoch: 9, Accuracy: 67.74% + +epoch 9, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.70it/s] 5it [00:02, 1.72it/s] 6it [00:03, 1.73it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.70it/s] 9it [00:05, 1.72it/s] 10it [00:05, 1.71it/s] 11it [00:06, 1.72it/s] 12it [00:07, 1.72it/s] 13it [00:07, 1.75it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.72it/s] 16it [00:09, 1.73it/s] 17it [00:09, 1.74it/s] 18it [00:10, 1.74it/s] 19it [00:11, 1.70it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.75it/s] 22it [00:12, 1.73it/s] 23it [00:13, 1.71it/s] 24it [00:13, 1.70it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.69it/s] 27it [00:15, 1.67it/s] 28it [00:16, 1.69it/s] 29it [00:16, 1.69it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.71it/s] 32it [00:18, 1.72it/s] 33it [00:19, 1.75it/s] 34it [00:19, 1.74it/s] 35it [00:20, 1.73it/s] 36it [00:21, 1.71it/s] 37it [00:21, 1.72it/s] 38it [00:22, 1.72it/s] 39it [00:22, 1.70it/s] 40it [00:23, 1.70it/s] 41it [00:23, 1.69it/s] 42it [00:24, 1.69it/s] 43it [00:25, 1.70it/s] 44it [00:25, 1.70it/s] 45it [00:26, 1.70it/s] 46it [00:26, 1.69it/s] 47it [00:27, 1.66it/s] 48it [00:28, 1.67it/s] 49it [00:28, 1.70it/s] 50it [00:29, 1.71it/s] 51it [00:29, 1.72it/s] 52it [00:30, 1.72it/s] 53it [00:31, 1.71it/s] 54it [00:31, 1.71it/s] 55it [00:32, 1.72it/s] 56it [00:32, 1.71it/s] 57it [00:33, 1.74it/s] 58it [00:33, 1.73it/s] 59it [00:34, 1.74it/s] 60it [00:35, 1.73it/s] 61it [00:35, 1.76it/s] 62it [00:36, 1.75it/s] 63it [00:36, 1.74it/s] 64it [00:37, 1.74it/s] 65it [00:37, 1.73it/s] 66it [00:38, 1.73it/s] 67it [00:39, 1.74it/s] 68it [00:39, 1.74it/s] 69it [00:40, 1.75it/s] 70it [00:40, 1.72it/s] 71it [00:41, 1.76it/s] 72it [00:41, 1.77it/s] 73it [00:42, 1.75it/s] 74it [00:43, 1.74it/s] 75it [00:43, 1.75it/s] 76it [00:44, 1.74it/s] 77it [00:44, 1.75it/s] 78it [00:45, 1.75it/s] 79it [00:45, 1.75it/s] 80it [00:46, 1.74it/s] 81it [00:46, 2.19it/s] 81it [00:46, 1.73it/s] +[Training set] Epoch: 10, Average loss: 0.6319 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.04it/s] 2it [00:00, 2.06it/s] 3it [00:01, 2.09it/s] 4it [00:01, 2.10it/s] 5it [00:02, 2.08it/s] 6it [00:02, 2.08it/s] 7it [00:03, 2.01it/s] 8it [00:03, 1.95it/s] 9it [00:04, 1.93it/s] 10it [00:05, 1.89it/s] 11it [00:05, 1.88it/s] 12it [00:06, 1.87it/s] 13it [00:06, 2.11it/s] 13it [00:06, 2.01it/s] +[Test set] Epoch: 10, Accuracy: 67.74% + +epoch 10, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.47it/s] 2it [00:01, 1.49it/s] 3it [00:01, 1.60it/s] 4it [00:02, 1.65it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.67it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.69it/s] 10it [00:06, 1.72it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.70it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.72it/s] 16it [00:09, 1.71it/s] 17it [00:10, 1.71it/s] 18it [00:10, 1.68it/s] 19it [00:11, 1.69it/s] 20it [00:11, 1.68it/s] 21it [00:12, 1.67it/s] 22it [00:13, 1.67it/s] 23it [00:13, 1.68it/s] 24it [00:14, 1.68it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.69it/s] 27it [00:16, 1.69it/s] 28it [00:16, 1.69it/s] 29it [00:17, 1.69it/s] 30it [00:17, 1.67it/s] 31it [00:18, 1.70it/s] 32it [00:19, 1.70it/s] 33it [00:19, 1.68it/s] 34it [00:20, 1.66it/s] 35it [00:20, 1.68it/s] 36it [00:21, 1.70it/s] 37it [00:21, 1.72it/s] 38it [00:22, 1.71it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.70it/s] 42it [00:24, 1.73it/s] 43it [00:25, 1.72it/s] 44it [00:26, 1.71it/s] 45it [00:26, 1.72it/s] 46it [00:27, 1.63it/s] 47it [00:28, 1.58it/s] 48it [00:28, 1.55it/s] 49it [00:29, 1.55it/s] 50it [00:30, 1.54it/s] 51it [00:30, 1.54it/s] 52it [00:31, 1.52it/s] 53it [00:31, 1.54it/s] 54it [00:32, 1.60it/s] 55it [00:33, 1.61it/s] 56it [00:33, 1.61it/s] 57it [00:34, 1.59it/s] 58it [00:35, 1.57it/s] 59it [00:35, 1.57it/s] 60it [00:36, 1.57it/s] 61it [00:36, 1.57it/s] 62it [00:37, 1.56it/s] 63it [00:38, 1.55it/s] 64it [00:38, 1.54it/s] 65it [00:39, 1.55it/s] 66it [00:40, 1.56it/s] 67it [00:40, 1.53it/s] 68it [00:41, 1.52it/s] 69it [00:42, 1.53it/s] 70it [00:42, 1.54it/s] 71it [00:43, 1.54it/s] 72it [00:44, 1.54it/s] 73it [00:44, 1.53it/s] 74it [00:45, 1.56it/s] 75it [00:45, 1.61it/s] 76it [00:46, 1.61it/s] 77it [00:47, 1.63it/s] 78it [00:47, 1.63it/s] 79it [00:48, 1.66it/s] 80it [00:48, 1.66it/s] 81it [00:49, 2.09it/s] 81it [00:49, 1.65it/s] +[Training set] Epoch: 11, Average loss: 0.6298 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.01it/s] 2it [00:00, 2.00it/s] 3it [00:01, 2.01it/s] 4it [00:01, 2.00it/s] 5it [00:02, 2.00it/s] 6it [00:03, 1.99it/s] 7it [00:03, 1.99it/s] 8it [00:03, 2.01it/s] 9it [00:04, 2.02it/s] 10it [00:04, 2.02it/s] 11it [00:05, 2.01it/s] 12it [00:05, 2.04it/s] 13it [00:06, 2.30it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 11, Accuracy: 67.74% + +epoch 11, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.61it/s] 3it [00:01, 1.63it/s] 4it [00:02, 1.63it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.67it/s] 7it [00:04, 1.66it/s] 8it [00:04, 1.65it/s] 9it [00:05, 1.64it/s] 10it [00:06, 1.63it/s] 11it [00:06, 1.65it/s] 12it [00:07, 1.66it/s] 13it [00:07, 1.64it/s] 14it [00:08, 1.66it/s] 15it [00:09, 1.67it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.69it/s] 18it [00:10, 1.67it/s] 19it [00:11, 1.68it/s] 20it [00:12, 1.69it/s] 21it [00:12, 1.71it/s] 22it [00:13, 1.71it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.69it/s] 25it [00:14, 1.67it/s] 26it [00:15, 1.67it/s] 27it [00:16, 1.69it/s] 28it [00:16, 1.67it/s] 29it [00:17, 1.66it/s] 30it [00:18, 1.66it/s] 31it [00:18, 1.65it/s] 32it [00:19, 1.66it/s] 33it [00:19, 1.66it/s] 34it [00:20, 1.66it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.70it/s] 37it [00:22, 1.65it/s] 38it [00:22, 1.65it/s] 39it [00:23, 1.67it/s] 40it [00:23, 1.68it/s] 41it [00:24, 1.65it/s] 42it [00:25, 1.65it/s] 43it [00:25, 1.65it/s] 44it [00:26, 1.63it/s] 45it [00:27, 1.66it/s] 46it [00:27, 1.66it/s] 47it [00:28, 1.67it/s] 48it [00:28, 1.69it/s] 49it [00:29, 1.72it/s] 50it [00:29, 1.72it/s] 51it [00:30, 1.72it/s] 52it [00:31, 1.71it/s] 53it [00:31, 1.70it/s] 54it [00:32, 1.69it/s] 55it [00:32, 1.69it/s] 56it [00:33, 1.70it/s] 57it [00:34, 1.68it/s] 58it [00:34, 1.67it/s] 59it [00:35, 1.69it/s] 60it [00:35, 1.69it/s] 61it [00:36, 1.70it/s] 62it [00:37, 1.70it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.69it/s] 65it [00:38, 1.63it/s] 66it [00:39, 1.69it/s] 67it [00:40, 1.70it/s] 68it [00:40, 1.72it/s] 69it [00:41, 1.72it/s] 70it [00:41, 1.71it/s] 71it [00:42, 1.71it/s] 72it [00:42, 1.72it/s] 73it [00:43, 1.71it/s] 74it [00:44, 1.69it/s] 75it [00:44, 1.70it/s] 76it [00:45, 1.71it/s] 77it [00:45, 1.73it/s] 78it [00:46, 1.75it/s] 79it [00:46, 1.74it/s] 80it [00:47, 1.74it/s] 81it [00:47, 2.18it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 12, Average loss: 0.6252 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.05it/s] 2it [00:00, 2.06it/s] 3it [00:01, 2.05it/s] 4it [00:01, 2.05it/s] 5it [00:02, 2.05it/s] 6it [00:02, 2.05it/s] 7it [00:03, 2.04it/s] 8it [00:03, 2.05it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.05it/s] 11it [00:05, 2.04it/s] 12it [00:05, 2.05it/s] 13it [00:06, 2.33it/s] 13it [00:06, 2.11it/s] +[Test set] Epoch: 12, Accuracy: 67.74% + +epoch 12, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.69it/s] 6it [00:03, 1.72it/s] 7it [00:04, 1.71it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.73it/s] 10it [00:05, 1.72it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.67it/s] 14it [00:08, 1.65it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.70it/s] 17it [00:10, 1.73it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.73it/s] 20it [00:11, 1.73it/s] 21it [00:12, 1.73it/s] 22it [00:12, 1.70it/s] 23it [00:13, 1.69it/s] 24it [00:14, 1.72it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.68it/s] 27it [00:15, 1.68it/s] 28it [00:16, 1.68it/s] 29it [00:17, 1.70it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.69it/s] 32it [00:18, 1.68it/s] 33it [00:19, 1.68it/s] 34it [00:20, 1.68it/s] 35it [00:20, 1.67it/s] 36it [00:21, 1.66it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.69it/s] 39it [00:23, 1.70it/s] 40it [00:23, 1.68it/s] 41it [00:24, 1.65it/s] 42it [00:24, 1.63it/s] 43it [00:25, 1.67it/s] 44it [00:26, 1.65it/s] 45it [00:26, 1.65it/s] 46it [00:27, 1.64it/s] 47it [00:27, 1.65it/s] 48it [00:28, 1.65it/s] 49it [00:29, 1.68it/s] 50it [00:29, 1.68it/s] 51it [00:30, 1.69it/s] 52it [00:30, 1.70it/s] 53it [00:31, 1.72it/s] 54it [00:31, 1.72it/s] 55it [00:32, 1.70it/s] 56it [00:33, 1.71it/s] 57it [00:33, 1.70it/s] 58it [00:34, 1.68it/s] 59it [00:34, 1.68it/s] 60it [00:35, 1.68it/s] 61it [00:36, 1.70it/s] 62it [00:36, 1.70it/s] 63it [00:37, 1.71it/s] 64it [00:37, 1.70it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.69it/s] 67it [00:39, 1.67it/s] 68it [00:40, 1.67it/s] 69it [00:40, 1.64it/s] 70it [00:41, 1.66it/s] 71it [00:42, 1.67it/s] 72it [00:42, 1.68it/s] 73it [00:43, 1.69it/s] 74it [00:43, 1.69it/s] 75it [00:44, 1.69it/s] 76it [00:45, 1.67it/s] 77it [00:45, 1.70it/s] 78it [00:46, 1.71it/s] 79it [00:46, 1.68it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.12it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 13, Average loss: 0.6211 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.02it/s] 2it [00:01, 1.99it/s] 3it [00:01, 1.97it/s] 4it [00:02, 1.98it/s] 5it [00:02, 1.99it/s] 6it [00:03, 1.98it/s] 7it [00:03, 1.98it/s] 8it [00:04, 1.99it/s] 9it [00:04, 2.00it/s] 10it [00:05, 2.00it/s] 11it [00:05, 1.98it/s] 12it [00:06, 1.99it/s] 13it [00:06, 2.28it/s] 13it [00:06, 2.05it/s] +[Test set] Epoch: 13, Accuracy: 67.74% + +epoch 13, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.60it/s] 2it [00:01, 1.59it/s] 3it [00:01, 1.63it/s] 4it [00:02, 1.66it/s] 5it [00:03, 1.63it/s] 6it [00:03, 1.63it/s] 7it [00:04, 1.66it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.68it/s] 10it [00:06, 1.67it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.67it/s] 14it [00:08, 1.65it/s] 15it [00:09, 1.66it/s] 16it [00:09, 1.67it/s] 17it [00:10, 1.67it/s] 18it [00:10, 1.67it/s] 19it [00:11, 1.69it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.70it/s] 22it [00:13, 1.69it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.68it/s] 27it [00:16, 1.68it/s] 28it [00:16, 1.68it/s] 29it [00:17, 1.70it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.68it/s] 32it [00:19, 1.67it/s] 33it [00:19, 1.64it/s] 34it [00:20, 1.64it/s] 35it [00:20, 1.63it/s] 36it [00:21, 1.65it/s] 37it [00:22, 1.64it/s] 38it [00:22, 1.64it/s] 39it [00:23, 1.66it/s] 40it [00:23, 1.67it/s] 41it [00:24, 1.65it/s] 42it [00:25, 1.65it/s] 43it [00:25, 1.65it/s] 44it [00:26, 1.62it/s] 45it [00:27, 1.63it/s] 46it [00:27, 1.63it/s] 47it [00:28, 1.64it/s] 48it [00:28, 1.65it/s] 49it [00:29, 1.65it/s] 50it [00:30, 1.64it/s] 51it [00:30, 1.65it/s] 52it [00:31, 1.68it/s] 53it [00:31, 1.70it/s] 54it [00:32, 1.70it/s] 55it [00:33, 1.70it/s] 56it [00:33, 1.70it/s] 57it [00:34, 1.66it/s] 58it [00:34, 1.65it/s] 59it [00:35, 1.67it/s] 60it [00:35, 1.71it/s] 61it [00:36, 1.65it/s] 62it [00:37, 1.67it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.68it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.66it/s] 67it [00:40, 1.65it/s] 68it [00:40, 1.68it/s] 69it [00:41, 1.68it/s] 70it [00:41, 1.67it/s] 71it [00:42, 1.68it/s] 72it [00:43, 1.68it/s] 73it [00:43, 1.65it/s] 74it [00:44, 1.66it/s] 75it [00:44, 1.68it/s] 76it [00:45, 1.71it/s] 77it [00:46, 1.68it/s] 78it [00:46, 1.67it/s] 79it [00:47, 1.68it/s] 80it [00:47, 1.65it/s] 81it [00:48, 2.09it/s] 81it [00:48, 1.68it/s] +[Training set] Epoch: 14, Average loss: 0.6170 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.99it/s] 2it [00:01, 1.97it/s] 3it [00:01, 1.98it/s] 4it [00:01, 2.02it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.04it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.01it/s] 10it [00:04, 2.00it/s] 11it [00:05, 2.00it/s] 12it [00:05, 2.00it/s] 13it [00:06, 2.29it/s] 13it [00:06, 2.07it/s] +[Test set] Epoch: 14, Accuracy: 67.74% + +epoch 14, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.59it/s] 2it [00:01, 1.60it/s] 3it [00:01, 1.64it/s] 4it [00:02, 1.64it/s] 5it [00:03, 1.63it/s] 6it [00:03, 1.63it/s] 7it [00:04, 1.65it/s] 8it [00:04, 1.66it/s] 9it [00:05, 1.69it/s] 10it [00:06, 1.68it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.67it/s] 13it [00:07, 1.64it/s] 14it [00:08, 1.67it/s] 15it [00:09, 1.71it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.69it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.69it/s] 20it [00:12, 1.66it/s] 21it [00:12, 1.63it/s] 22it [00:13, 1.57it/s] 23it [00:13, 1.58it/s] 24it [00:14, 1.58it/s] 25it [00:15, 1.61it/s] 26it [00:15, 1.65it/s] 27it [00:16, 1.67it/s] 28it [00:16, 1.67it/s] 29it [00:17, 1.69it/s] 30it [00:18, 1.68it/s] 31it [00:18, 1.69it/s] 32it [00:19, 1.70it/s] 33it [00:19, 1.68it/s] 34it [00:20, 1.66it/s] 35it [00:21, 1.66it/s] 36it [00:21, 1.67it/s] 37it [00:22, 1.67it/s] 38it [00:22, 1.68it/s] 39it [00:23, 1.69it/s] 40it [00:24, 1.70it/s] 41it [00:24, 1.69it/s] 42it [00:25, 1.68it/s] 43it [00:25, 1.68it/s] 44it [00:26, 1.69it/s] 45it [00:27, 1.68it/s] 46it [00:27, 1.66it/s] 47it [00:28, 1.67it/s] 48it [00:28, 1.71it/s] 49it [00:29, 1.70it/s] 50it [00:29, 1.70it/s] 51it [00:30, 1.73it/s] 52it [00:31, 1.73it/s] 53it [00:31, 1.73it/s] 54it [00:32, 1.72it/s] 55it [00:32, 1.73it/s] 56it [00:33, 1.74it/s] 57it [00:34, 1.73it/s] 58it [00:34, 1.73it/s] 59it [00:35, 1.72it/s] 60it [00:35, 1.72it/s] 61it [00:36, 1.72it/s] 62it [00:36, 1.73it/s] 63it [00:37, 1.72it/s] 64it [00:38, 1.71it/s] 65it [00:38, 1.70it/s] 66it [00:39, 1.71it/s] 67it [00:39, 1.72it/s] 68it [00:40, 1.70it/s] 69it [00:41, 1.70it/s] 70it [00:41, 1.70it/s] 71it [00:42, 1.70it/s] 72it [00:42, 1.66it/s] 73it [00:43, 1.70it/s] 74it [00:43, 1.71it/s] 75it [00:44, 1.71it/s] 76it [00:45, 1.67it/s] 77it [00:45, 1.62it/s] 78it [00:46, 1.59it/s] 79it [00:47, 1.57it/s] 80it [00:47, 1.57it/s] 81it [00:48, 1.98it/s] 81it [00:48, 1.69it/s] +[Training set] Epoch: 15, Average loss: 0.6118 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.91it/s] 2it [00:01, 1.87it/s] 3it [00:01, 1.82it/s] 4it [00:02, 1.83it/s] 5it [00:02, 1.83it/s] 6it [00:03, 1.83it/s] 7it [00:03, 1.83it/s] 8it [00:04, 1.83it/s] 9it [00:04, 1.84it/s] 10it [00:05, 1.85it/s] 11it [00:05, 1.84it/s] 12it [00:06, 1.83it/s] 13it [00:06, 2.11it/s] 13it [00:06, 1.90it/s] +[Test set] Epoch: 15, Accuracy: 67.74% + +epoch 15, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.57it/s] 2it [00:01, 1.50it/s] 3it [00:01, 1.51it/s] 4it [00:02, 1.52it/s] 5it [00:03, 1.53it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.54it/s] 8it [00:05, 1.53it/s] 9it [00:05, 1.53it/s] 10it [00:06, 1.51it/s] 11it [00:07, 1.51it/s] 12it [00:07, 1.51it/s] 13it [00:08, 1.51it/s] 14it [00:09, 1.51it/s] 15it [00:09, 1.50it/s] 16it [00:10, 1.51it/s] 17it [00:11, 1.54it/s] 18it [00:11, 1.55it/s] 19it [00:12, 1.58it/s] 20it [00:13, 1.60it/s] 21it [00:13, 1.60it/s] 22it [00:14, 1.60it/s] 23it [00:14, 1.61it/s] 24it [00:15, 1.65it/s] 25it [00:16, 1.62it/s] 26it [00:16, 1.56it/s] 27it [00:17, 1.57it/s] 28it [00:18, 1.55it/s] 29it [00:18, 1.56it/s] 30it [00:19, 1.57it/s] 31it [00:19, 1.60it/s] 32it [00:20, 1.63it/s] 33it [00:21, 1.61it/s] 34it [00:21, 1.62it/s] 35it [00:22, 1.65it/s] 36it [00:22, 1.67it/s] 37it [00:23, 1.65it/s] 38it [00:24, 1.65it/s] 39it [00:24, 1.68it/s] 40it [00:25, 1.68it/s] 41it [00:25, 1.66it/s] 42it [00:26, 1.65it/s] 43it [00:27, 1.68it/s] 44it [00:27, 1.69it/s] 45it [00:28, 1.70it/s] 46it [00:28, 1.72it/s] 47it [00:29, 1.70it/s] 48it [00:30, 1.69it/s] 49it [00:30, 1.71it/s] 50it [00:31, 1.69it/s] 51it [00:31, 1.68it/s] 52it [00:32, 1.66it/s] 53it [00:33, 1.69it/s] 54it [00:33, 1.69it/s] 55it [00:34, 1.69it/s] 56it [00:34, 1.68it/s] 57it [00:35, 1.69it/s] 58it [00:36, 1.69it/s] 59it [00:36, 1.68it/s] 60it [00:37, 1.67it/s] 61it [00:37, 1.69it/s] 62it [00:38, 1.67it/s] 63it [00:38, 1.69it/s] 64it [00:39, 1.69it/s] 65it [00:40, 1.67it/s] 66it [00:40, 1.65it/s] 67it [00:41, 1.69it/s] 68it [00:41, 1.67it/s] 69it [00:42, 1.68it/s] 70it [00:43, 1.66it/s] 71it [00:43, 1.68it/s] 72it [00:44, 1.68it/s] 73it [00:44, 1.67it/s] 74it [00:45, 1.68it/s] 75it [00:46, 1.66it/s] 76it [00:46, 1.64it/s] 77it [00:47, 1.67it/s] 78it [00:47, 1.67it/s] 79it [00:48, 1.70it/s] 80it [00:49, 1.69it/s] 81it [00:49, 2.14it/s] 81it [00:49, 1.64it/s] +[Training set] Epoch: 16, Average loss: 0.6057 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.01it/s] 2it [00:01, 1.99it/s] 3it [00:01, 1.99it/s] 4it [00:01, 2.01it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.00it/s] 10it [00:04, 2.01it/s] 11it [00:05, 2.00it/s] 12it [00:05, 2.00it/s] 13it [00:06, 2.27it/s] 13it [00:06, 2.07it/s] +[Test set] Epoch: 16, Accuracy: 67.74% + +epoch 16, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.62it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.66it/s] 5it [00:02, 1.69it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.67it/s] 8it [00:04, 1.66it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.71it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.70it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.66it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.66it/s] 17it [00:10, 1.65it/s] 18it [00:10, 1.67it/s] 19it [00:11, 1.65it/s] 20it [00:12, 1.64it/s] 21it [00:12, 1.63it/s] 22it [00:13, 1.60it/s] 23it [00:13, 1.62it/s] 24it [00:14, 1.63it/s] 25it [00:15, 1.66it/s] 26it [00:15, 1.67it/s] 27it [00:16, 1.65it/s] 28it [00:16, 1.65it/s] 29it [00:17, 1.66it/s] 30it [00:18, 1.67it/s] 31it [00:18, 1.65it/s] 32it [00:19, 1.66it/s] 33it [00:19, 1.65it/s] 34it [00:20, 1.67it/s] 35it [00:21, 1.67it/s] 36it [00:21, 1.66it/s] 37it [00:22, 1.71it/s] 38it [00:22, 1.71it/s] 39it [00:23, 1.70it/s] 40it [00:23, 1.71it/s] 41it [00:24, 1.71it/s] 42it [00:25, 1.70it/s] 43it [00:25, 1.70it/s] 44it [00:26, 1.68it/s] 45it [00:26, 1.70it/s] 46it [00:27, 1.70it/s] 47it [00:28, 1.68it/s] 48it [00:28, 1.66it/s] 49it [00:29, 1.65it/s] 50it [00:29, 1.67it/s] 51it [00:30, 1.71it/s] 52it [00:31, 1.70it/s] 53it [00:31, 1.70it/s] 54it [00:32, 1.71it/s] 55it [00:32, 1.71it/s] 56it [00:33, 1.73it/s] 57it [00:33, 1.74it/s] 58it [00:34, 1.72it/s] 59it [00:35, 1.74it/s] 60it [00:35, 1.71it/s] 61it [00:36, 1.72it/s] 62it [00:36, 1.71it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.67it/s] 65it [00:38, 1.65it/s] 66it [00:39, 1.64it/s] 67it [00:39, 1.67it/s] 68it [00:40, 1.66it/s] 69it [00:41, 1.69it/s] 70it [00:41, 1.71it/s] 71it [00:42, 1.71it/s] 72it [00:42, 1.72it/s] 73it [00:43, 1.71it/s] 74it [00:44, 1.71it/s] 75it [00:44, 1.71it/s] 76it [00:45, 1.71it/s] 77it [00:45, 1.71it/s] 78it [00:46, 1.71it/s] 79it [00:46, 1.70it/s] 80it [00:47, 1.67it/s] 81it [00:47, 2.12it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 17, Average loss: 0.5995 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.04it/s] 2it [00:00, 2.02it/s] 3it [00:01, 2.01it/s] 4it [00:01, 2.01it/s] 5it [00:02, 2.00it/s] 6it [00:02, 2.01it/s] 7it [00:03, 2.02it/s] 8it [00:03, 2.03it/s] 9it [00:04, 2.01it/s] 10it [00:04, 2.00it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.31it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 17, Accuracy: 67.74% + +epoch 17, best_acc 0.6774193548387096 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.69it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.68it/s] 8it [00:04, 1.68it/s] 9it [00:05, 1.68it/s] 10it [00:05, 1.67it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.71it/s] 16it [00:09, 1.70it/s] 17it [00:10, 1.72it/s] 18it [00:10, 1.66it/s] 19it [00:11, 1.61it/s] 20it [00:12, 1.58it/s] 21it [00:12, 1.60it/s] 22it [00:13, 1.62it/s] 23it [00:13, 1.63it/s] 24it [00:14, 1.65it/s] 25it [00:15, 1.66it/s] 26it [00:15, 1.66it/s] 27it [00:16, 1.70it/s] 28it [00:16, 1.68it/s] 29it [00:17, 1.70it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.69it/s] 32it [00:19, 1.68it/s] 33it [00:19, 1.67it/s] 34it [00:20, 1.67it/s] 35it [00:20, 1.68it/s] 36it [00:21, 1.68it/s] 37it [00:22, 1.67it/s] 38it [00:22, 1.66it/s] 39it [00:23, 1.68it/s] 40it [00:23, 1.70it/s] 41it [00:24, 1.72it/s] 42it [00:25, 1.75it/s] 43it [00:25, 1.75it/s] 44it [00:26, 1.74it/s] 45it [00:26, 1.74it/s] 46it [00:27, 1.72it/s] 47it [00:27, 1.75it/s] 48it [00:28, 1.70it/s] 49it [00:29, 1.70it/s] 50it [00:29, 1.68it/s] 51it [00:30, 1.70it/s] 52it [00:30, 1.70it/s] 53it [00:31, 1.67it/s] 54it [00:32, 1.67it/s] 55it [00:32, 1.68it/s] 56it [00:33, 1.70it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.72it/s] 59it [00:35, 1.72it/s] 60it [00:35, 1.69it/s] 61it [00:36, 1.70it/s] 62it [00:36, 1.69it/s] 63it [00:37, 1.68it/s] 64it [00:38, 1.67it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.69it/s] 67it [00:39, 1.71it/s] 68it [00:40, 1.71it/s] 69it [00:40, 1.70it/s] 70it [00:41, 1.68it/s] 71it [00:42, 1.70it/s] 72it [00:42, 1.70it/s] 73it [00:43, 1.71it/s] 74it [00:43, 1.69it/s] 75it [00:44, 1.69it/s] 76it [00:45, 1.73it/s] 77it [00:45, 1.70it/s] 78it [00:46, 1.71it/s] 79it [00:46, 1.73it/s] 80it [00:47, 1.74it/s] 81it [00:47, 2.16it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 18, Average loss: 0.5934 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.09it/s] 2it [00:00, 2.02it/s] 3it [00:01, 2.03it/s] 4it [00:01, 2.02it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.03it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.05it/s] 10it [00:04, 2.04it/s] 11it [00:05, 2.04it/s] 12it [00:05, 2.04it/s] 13it [00:06, 2.31it/s] 13it [00:06, 2.10it/s] +[Test set] Epoch: 18, Accuracy: 67.99% + +epoch 18, best_acc 0.6799007444168734 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.63it/s] 3it [00:01, 1.66it/s] 4it [00:02, 1.71it/s] 5it [00:02, 1.68it/s] 6it [00:03, 1.67it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.73it/s] 9it [00:05, 1.71it/s] 10it [00:05, 1.72it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.71it/s] 13it [00:07, 1.71it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.72it/s] 16it [00:09, 1.72it/s] 17it [00:09, 1.72it/s] 18it [00:10, 1.69it/s] 19it [00:11, 1.71it/s] 20it [00:11, 1.70it/s] 21it [00:12, 1.70it/s] 22it [00:12, 1.71it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.68it/s] 26it [00:15, 1.68it/s] 27it [00:15, 1.67it/s] 28it [00:16, 1.67it/s] 29it [00:17, 1.67it/s] 30it [00:17, 1.67it/s] 31it [00:18, 1.67it/s] 32it [00:18, 1.66it/s] 33it [00:19, 1.67it/s] 34it [00:20, 1.69it/s] 35it [00:20, 1.68it/s] 36it [00:21, 1.68it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.70it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.70it/s] 42it [00:24, 1.69it/s] 43it [00:25, 1.69it/s] 44it [00:25, 1.69it/s] 45it [00:26, 1.72it/s] 46it [00:27, 1.73it/s] 47it [00:27, 1.73it/s] 48it [00:28, 1.71it/s] 49it [00:28, 1.71it/s] 50it [00:29, 1.70it/s] 51it [00:30, 1.71it/s] 52it [00:30, 1.70it/s] 53it [00:31, 1.71it/s] 54it [00:31, 1.71it/s] 55it [00:32, 1.71it/s] 56it [00:32, 1.70it/s] 57it [00:33, 1.70it/s] 58it [00:34, 1.68it/s] 59it [00:34, 1.68it/s] 60it [00:35, 1.63it/s] 61it [00:36, 1.62it/s] 62it [00:36, 1.65it/s] 63it [00:37, 1.68it/s] 64it [00:37, 1.69it/s] 65it [00:38, 1.72it/s] 66it [00:38, 1.73it/s] 67it [00:39, 1.75it/s] 68it [00:40, 1.76it/s] 69it [00:40, 1.77it/s] 70it [00:41, 1.73it/s] 71it [00:41, 1.74it/s] 72it [00:42, 1.73it/s] 73it [00:42, 1.73it/s] 74it [00:43, 1.72it/s] 75it [00:44, 1.74it/s] 76it [00:44, 1.71it/s] 77it [00:45, 1.68it/s] 78it [00:45, 1.66it/s] 79it [00:46, 1.67it/s] 80it [00:47, 1.67it/s] 81it [00:47, 2.09it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 19, Average loss: 0.5861 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.02it/s] 2it [00:00, 2.00it/s] 3it [00:01, 2.01it/s] 4it [00:01, 2.01it/s] 5it [00:02, 2.01it/s] 6it [00:02, 2.03it/s] 7it [00:03, 2.02it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.03it/s] 10it [00:04, 2.03it/s] 11it [00:05, 2.01it/s] 12it [00:05, 2.01it/s] 13it [00:06, 2.27it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 19, Accuracy: 68.98% + +epoch 19, best_acc 0.6898263027295285 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.67it/s] 5it [00:02, 1.70it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.66it/s] 8it [00:04, 1.65it/s] 9it [00:05, 1.67it/s] 10it [00:05, 1.68it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.73it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.68it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.70it/s] 17it [00:10, 1.71it/s] 18it [00:10, 1.71it/s] 19it [00:11, 1.67it/s] 20it [00:11, 1.65it/s] 21it [00:12, 1.68it/s] 22it [00:13, 1.67it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.74it/s] 25it [00:14, 1.67it/s] 26it [00:15, 1.66it/s] 27it [00:16, 1.70it/s] 28it [00:16, 1.70it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.69it/s] 31it [00:18, 1.71it/s] 32it [00:18, 1.69it/s] 33it [00:19, 1.70it/s] 34it [00:20, 1.70it/s] 35it [00:20, 1.70it/s] 36it [00:21, 1.69it/s] 37it [00:21, 1.68it/s] 38it [00:22, 1.67it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.68it/s] 42it [00:24, 1.66it/s] 43it [00:25, 1.67it/s] 44it [00:26, 1.69it/s] 45it [00:26, 1.70it/s] 46it [00:27, 1.71it/s] 47it [00:27, 1.70it/s] 48it [00:28, 1.70it/s] 49it [00:29, 1.69it/s] 50it [00:29, 1.68it/s] 51it [00:30, 1.66it/s] 52it [00:30, 1.65it/s] 53it [00:31, 1.69it/s] 54it [00:32, 1.68it/s] 55it [00:32, 1.68it/s] 56it [00:33, 1.68it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.72it/s] 59it [00:34, 1.70it/s] 60it [00:35, 1.66it/s] 61it [00:36, 1.68it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.70it/s] 64it [00:37, 1.69it/s] 65it [00:38, 1.68it/s] 66it [00:39, 1.66it/s] 67it [00:39, 1.66it/s] 68it [00:40, 1.68it/s] 69it [00:40, 1.65it/s] 70it [00:41, 1.65it/s] 71it [00:42, 1.66it/s] 72it [00:42, 1.65it/s] 73it [00:43, 1.66it/s] 74it [00:43, 1.66it/s] 75it [00:44, 1.68it/s] 76it [00:45, 1.68it/s] 77it [00:45, 1.68it/s] 78it [00:46, 1.68it/s] 79it [00:46, 1.69it/s] 80it [00:47, 1.70it/s] 81it [00:47, 2.14it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 20, Average loss: 0.5776 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.04it/s] 2it [00:00, 2.01it/s] 3it [00:01, 2.00it/s] 4it [00:01, 2.00it/s] 5it [00:02, 2.00it/s] 6it [00:02, 2.01it/s] 7it [00:03, 1.97it/s] 8it [00:04, 1.93it/s] 9it [00:04, 1.87it/s] 10it [00:05, 1.91it/s] 11it [00:05, 1.90it/s] 12it [00:06, 1.93it/s] 13it [00:06, 2.23it/s] 13it [00:06, 2.02it/s] +[Test set] Epoch: 20, Accuracy: 68.49% + +epoch 20, best_acc 0.6898263027295285 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.60it/s] 2it [00:01, 1.62it/s] 3it [00:01, 1.66it/s] 4it [00:02, 1.66it/s] 5it [00:03, 1.65it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.65it/s] 8it [00:04, 1.65it/s] 9it [00:05, 1.68it/s] 10it [00:06, 1.68it/s] 11it [00:06, 1.67it/s] 12it [00:07, 1.66it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.74it/s] 16it [00:09, 1.72it/s] 17it [00:10, 1.70it/s] 18it [00:10, 1.70it/s] 19it [00:11, 1.69it/s] 20it [00:11, 1.70it/s] 21it [00:12, 1.70it/s] 22it [00:13, 1.69it/s] 23it [00:13, 1.69it/s] 24it [00:14, 1.68it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.71it/s] 27it [00:16, 1.71it/s] 28it [00:16, 1.73it/s] 29it [00:17, 1.73it/s] 30it [00:17, 1.73it/s] 31it [00:18, 1.73it/s] 32it [00:18, 1.71it/s] 33it [00:19, 1.71it/s] 34it [00:20, 1.67it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.69it/s] 37it [00:21, 1.69it/s] 38it [00:22, 1.68it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.69it/s] 41it [00:24, 1.68it/s] 42it [00:24, 1.69it/s] 43it [00:25, 1.66it/s] 44it [00:26, 1.69it/s] 45it [00:26, 1.69it/s] 46it [00:27, 1.69it/s] 47it [00:27, 1.73it/s] 48it [00:28, 1.71it/s] 49it [00:28, 1.71it/s] 50it [00:29, 1.69it/s] 51it [00:30, 1.66it/s] 52it [00:30, 1.66it/s] 53it [00:31, 1.67it/s] 54it [00:32, 1.65it/s] 55it [00:32, 1.66it/s] 56it [00:33, 1.66it/s] 57it [00:33, 1.67it/s] 58it [00:34, 1.70it/s] 59it [00:34, 1.71it/s] 60it [00:35, 1.69it/s] 61it [00:36, 1.69it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.68it/s] 64it [00:37, 1.70it/s] 65it [00:38, 1.66it/s] 66it [00:39, 1.65it/s] 67it [00:39, 1.67it/s] 68it [00:40, 1.69it/s] 69it [00:40, 1.66it/s] 70it [00:41, 1.66it/s] 71it [00:42, 1.65it/s] 72it [00:42, 1.67it/s] 73it [00:43, 1.68it/s] 74it [00:43, 1.70it/s] 75it [00:44, 1.68it/s] 76it [00:45, 1.67it/s] 77it [00:45, 1.67it/s] 78it [00:46, 1.69it/s] 79it [00:46, 1.68it/s] 80it [00:47, 1.67it/s] 81it [00:47, 2.10it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 21, Average loss: 0.5637 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.03it/s] 2it [00:00, 2.00it/s] 3it [00:01, 1.99it/s] 4it [00:02, 1.99it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.05it/s] 8it [00:03, 2.03it/s] 9it [00:04, 2.04it/s] 10it [00:04, 2.05it/s] 11it [00:05, 2.06it/s] 12it [00:05, 2.04it/s] 13it [00:06, 2.25it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 21, Accuracy: 69.23% + +epoch 21, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.45it/s] 2it [00:01, 1.47it/s] 3it [00:01, 1.55it/s] 4it [00:02, 1.60it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.69it/s] 8it [00:04, 1.69it/s] 9it [00:05, 1.69it/s] 10it [00:06, 1.69it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.68it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.68it/s] 15it [00:09, 1.70it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.68it/s] 18it [00:10, 1.66it/s] 19it [00:11, 1.70it/s] 20it [00:12, 1.70it/s] 21it [00:12, 1.68it/s] 22it [00:13, 1.67it/s] 23it [00:13, 1.69it/s] 24it [00:14, 1.71it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.68it/s] 27it [00:16, 1.64it/s] 28it [00:16, 1.61it/s] 29it [00:17, 1.58it/s] 30it [00:18, 1.56it/s] 31it [00:18, 1.56it/s] 32it [00:19, 1.54it/s] 33it [00:20, 1.54it/s] 34it [00:20, 1.55it/s] 35it [00:21, 1.49it/s] 36it [00:22, 1.50it/s] 37it [00:22, 1.51it/s] 38it [00:23, 1.51it/s] 39it [00:24, 1.51it/s] 40it [00:24, 1.50it/s] 41it [00:25, 1.50it/s] 42it [00:26, 1.51it/s] 43it [00:26, 1.52it/s] 44it [00:27, 1.53it/s] 45it [00:27, 1.60it/s] 46it [00:28, 1.58it/s] 47it [00:29, 1.56it/s] 48it [00:29, 1.54it/s] 49it [00:30, 1.56it/s] 50it [00:31, 1.55it/s] 51it [00:31, 1.57it/s] 52it [00:32, 1.53it/s] 53it [00:33, 1.52it/s] 54it [00:33, 1.52it/s] 55it [00:34, 1.50it/s] 56it [00:35, 1.46it/s] 57it [00:35, 1.55it/s] 58it [00:36, 1.58it/s] 59it [00:37, 1.57it/s] 60it [00:37, 1.56it/s] 61it [00:38, 1.56it/s] 62it [00:39, 1.56it/s] 63it [00:39, 1.56it/s] 64it [00:40, 1.56it/s] 65it [00:40, 1.55it/s] 66it [00:41, 1.54it/s] 67it [00:42, 1.56it/s] 68it [00:42, 1.57it/s] 69it [00:43, 1.56it/s] 70it [00:44, 1.54it/s] 71it [00:44, 1.55it/s] 72it [00:45, 1.53it/s] 73it [00:46, 1.55it/s] 74it [00:46, 1.60it/s] 75it [00:47, 1.60it/s] 76it [00:47, 1.58it/s] 77it [00:48, 1.59it/s] 78it [00:49, 1.61it/s] 79it [00:49, 1.59it/s] 80it [00:50, 1.58it/s] 81it [00:50, 2.00it/s] 81it [00:50, 1.60it/s] +[Training set] Epoch: 22, Average loss: 0.5466 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.93it/s] 2it [00:01, 2.00it/s] 3it [00:01, 2.05it/s] 4it [00:01, 2.00it/s] 5it [00:02, 2.04it/s] 6it [00:03, 1.96it/s] 7it [00:03, 1.91it/s] 8it [00:04, 1.88it/s] 9it [00:04, 1.87it/s] 10it [00:05, 1.86it/s] 11it [00:05, 1.85it/s] 12it [00:06, 1.85it/s] 13it [00:06, 2.13it/s] 13it [00:06, 1.97it/s] +[Test set] Epoch: 22, Accuracy: 69.23% + +epoch 22, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.49it/s] 2it [00:01, 1.51it/s] 3it [00:01, 1.52it/s] 4it [00:02, 1.51it/s] 5it [00:03, 1.53it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.52it/s] 8it [00:05, 1.52it/s] 9it [00:05, 1.51it/s] 10it [00:06, 1.51it/s] 11it [00:07, 1.50it/s] 12it [00:07, 1.50it/s] 13it [00:08, 1.56it/s] 14it [00:09, 1.61it/s] 15it [00:09, 1.64it/s] 16it [00:10, 1.65it/s] 17it [00:10, 1.59it/s] 18it [00:11, 1.55it/s] 19it [00:12, 1.55it/s] 20it [00:12, 1.56it/s] 21it [00:13, 1.56it/s] 22it [00:14, 1.55it/s] 23it [00:14, 1.55it/s] 24it [00:15, 1.54it/s] 25it [00:16, 1.56it/s] 26it [00:16, 1.55it/s] 27it [00:17, 1.54it/s] 28it [00:18, 1.54it/s] 29it [00:18, 1.61it/s] 30it [00:19, 1.65it/s] 31it [00:19, 1.63it/s] 32it [00:20, 1.62it/s] 33it [00:21, 1.59it/s] 34it [00:21, 1.57it/s] 35it [00:22, 1.57it/s] 36it [00:23, 1.57it/s] 37it [00:23, 1.54it/s] 38it [00:24, 1.53it/s] 39it [00:25, 1.55it/s] 40it [00:25, 1.54it/s] 41it [00:26, 1.57it/s] 42it [00:26, 1.57it/s] 43it [00:27, 1.60it/s] 44it [00:28, 1.60it/s] 45it [00:28, 1.58it/s] 46it [00:29, 1.59it/s] 47it [00:30, 1.58it/s] 48it [00:30, 1.57it/s] 49it [00:31, 1.60it/s] 50it [00:31, 1.60it/s] 51it [00:32, 1.57it/s] 52it [00:33, 1.57it/s] 53it [00:33, 1.57it/s] 54it [00:34, 1.56it/s] 55it [00:35, 1.56it/s] 56it [00:35, 1.56it/s] 57it [00:36, 1.54it/s] 58it [00:37, 1.53it/s] 59it [00:37, 1.55it/s] 60it [00:38, 1.56it/s] 61it [00:39, 1.56it/s] 62it [00:39, 1.55it/s] 63it [00:40, 1.55it/s] 64it [00:40, 1.55it/s] 65it [00:41, 1.53it/s] 66it [00:42, 1.52it/s] 67it [00:42, 1.58it/s] 68it [00:43, 1.62it/s] 69it [00:44, 1.64it/s] 70it [00:44, 1.60it/s] 71it [00:45, 1.61it/s] 72it [00:45, 1.59it/s] 73it [00:46, 1.58it/s] 74it [00:47, 1.56it/s] 75it [00:47, 1.58it/s] 76it [00:48, 1.61it/s] 77it [00:49, 1.59it/s] 78it [00:49, 1.58it/s] 79it [00:50, 1.58it/s] 80it [00:51, 1.58it/s] 81it [00:51, 1.98it/s] 81it [00:51, 1.58it/s] +[Training set] Epoch: 23, Average loss: 0.5305 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.88it/s] 2it [00:01, 1.89it/s] 3it [00:01, 1.94it/s] 4it [00:02, 1.91it/s] 5it [00:02, 1.88it/s] 6it [00:03, 1.92it/s] 7it [00:03, 1.99it/s] 8it [00:04, 2.05it/s] 9it [00:04, 2.01it/s] 10it [00:05, 1.98it/s] 11it [00:05, 1.97it/s] 12it [00:06, 1.95it/s] 13it [00:06, 2.19it/s] 13it [00:06, 2.01it/s] +[Test set] Epoch: 23, Accuracy: 68.73% + +epoch 23, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.53it/s] 2it [00:01, 1.49it/s] 3it [00:01, 1.52it/s] 4it [00:02, 1.54it/s] 5it [00:03, 1.53it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.56it/s] 8it [00:05, 1.54it/s] 9it [00:05, 1.54it/s] 10it [00:06, 1.53it/s] 11it [00:07, 1.54it/s] 12it [00:07, 1.54it/s] 13it [00:08, 1.56it/s] 14it [00:09, 1.54it/s] 15it [00:09, 1.55it/s] 16it [00:10, 1.56it/s] 17it [00:11, 1.54it/s] 18it [00:11, 1.54it/s] 19it [00:12, 1.52it/s] 20it [00:13, 1.52it/s] 21it [00:13, 1.53it/s] 22it [00:14, 1.52it/s] 23it [00:14, 1.54it/s] 24it [00:15, 1.53it/s] 25it [00:16, 1.52it/s] 26it [00:16, 1.52it/s] 27it [00:17, 1.54it/s] 28it [00:18, 1.55it/s] 29it [00:18, 1.54it/s] 30it [00:19, 1.53it/s] 31it [00:20, 1.52it/s] 32it [00:20, 1.55it/s] 33it [00:21, 1.59it/s] 34it [00:22, 1.58it/s] 35it [00:22, 1.58it/s] 36it [00:23, 1.57it/s] 37it [00:24, 1.56it/s] 38it [00:24, 1.55it/s] 39it [00:25, 1.55it/s] 40it [00:25, 1.55it/s] 41it [00:26, 1.54it/s] 42it [00:27, 1.54it/s] 43it [00:27, 1.56it/s] 44it [00:28, 1.54it/s] 45it [00:29, 1.56it/s] 46it [00:29, 1.57it/s] 47it [00:30, 1.56it/s] 48it [00:31, 1.59it/s] 49it [00:31, 1.64it/s] 50it [00:32, 1.67it/s] 51it [00:32, 1.68it/s] 52it [00:33, 1.67it/s] 53it [00:33, 1.69it/s] 54it [00:34, 1.66it/s] 55it [00:35, 1.63it/s] 56it [00:35, 1.59it/s] 57it [00:36, 1.56it/s] 58it [00:37, 1.55it/s] 59it [00:37, 1.55it/s] 60it [00:38, 1.56it/s] 61it [00:39, 1.58it/s] 62it [00:39, 1.56it/s] 63it [00:40, 1.56it/s] 64it [00:41, 1.55it/s] 65it [00:41, 1.54it/s] 66it [00:42, 1.53it/s] 67it [00:43, 1.53it/s] 68it [00:43, 1.52it/s] 69it [00:44, 1.51it/s] 70it [00:44, 1.56it/s] 71it [00:45, 1.57it/s] 72it [00:46, 1.53it/s] 73it [00:46, 1.53it/s] 74it [00:47, 1.54it/s] 75it [00:48, 1.53it/s] 76it [00:48, 1.51it/s] 77it [00:49, 1.52it/s] 78it [00:50, 1.51it/s] 79it [00:50, 1.49it/s] 80it [00:51, 1.54it/s] 81it [00:51, 1.96it/s] 81it [00:51, 1.57it/s] +[Training set] Epoch: 24, Average loss: 0.5094 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.87it/s] 2it [00:01, 1.84it/s] 3it [00:01, 1.82it/s] 4it [00:02, 1.82it/s] 5it [00:02, 1.80it/s] 6it [00:03, 1.85it/s] 7it [00:03, 1.83it/s] 8it [00:04, 1.83it/s] 9it [00:04, 1.84it/s] 10it [00:05, 1.83it/s] 11it [00:05, 1.84it/s] 12it [00:06, 1.86it/s] 13it [00:06, 2.11it/s] 13it [00:06, 1.90it/s] +[Test set] Epoch: 24, Accuracy: 68.98% + +epoch 24, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.46it/s] 2it [00:01, 1.57it/s] 3it [00:01, 1.64it/s] 4it [00:02, 1.66it/s] 5it [00:03, 1.70it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.68it/s] 8it [00:04, 1.65it/s] 9it [00:05, 1.62it/s] 10it [00:06, 1.60it/s] 11it [00:06, 1.58it/s] 12it [00:07, 1.56it/s] 13it [00:08, 1.54it/s] 14it [00:08, 1.52it/s] 15it [00:09, 1.51it/s] 16it [00:10, 1.50it/s] 17it [00:10, 1.53it/s] 18it [00:11, 1.50it/s] 19it [00:12, 1.50it/s] 20it [00:12, 1.49it/s] 21it [00:13, 1.50it/s] 22it [00:14, 1.50it/s] 23it [00:14, 1.49it/s] 24it [00:15, 1.48it/s] 25it [00:16, 1.49it/s] 26it [00:16, 1.55it/s] 27it [00:17, 1.53it/s] 28it [00:18, 1.54it/s] 29it [00:18, 1.57it/s] 30it [00:19, 1.55it/s] 31it [00:19, 1.56it/s] 32it [00:20, 1.53it/s] 33it [00:21, 1.56it/s] 34it [00:21, 1.59it/s] 35it [00:22, 1.55it/s] 36it [00:23, 1.54it/s] 37it [00:23, 1.56it/s] 38it [00:24, 1.56it/s] 39it [00:25, 1.55it/s] 40it [00:25, 1.56it/s] 41it [00:26, 1.59it/s] 42it [00:26, 1.57it/s] 43it [00:27, 1.61it/s] 44it [00:28, 1.65it/s] 45it [00:28, 1.70it/s] 46it [00:29, 1.72it/s] 47it [00:29, 1.67it/s] 48it [00:30, 1.61it/s] 49it [00:31, 1.62it/s] 50it [00:31, 1.61it/s] 51it [00:32, 1.59it/s] 52it [00:33, 1.57it/s] 53it [00:33, 1.57it/s] 54it [00:34, 1.57it/s] 55it [00:35, 1.57it/s] 56it [00:35, 1.57it/s] 57it [00:36, 1.59it/s] 58it [00:36, 1.60it/s] 59it [00:37, 1.58it/s] 60it [00:38, 1.57it/s] 61it [00:38, 1.63it/s] 62it [00:39, 1.63it/s] 63it [00:39, 1.62it/s] 64it [00:40, 1.60it/s] 65it [00:41, 1.61it/s] 66it [00:41, 1.61it/s] 67it [00:42, 1.61it/s] 68it [00:43, 1.61it/s] 69it [00:43, 1.61it/s] 70it [00:44, 1.59it/s] 71it [00:45, 1.58it/s] 72it [00:45, 1.57it/s] 73it [00:46, 1.55it/s] 74it [00:46, 1.54it/s] 75it [00:47, 1.55it/s] 76it [00:48, 1.54it/s] 77it [00:48, 1.54it/s] 78it [00:49, 1.53it/s] 79it [00:50, 1.54it/s] 80it [00:50, 1.52it/s] 81it [00:51, 1.94it/s] 81it [00:51, 1.59it/s] +[Training set] Epoch: 25, Average loss: 0.4886 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.88it/s] 2it [00:01, 1.81it/s] 3it [00:01, 1.85it/s] 4it [00:02, 1.87it/s] 5it [00:02, 1.89it/s] 6it [00:03, 1.90it/s] 7it [00:03, 1.91it/s] 8it [00:04, 1.92it/s] 9it [00:04, 1.92it/s] 10it [00:05, 1.90it/s] 11it [00:05, 1.90it/s] 12it [00:06, 1.90it/s] 13it [00:06, 2.14it/s] 13it [00:06, 1.95it/s] +[Test set] Epoch: 25, Accuracy: 69.23% + +epoch 25, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.46it/s] 2it [00:01, 1.49it/s] 3it [00:01, 1.52it/s] 4it [00:02, 1.55it/s] 5it [00:03, 1.53it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.53it/s] 8it [00:05, 1.54it/s] 9it [00:05, 1.52it/s] 10it [00:06, 1.52it/s] 11it [00:07, 1.56it/s] 12it [00:07, 1.59it/s] 13it [00:08, 1.58it/s] 14it [00:09, 1.58it/s] 15it [00:09, 1.58it/s] 16it [00:10, 1.57it/s] 17it [00:10, 1.58it/s] 18it [00:11, 1.57it/s] 19it [00:12, 1.58it/s] 20it [00:12, 1.59it/s] 21it [00:13, 1.58it/s] 22it [00:14, 1.56it/s] 23it [00:14, 1.58it/s] 24it [00:15, 1.57it/s] 25it [00:16, 1.55it/s] 26it [00:16, 1.54it/s] 27it [00:17, 1.55it/s] 28it [00:18, 1.53it/s] 29it [00:18, 1.55it/s] 30it [00:19, 1.56it/s] 31it [00:19, 1.58it/s] 32it [00:20, 1.58it/s] 33it [00:21, 1.56it/s] 34it [00:21, 1.56it/s] 35it [00:22, 1.55it/s] 36it [00:23, 1.54it/s] 37it [00:23, 1.57it/s] 38it [00:24, 1.57it/s] 39it [00:25, 1.57it/s] 40it [00:25, 1.57it/s] 41it [00:26, 1.56it/s] 42it [00:26, 1.57it/s] 43it [00:27, 1.58it/s] 44it [00:28, 1.58it/s] 45it [00:28, 1.61it/s] 46it [00:29, 1.62it/s] 47it [00:30, 1.62it/s] 48it [00:30, 1.63it/s] 49it [00:31, 1.62it/s] 50it [00:31, 1.62it/s] 51it [00:32, 1.62it/s] 52it [00:33, 1.61it/s] 53it [00:33, 1.60it/s] 54it [00:34, 1.60it/s] 55it [00:35, 1.59it/s] 56it [00:35, 1.57it/s] 57it [00:36, 1.58it/s] 58it [00:36, 1.57it/s] 59it [00:37, 1.56it/s] 60it [00:38, 1.58it/s] 61it [00:38, 1.61it/s] 62it [00:39, 1.60it/s] 63it [00:40, 1.61it/s] 64it [00:40, 1.60it/s] 65it [00:41, 1.68it/s] 66it [00:41, 1.70it/s] 67it [00:42, 1.70it/s] 68it [00:43, 1.65it/s] 69it [00:43, 1.62it/s] 70it [00:44, 1.62it/s] 71it [00:44, 1.66it/s] 72it [00:45, 1.62it/s] 73it [00:46, 1.61it/s] 74it [00:46, 1.60it/s] 75it [00:47, 1.59it/s] 76it [00:48, 1.59it/s] 77it [00:48, 1.61it/s] 78it [00:49, 1.64it/s] 79it [00:49, 1.68it/s] 80it [00:50, 1.66it/s] 81it [00:50, 2.09it/s] 81it [00:50, 1.60it/s] +[Training set] Epoch: 26, Average loss: 0.4666 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.92it/s] 2it [00:01, 1.91it/s] 3it [00:01, 1.90it/s] 4it [00:02, 1.91it/s] 5it [00:02, 1.94it/s] 6it [00:03, 1.94it/s] 7it [00:03, 1.93it/s] 8it [00:04, 1.93it/s] 9it [00:04, 1.92it/s] 10it [00:05, 1.91it/s] 11it [00:05, 1.91it/s] 12it [00:06, 1.92it/s] 13it [00:06, 2.14it/s] 13it [00:06, 1.97it/s] +[Test set] Epoch: 26, Accuracy: 69.23% + +epoch 26, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.55it/s] 2it [00:01, 1.54it/s] 3it [00:01, 1.57it/s] 4it [00:02, 1.59it/s] 5it [00:03, 1.60it/s] 6it [00:03, 1.61it/s] 7it [00:04, 1.62it/s] 8it [00:05, 1.58it/s] 9it [00:05, 1.56it/s] 10it [00:06, 1.55it/s] 11it [00:06, 1.56it/s] 12it [00:07, 1.58it/s] 13it [00:08, 1.55it/s] 14it [00:08, 1.55it/s] 15it [00:09, 1.58it/s] 16it [00:10, 1.59it/s] 17it [00:10, 1.59it/s] 18it [00:11, 1.57it/s] 19it [00:12, 1.56it/s] 20it [00:12, 1.60it/s] 21it [00:13, 1.57it/s] 22it [00:13, 1.56it/s] 23it [00:14, 1.57it/s] 24it [00:15, 1.57it/s] 25it [00:15, 1.55it/s] 26it [00:16, 1.53it/s] 27it [00:17, 1.56it/s] 28it [00:17, 1.56it/s] 29it [00:18, 1.55it/s] 30it [00:19, 1.52it/s] 31it [00:19, 1.58it/s] 32it [00:20, 1.60it/s] 33it [00:21, 1.57it/s] 34it [00:21, 1.56it/s] 35it [00:22, 1.58it/s] 36it [00:22, 1.60it/s] 37it [00:23, 1.59it/s] 38it [00:24, 1.56it/s] 39it [00:24, 1.53it/s] 40it [00:25, 1.54it/s] 41it [00:26, 1.56it/s] 42it [00:26, 1.59it/s] 43it [00:27, 1.58it/s] 44it [00:28, 1.56it/s] 45it [00:28, 1.56it/s] 46it [00:29, 1.56it/s] 47it [00:29, 1.59it/s] 48it [00:30, 1.60it/s] 49it [00:31, 1.60it/s] 50it [00:31, 1.60it/s] 51it [00:32, 1.65it/s] 52it [00:32, 1.66it/s] 53it [00:33, 1.64it/s] 54it [00:34, 1.63it/s] 55it [00:34, 1.61it/s] 56it [00:35, 1.58it/s] 57it [00:36, 1.58it/s] 58it [00:36, 1.59it/s] 59it [00:37, 1.60it/s] 60it [00:37, 1.60it/s] 61it [00:38, 1.59it/s] 62it [00:39, 1.58it/s] 63it [00:39, 1.61it/s] 64it [00:40, 1.61it/s] 65it [00:41, 1.60it/s] 66it [00:41, 1.58it/s] 67it [00:42, 1.65it/s] 68it [00:42, 1.67it/s] 69it [00:43, 1.66it/s] 70it [00:44, 1.63it/s] 71it [00:44, 1.64it/s] 72it [00:45, 1.65it/s] 73it [00:45, 1.70it/s] 74it [00:46, 1.72it/s] 75it [00:47, 1.66it/s] 76it [00:47, 1.67it/s] 77it [00:48, 1.67it/s] 78it [00:48, 1.67it/s] 79it [00:49, 1.69it/s] 80it [00:50, 1.68it/s] 81it [00:50, 2.09it/s] 81it [00:50, 1.61it/s] +[Training set] Epoch: 27, Average loss: 0.4420 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.05it/s] 2it [00:00, 2.03it/s] 3it [00:01, 2.02it/s] 4it [00:01, 1.99it/s] 5it [00:02, 1.98it/s] 6it [00:02, 2.01it/s] 7it [00:03, 2.04it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.03it/s] 10it [00:04, 2.01it/s] 11it [00:05, 1.89it/s] 12it [00:06, 1.91it/s] 13it [00:06, 2.16it/s] 13it [00:06, 2.03it/s] +[Test set] Epoch: 27, Accuracy: 68.24% + +epoch 27, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.46it/s] 2it [00:01, 1.44it/s] 3it [00:02, 1.45it/s] 4it [00:02, 1.45it/s] 5it [00:03, 1.52it/s] 6it [00:03, 1.58it/s] 7it [00:04, 1.60it/s] 8it [00:05, 1.62it/s] 9it [00:05, 1.65it/s] 10it [00:06, 1.65it/s] 11it [00:06, 1.66it/s] 12it [00:07, 1.63it/s] 13it [00:08, 1.60it/s] 14it [00:08, 1.58it/s] 15it [00:09, 1.59it/s] 16it [00:10, 1.60it/s] 17it [00:10, 1.56it/s] 18it [00:11, 1.53it/s] 19it [00:12, 1.53it/s] 20it [00:12, 1.52it/s] 21it [00:13, 1.53it/s] 22it [00:14, 1.54it/s] 23it [00:14, 1.51it/s] 24it [00:15, 1.51it/s] 25it [00:16, 1.52it/s] 26it [00:16, 1.54it/s] 27it [00:17, 1.51it/s] 28it [00:18, 1.52it/s] 29it [00:18, 1.57it/s] 30it [00:19, 1.61it/s] 31it [00:19, 1.63it/s] 32it [00:20, 1.64it/s] 33it [00:20, 1.68it/s] 34it [00:21, 1.67it/s] 35it [00:22, 1.68it/s] 36it [00:22, 1.69it/s] 37it [00:23, 1.71it/s] 38it [00:23, 1.69it/s] 39it [00:24, 1.72it/s] 40it [00:25, 1.71it/s] 41it [00:25, 1.68it/s] 42it [00:26, 1.68it/s] 43it [00:26, 1.66it/s] 44it [00:27, 1.67it/s] 45it [00:28, 1.65it/s] 46it [00:28, 1.60it/s] 47it [00:29, 1.59it/s] 48it [00:30, 1.58it/s] 49it [00:30, 1.55it/s] 50it [00:31, 1.52it/s] 51it [00:32, 1.52it/s] 52it [00:32, 1.52it/s] 53it [00:33, 1.51it/s] 54it [00:34, 1.50it/s] 55it [00:34, 1.52it/s] 56it [00:35, 1.52it/s] 57it [00:36, 1.50it/s] 58it [00:36, 1.49it/s] 59it [00:37, 1.50it/s] 60it [00:38, 1.50it/s] 61it [00:38, 1.50it/s] 62it [00:39, 1.49it/s] 63it [00:40, 1.50it/s] 64it [00:40, 1.50it/s] 65it [00:41, 1.48it/s] 66it [00:42, 1.48it/s] 67it [00:42, 1.51it/s] 68it [00:43, 1.53it/s] 69it [00:44, 1.51it/s] 70it [00:44, 1.49it/s] 71it [00:45, 1.51it/s] 72it [00:46, 1.51it/s] 73it [00:46, 1.50it/s] 74it [00:47, 1.50it/s] 75it [00:48, 1.52it/s] 76it [00:48, 1.51it/s] 77it [00:49, 1.49it/s] 78it [00:50, 1.49it/s] 79it [00:50, 1.47it/s] 80it [00:51, 1.47it/s] 81it [00:51, 1.85it/s] 81it [00:51, 1.57it/s] +[Training set] Epoch: 28, Average loss: 0.4023 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.78it/s] 2it [00:01, 1.77it/s] 3it [00:01, 1.77it/s] 4it [00:02, 1.78it/s] 5it [00:02, 1.79it/s] 6it [00:03, 1.78it/s] 7it [00:03, 1.79it/s] 8it [00:04, 1.79it/s] 9it [00:05, 1.78it/s] 10it [00:05, 1.80it/s] 11it [00:06, 1.79it/s] 12it [00:06, 1.79it/s] 13it [00:07, 2.03it/s] 13it [00:07, 1.84it/s] +[Test set] Epoch: 28, Accuracy: 68.98% + +epoch 28, best_acc 0.6923076923076923 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.42it/s] 2it [00:01, 1.46it/s] 3it [00:02, 1.48it/s] 4it [00:02, 1.50it/s] 5it [00:03, 1.47it/s] 6it [00:04, 1.47it/s] 7it [00:04, 1.51it/s] 8it [00:05, 1.56it/s] 9it [00:05, 1.60it/s] 10it [00:06, 1.62it/s] 11it [00:07, 1.64it/s] 12it [00:07, 1.66it/s] 13it [00:08, 1.68it/s] 14it [00:08, 1.70it/s] 15it [00:09, 1.69it/s] 16it [00:10, 1.67it/s] 17it [00:10, 1.66it/s] 18it [00:11, 1.66it/s] 19it [00:11, 1.66it/s] 20it [00:12, 1.67it/s] 21it [00:13, 1.68it/s] 22it [00:13, 1.69it/s] 23it [00:14, 1.69it/s] 24it [00:14, 1.70it/s] 25it [00:15, 1.70it/s] 26it [00:15, 1.71it/s] 27it [00:16, 1.69it/s] 28it [00:17, 1.67it/s] 29it [00:17, 1.68it/s] 30it [00:18, 1.70it/s] 31it [00:18, 1.75it/s] 32it [00:19, 1.71it/s] 33it [00:20, 1.69it/s] 34it [00:20, 1.67it/s] 35it [00:21, 1.71it/s] 36it [00:21, 1.71it/s] 37it [00:22, 1.69it/s] 38it [00:23, 1.67it/s] 39it [00:23, 1.68it/s] 40it [00:24, 1.69it/s] 41it [00:24, 1.69it/s] 42it [00:25, 1.69it/s] 43it [00:26, 1.68it/s] 44it [00:26, 1.68it/s] 45it [00:27, 1.69it/s] 46it [00:27, 1.66it/s] 47it [00:28, 1.66it/s] 48it [00:29, 1.69it/s] 49it [00:29, 1.68it/s] 50it [00:30, 1.68it/s] 51it [00:30, 1.68it/s] 52it [00:31, 1.69it/s] 53it [00:31, 1.74it/s] 54it [00:32, 1.75it/s] 55it [00:33, 1.73it/s] 56it [00:33, 1.72it/s] 57it [00:34, 1.75it/s] 58it [00:34, 1.72it/s] 59it [00:35, 1.71it/s] 60it [00:35, 1.70it/s] 61it [00:36, 1.72it/s] 62it [00:37, 1.72it/s] 63it [00:37, 1.73it/s] 64it [00:38, 1.73it/s] 65it [00:38, 1.75it/s] 66it [00:39, 1.73it/s] 67it [00:40, 1.71it/s] 68it [00:40, 1.70it/s] 69it [00:41, 1.69it/s] 70it [00:41, 1.68it/s] 71it [00:42, 1.67it/s] 72it [00:43, 1.69it/s] 73it [00:43, 1.72it/s] 74it [00:44, 1.72it/s] 75it [00:44, 1.73it/s] 76it [00:45, 1.71it/s] 77it [00:45, 1.71it/s] 78it [00:46, 1.72it/s] 79it [00:47, 1.71it/s] 80it [00:47, 1.72it/s] 81it [00:47, 2.15it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 29, Average loss: 0.3583 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.06it/s] 2it [00:00, 2.04it/s] 3it [00:01, 2.01it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.04it/s] 6it [00:02, 2.04it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.05it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.07it/s] 11it [00:05, 2.06it/s] 12it [00:05, 2.06it/s] 13it [00:06, 2.34it/s] 13it [00:06, 2.11it/s] +[Test set] Epoch: 29, Accuracy: 69.73% + +epoch 29, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.56it/s] 2it [00:01, 1.60it/s] 3it [00:01, 1.64it/s] 4it [00:02, 1.66it/s] 5it [00:03, 1.63it/s] 6it [00:03, 1.65it/s] 7it [00:04, 1.68it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.74it/s] 10it [00:05, 1.77it/s] 11it [00:06, 1.77it/s] 12it [00:06, 1.80it/s] 13it [00:07, 1.76it/s] 14it [00:08, 1.73it/s] 15it [00:08, 1.73it/s] 16it [00:09, 1.74it/s] 17it [00:09, 1.74it/s] 18it [00:10, 1.73it/s] 19it [00:11, 1.74it/s] 20it [00:11, 1.73it/s] 21it [00:12, 1.74it/s] 22it [00:12, 1.74it/s] 23it [00:13, 1.73it/s] 24it [00:13, 1.72it/s] 25it [00:14, 1.72it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.68it/s] 28it [00:16, 1.66it/s] 29it [00:16, 1.70it/s] 30it [00:17, 1.58it/s] 31it [00:18, 1.57it/s] 32it [00:18, 1.56it/s] 33it [00:19, 1.55it/s] 34it [00:20, 1.53it/s] 35it [00:20, 1.54it/s] 36it [00:21, 1.51it/s] 37it [00:22, 1.51it/s] 38it [00:22, 1.51it/s] 39it [00:23, 1.53it/s] 40it [00:24, 1.53it/s] 41it [00:24, 1.52it/s] 42it [00:25, 1.50it/s] 43it [00:26, 1.50it/s] 44it [00:26, 1.53it/s] 45it [00:27, 1.49it/s] 46it [00:28, 1.50it/s] 47it [00:28, 1.50it/s] 48it [00:29, 1.50it/s] 49it [00:30, 1.51it/s] 50it [00:30, 1.52it/s] 51it [00:31, 1.51it/s] 52it [00:32, 1.51it/s] 53it [00:32, 1.51it/s] 54it [00:33, 1.52it/s] 55it [00:34, 1.54it/s] 56it [00:34, 1.55it/s] 57it [00:35, 1.57it/s] 58it [00:36, 1.60it/s] 59it [00:36, 1.65it/s] 60it [00:37, 1.67it/s] 61it [00:37, 1.69it/s] 62it [00:38, 1.71it/s] 63it [00:38, 1.71it/s] 64it [00:39, 1.71it/s] 65it [00:40, 1.70it/s] 66it [00:40, 1.70it/s] 67it [00:41, 1.71it/s] 68it [00:41, 1.73it/s] 69it [00:42, 1.74it/s] 70it [00:42, 1.73it/s] 71it [00:43, 1.74it/s] 72it [00:44, 1.75it/s] 73it [00:44, 1.74it/s] 74it [00:45, 1.73it/s] 75it [00:45, 1.72it/s] 76it [00:46, 1.71it/s] 77it [00:47, 1.71it/s] 78it [00:47, 1.71it/s] 79it [00:48, 1.72it/s] 80it [00:48, 1.70it/s] 81it [00:48, 2.14it/s] 81it [00:48, 1.65it/s] +[Training set] Epoch: 30, Average loss: 0.2855 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.09it/s] 2it [00:00, 2.05it/s] 3it [00:01, 2.05it/s] 4it [00:01, 2.00it/s] 5it [00:02, 2.01it/s] 6it [00:02, 2.01it/s] 7it [00:03, 1.99it/s] 8it [00:03, 2.00it/s] 9it [00:04, 2.01it/s] 10it [00:04, 2.03it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.04it/s] 13it [00:06, 2.29it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 30, Accuracy: 69.48% + +epoch 30, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.67it/s] 4it [00:02, 1.69it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.71it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.72it/s] 10it [00:05, 1.72it/s] 11it [00:06, 1.73it/s] 12it [00:07, 1.73it/s] 13it [00:07, 1.72it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.71it/s] 16it [00:09, 1.72it/s] 17it [00:09, 1.75it/s] 18it [00:10, 1.74it/s] 19it [00:11, 1.71it/s] 20it [00:11, 1.69it/s] 21it [00:12, 1.70it/s] 22it [00:12, 1.71it/s] 23it [00:13, 1.74it/s] 24it [00:13, 1.72it/s] 25it [00:14, 1.76it/s] 26it [00:15, 1.70it/s] 27it [00:15, 1.69it/s] 28it [00:16, 1.67it/s] 29it [00:16, 1.71it/s] 30it [00:17, 1.73it/s] 31it [00:18, 1.73it/s] 32it [00:18, 1.69it/s] 33it [00:19, 1.72it/s] 34it [00:19, 1.71it/s] 35it [00:20, 1.73it/s] 36it [00:21, 1.71it/s] 37it [00:21, 1.69it/s] 38it [00:22, 1.70it/s] 39it [00:22, 1.73it/s] 40it [00:23, 1.72it/s] 41it [00:23, 1.71it/s] 42it [00:24, 1.71it/s] 43it [00:25, 1.71it/s] 44it [00:25, 1.72it/s] 45it [00:26, 1.69it/s] 46it [00:26, 1.67it/s] 47it [00:27, 1.67it/s] 48it [00:28, 1.68it/s] 49it [00:28, 1.67it/s] 50it [00:29, 1.66it/s] 51it [00:29, 1.70it/s] 52it [00:30, 1.74it/s] 53it [00:31, 1.72it/s] 54it [00:31, 1.73it/s] 55it [00:32, 1.74it/s] 56it [00:32, 1.75it/s] 57it [00:33, 1.74it/s] 58it [00:33, 1.73it/s] 59it [00:34, 1.73it/s] 60it [00:35, 1.71it/s] 61it [00:35, 1.71it/s] 62it [00:36, 1.70it/s] 63it [00:36, 1.71it/s] 64it [00:37, 1.73it/s] 65it [00:37, 1.73it/s] 66it [00:38, 1.71it/s] 67it [00:39, 1.71it/s] 68it [00:39, 1.71it/s] 69it [00:40, 1.69it/s] 70it [00:40, 1.67it/s] 71it [00:41, 1.69it/s] 72it [00:42, 1.70it/s] 73it [00:42, 1.68it/s] 74it [00:43, 1.67it/s] 75it [00:43, 1.66it/s] 76it [00:44, 1.66it/s] 77it [00:45, 1.66it/s] 78it [00:45, 1.65it/s] 79it [00:46, 1.68it/s] 80it [00:46, 1.69it/s] 81it [00:47, 2.14it/s] 81it [00:47, 1.72it/s] +[Training set] Epoch: 31, Average loss: 0.2043 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.09it/s] 2it [00:00, 2.07it/s] 3it [00:01, 2.07it/s] 4it [00:01, 2.09it/s] 5it [00:02, 2.08it/s] 6it [00:02, 2.09it/s] 7it [00:03, 2.11it/s] 8it [00:03, 2.12it/s] 9it [00:04, 2.11it/s] 10it [00:04, 2.12it/s] 11it [00:05, 2.12it/s] 12it [00:05, 2.11it/s] 13it [00:05, 2.39it/s] 13it [00:05, 2.17it/s] +[Test set] Epoch: 31, Accuracy: 68.73% + +epoch 31, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.79it/s] 2it [00:01, 1.77it/s] 3it [00:01, 1.78it/s] 4it [00:02, 1.78it/s] 5it [00:02, 1.81it/s] 6it [00:03, 1.83it/s] 7it [00:03, 1.79it/s] 8it [00:04, 1.79it/s] 9it [00:05, 1.81it/s] 10it [00:05, 1.79it/s] 11it [00:06, 1.79it/s] 12it [00:06, 1.79it/s] 13it [00:07, 1.78it/s] 14it [00:07, 1.79it/s] 15it [00:08, 1.77it/s] 16it [00:08, 1.77it/s] 17it [00:09, 1.78it/s] 18it [00:10, 1.79it/s] 19it [00:10, 1.78it/s] 20it [00:11, 1.78it/s] 21it [00:11, 1.78it/s] 22it [00:12, 1.77it/s] 23it [00:12, 1.78it/s] 24it [00:13, 1.78it/s] 25it [00:14, 1.78it/s] 26it [00:14, 1.81it/s] 27it [00:15, 1.78it/s] 28it [00:15, 1.76it/s] 29it [00:16, 1.79it/s] 30it [00:16, 1.77it/s] 31it [00:17, 1.76it/s] 32it [00:17, 1.77it/s] 33it [00:18, 1.75it/s] 34it [00:19, 1.74it/s] 35it [00:19, 1.76it/s] 36it [00:20, 1.77it/s] 37it [00:20, 1.77it/s] 38it [00:21, 1.77it/s] 39it [00:21, 1.74it/s] 40it [00:22, 1.74it/s] 41it [00:23, 1.77it/s] 42it [00:23, 1.77it/s] 43it [00:24, 1.75it/s] 44it [00:24, 1.73it/s] 45it [00:25, 1.75it/s] 46it [00:25, 1.76it/s] 47it [00:26, 1.77it/s] 48it [00:27, 1.78it/s] 49it [00:27, 1.75it/s] 50it [00:28, 1.75it/s] 51it [00:28, 1.76it/s] 52it [00:29, 1.76it/s] 53it [00:29, 1.76it/s] 54it [00:30, 1.74it/s] 55it [00:31, 1.74it/s] 56it [00:31, 1.74it/s] 57it [00:32, 1.77it/s] 58it [00:32, 1.79it/s] 59it [00:33, 1.75it/s] 60it [00:33, 1.72it/s] 61it [00:34, 1.70it/s] 62it [00:35, 1.71it/s] 63it [00:35, 1.75it/s] 64it [00:36, 1.78it/s] 65it [00:36, 1.76it/s] 66it [00:37, 1.75it/s] 67it [00:37, 1.78it/s] 68it [00:38, 1.79it/s] 69it [00:39, 1.80it/s] 70it [00:39, 1.80it/s] 71it [00:40, 1.79it/s] 72it [00:40, 1.79it/s] 73it [00:41, 1.79it/s] 74it [00:41, 1.78it/s] 75it [00:42, 1.77it/s] 76it [00:42, 1.76it/s] 77it [00:43, 1.77it/s] 78it [00:44, 1.77it/s] 79it [00:44, 1.77it/s] 80it [00:45, 1.76it/s] 81it [00:45, 2.23it/s] 81it [00:45, 1.78it/s] +[Training set] Epoch: 32, Average loss: 0.1441 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.15it/s] 2it [00:00, 2.13it/s] 3it [00:01, 2.10it/s] 4it [00:01, 2.10it/s] 5it [00:02, 2.08it/s] 6it [00:02, 2.08it/s] 7it [00:03, 2.09it/s] 8it [00:03, 2.09it/s] 9it [00:04, 2.13it/s] 10it [00:04, 2.11it/s] 11it [00:05, 2.12it/s] 12it [00:05, 2.11it/s] 13it [00:05, 2.43it/s] 13it [00:05, 2.18it/s] +[Test set] Epoch: 32, Accuracy: 68.24% + +epoch 32, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.65it/s] 2it [00:01, 1.70it/s] 3it [00:01, 1.69it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.68it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.68it/s] 8it [00:04, 1.68it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.68it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.71it/s] 13it [00:07, 1.71it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.75it/s] 16it [00:09, 1.72it/s] 17it [00:09, 1.71it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.72it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.72it/s] 22it [00:12, 1.73it/s] 23it [00:13, 1.76it/s] 24it [00:13, 1.76it/s] 25it [00:14, 1.78it/s] 26it [00:15, 1.76it/s] 27it [00:15, 1.74it/s] 28it [00:16, 1.74it/s] 29it [00:16, 1.76it/s] 30it [00:17, 1.77it/s] 31it [00:17, 1.77it/s] 32it [00:18, 1.76it/s] 33it [00:19, 1.76it/s] 34it [00:19, 1.74it/s] 35it [00:20, 1.74it/s] 36it [00:20, 1.73it/s] 37it [00:21, 1.73it/s] 38it [00:22, 1.74it/s] 39it [00:22, 1.74it/s] 40it [00:23, 1.74it/s] 41it [00:23, 1.72it/s] 42it [00:24, 1.72it/s] 43it [00:24, 1.73it/s] 44it [00:25, 1.73it/s] 45it [00:26, 1.70it/s] 46it [00:26, 1.70it/s] 47it [00:27, 1.72it/s] 48it [00:27, 1.73it/s] 49it [00:28, 1.74it/s] 50it [00:28, 1.73it/s] 51it [00:29, 1.75it/s] 52it [00:30, 1.76it/s] 53it [00:30, 1.79it/s] 54it [00:31, 1.77it/s] 55it [00:31, 1.76it/s] 56it [00:32, 1.75it/s] 57it [00:32, 1.72it/s] 58it [00:33, 1.68it/s] 59it [00:34, 1.68it/s] 60it [00:34, 1.70it/s] 61it [00:35, 1.73it/s] 62it [00:35, 1.75it/s] 63it [00:36, 1.72it/s] 64it [00:37, 1.70it/s] 65it [00:37, 1.70it/s] 66it [00:38, 1.68it/s] 67it [00:38, 1.72it/s] 68it [00:39, 1.72it/s] 69it [00:39, 1.72it/s] 70it [00:40, 1.70it/s] 71it [00:41, 1.70it/s] 72it [00:41, 1.69it/s] 73it [00:42, 1.69it/s] 74it [00:42, 1.69it/s] 75it [00:43, 1.72it/s] 76it [00:44, 1.71it/s] 77it [00:44, 1.72it/s] 78it [00:45, 1.68it/s] 79it [00:45, 1.70it/s] 80it [00:46, 1.71it/s] 81it [00:46, 2.13it/s] 81it [00:46, 1.74it/s] +[Training set] Epoch: 33, Average loss: 0.0921 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.05it/s] 2it [00:00, 2.01it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.02it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.04it/s] 7it [00:03, 2.05it/s] 8it [00:03, 2.06it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.06it/s] 11it [00:05, 2.07it/s] 12it [00:05, 2.07it/s] 13it [00:06, 2.35it/s] 13it [00:06, 2.12it/s] +[Test set] Epoch: 33, Accuracy: 67.00% + +epoch 33, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.67it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.67it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.73it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.70it/s] 9it [00:05, 1.70it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.66it/s] 13it [00:07, 1.69it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.74it/s] 16it [00:09, 1.73it/s] 17it [00:09, 1.76it/s] 18it [00:10, 1.73it/s] 19it [00:11, 1.70it/s] 20it [00:11, 1.70it/s] 21it [00:12, 1.70it/s] 22it [00:12, 1.71it/s] 23it [00:13, 1.69it/s] 24it [00:14, 1.67it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.71it/s] 28it [00:16, 1.69it/s] 29it [00:16, 1.72it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.70it/s] 32it [00:18, 1.70it/s] 33it [00:19, 1.69it/s] 34it [00:19, 1.69it/s] 35it [00:20, 1.72it/s] 36it [00:21, 1.74it/s] 37it [00:21, 1.69it/s] 38it [00:22, 1.68it/s] 39it [00:22, 1.67it/s] 40it [00:23, 1.66it/s] 41it [00:24, 1.68it/s] 42it [00:24, 1.69it/s] 43it [00:25, 1.68it/s] 44it [00:25, 1.67it/s] 45it [00:26, 1.70it/s] 46it [00:27, 1.72it/s] 47it [00:27, 1.70it/s] 48it [00:28, 1.68it/s] 49it [00:28, 1.71it/s] 50it [00:29, 1.70it/s] 51it [00:30, 1.70it/s] 52it [00:30, 1.69it/s] 53it [00:31, 1.70it/s] 54it [00:31, 1.71it/s] 55it [00:32, 1.73it/s] 56it [00:32, 1.73it/s] 57it [00:33, 1.70it/s] 58it [00:34, 1.68it/s] 59it [00:34, 1.72it/s] 60it [00:35, 1.71it/s] 61it [00:35, 1.70it/s] 62it [00:36, 1.69it/s] 63it [00:37, 1.70it/s] 64it [00:37, 1.70it/s] 65it [00:38, 1.69it/s] 66it [00:38, 1.70it/s] 67it [00:39, 1.70it/s] 68it [00:39, 1.73it/s] 69it [00:40, 1.70it/s] 70it [00:41, 1.68it/s] 71it [00:41, 1.72it/s] 72it [00:42, 1.73it/s] 73it [00:42, 1.76it/s] 74it [00:43, 1.72it/s] 75it [00:44, 1.72it/s] 76it [00:44, 1.72it/s] 77it [00:45, 1.70it/s] 78it [00:45, 1.65it/s] 79it [00:46, 1.59it/s] 80it [00:47, 1.56it/s] 81it [00:47, 1.95it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 34, Average loss: 0.0494 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.86it/s] 2it [00:01, 1.84it/s] 3it [00:01, 1.86it/s] 4it [00:02, 1.87it/s] 5it [00:02, 1.86it/s] 6it [00:03, 1.89it/s] 7it [00:03, 1.96it/s] 8it [00:04, 2.00it/s] 9it [00:04, 1.99it/s] 10it [00:05, 2.01it/s] 11it [00:05, 2.03it/s] 12it [00:06, 2.05it/s] 13it [00:06, 2.34it/s] 13it [00:06, 2.03it/s] +[Test set] Epoch: 34, Accuracy: 65.26% + +epoch 34, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.71it/s] 4it [00:02, 1.73it/s] 5it [00:02, 1.79it/s] 6it [00:03, 1.78it/s] 7it [00:04, 1.76it/s] 8it [00:04, 1.75it/s] 9it [00:05, 1.78it/s] 10it [00:05, 1.77it/s] 11it [00:06, 1.78it/s] 12it [00:06, 1.75it/s] 13it [00:07, 1.74it/s] 14it [00:08, 1.73it/s] 15it [00:08, 1.75it/s] 16it [00:09, 1.74it/s] 17it [00:09, 1.75it/s] 18it [00:10, 1.75it/s] 19it [00:10, 1.76it/s] 20it [00:11, 1.75it/s] 21it [00:12, 1.75it/s] 22it [00:12, 1.74it/s] 23it [00:13, 1.75it/s] 24it [00:13, 1.74it/s] 25it [00:14, 1.71it/s] 26it [00:14, 1.74it/s] 27it [00:15, 1.73it/s] 28it [00:16, 1.72it/s] 29it [00:16, 1.72it/s] 30it [00:17, 1.71it/s] 31it [00:17, 1.71it/s] 32it [00:18, 1.72it/s] 33it [00:18, 1.71it/s] 34it [00:19, 1.69it/s] 35it [00:20, 1.67it/s] 36it [00:20, 1.67it/s] 37it [00:21, 1.65it/s] 38it [00:22, 1.66it/s] 39it [00:22, 1.65it/s] 40it [00:23, 1.65it/s] 41it [00:23, 1.67it/s] 42it [00:24, 1.67it/s] 43it [00:25, 1.66it/s] 44it [00:25, 1.68it/s] 45it [00:26, 1.66it/s] 46it [00:26, 1.67it/s] 47it [00:27, 1.67it/s] 48it [00:28, 1.70it/s] 49it [00:28, 1.70it/s] 50it [00:29, 1.67it/s] 51it [00:29, 1.70it/s] 52it [00:30, 1.71it/s] 53it [00:30, 1.69it/s] 54it [00:31, 1.67it/s] 55it [00:32, 1.68it/s] 56it [00:32, 1.69it/s] 57it [00:33, 1.69it/s] 58it [00:33, 1.68it/s] 59it [00:34, 1.69it/s] 60it [00:35, 1.69it/s] 61it [00:35, 1.73it/s] 62it [00:36, 1.73it/s] 63it [00:36, 1.70it/s] 64it [00:37, 1.69it/s] 65it [00:38, 1.69it/s] 66it [00:38, 1.70it/s] 67it [00:39, 1.70it/s] 68it [00:39, 1.70it/s] 69it [00:40, 1.71it/s] 70it [00:40, 1.70it/s] 71it [00:41, 1.70it/s] 72it [00:42, 1.71it/s] 73it [00:42, 1.72it/s] 74it [00:43, 1.72it/s] 75it [00:43, 1.69it/s] 76it [00:44, 1.67it/s] 77it [00:45, 1.69it/s] 78it [00:45, 1.71it/s] 79it [00:46, 1.70it/s] 80it [00:46, 1.70it/s] 81it [00:47, 2.12it/s] 81it [00:47, 1.72it/s] +[Training set] Epoch: 35, Average loss: 0.0431 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.11it/s] 2it [00:00, 2.06it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.00it/s] 5it [00:02, 2.00it/s] 6it [00:02, 1.99it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.04it/s] 10it [00:04, 2.04it/s] 11it [00:05, 2.01it/s] 12it [00:05, 2.00it/s] 13it [00:06, 2.27it/s] 13it [00:06, 2.08it/s] +[Test set] Epoch: 35, Accuracy: 66.25% + +epoch 35, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.63it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.65it/s] 5it [00:03, 1.68it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.68it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.68it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.68it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.66it/s] 17it [00:10, 1.67it/s] 18it [00:10, 1.69it/s] 19it [00:11, 1.66it/s] 20it [00:11, 1.65it/s] 21it [00:12, 1.66it/s] 22it [00:13, 1.66it/s] 23it [00:13, 1.67it/s] 24it [00:14, 1.66it/s] 25it [00:14, 1.66it/s] 26it [00:15, 1.65it/s] 27it [00:16, 1.65it/s] 28it [00:16, 1.66it/s] 29it [00:17, 1.66it/s] 30it [00:17, 1.69it/s] 31it [00:18, 1.68it/s] 32it [00:19, 1.68it/s] 33it [00:19, 1.70it/s] 34it [00:20, 1.70it/s] 35it [00:20, 1.72it/s] 36it [00:21, 1.71it/s] 37it [00:22, 1.70it/s] 38it [00:22, 1.70it/s] 39it [00:23, 1.72it/s] 40it [00:23, 1.71it/s] 41it [00:24, 1.71it/s] 42it [00:24, 1.70it/s] 43it [00:25, 1.72it/s] 44it [00:26, 1.72it/s] 45it [00:26, 1.71it/s] 46it [00:27, 1.69it/s] 47it [00:27, 1.69it/s] 48it [00:28, 1.72it/s] 49it [00:29, 1.69it/s] 50it [00:29, 1.67it/s] 51it [00:30, 1.69it/s] 52it [00:30, 1.72it/s] 53it [00:31, 1.68it/s] 54it [00:32, 1.69it/s] 55it [00:32, 1.68it/s] 56it [00:33, 1.69it/s] 57it [00:33, 1.67it/s] 58it [00:34, 1.69it/s] 59it [00:35, 1.67it/s] 60it [00:35, 1.67it/s] 61it [00:36, 1.69it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.70it/s] 65it [00:38, 1.71it/s] 66it [00:39, 1.69it/s] 67it [00:39, 1.71it/s] 68it [00:40, 1.70it/s] 69it [00:40, 1.73it/s] 70it [00:41, 1.72it/s] 71it [00:42, 1.69it/s] 72it [00:42, 1.67it/s] 73it [00:43, 1.70it/s] 74it [00:43, 1.68it/s] 75it [00:44, 1.67it/s] 76it [00:45, 1.65it/s] 77it [00:45, 1.61it/s] 78it [00:46, 1.60it/s] 79it [00:47, 1.60it/s] 80it [00:47, 1.62it/s] 81it [00:47, 2.05it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 36, Average loss: 0.0302 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.02it/s] 2it [00:00, 2.04it/s] 3it [00:01, 2.04it/s] 4it [00:01, 2.05it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.02it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.03it/s] 10it [00:04, 2.03it/s] 11it [00:05, 2.05it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.30it/s] 13it [00:06, 2.09it/s] +[Test set] Epoch: 36, Accuracy: 66.50% + +epoch 36, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.65it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.67it/s] 4it [00:02, 1.67it/s] 5it [00:02, 1.69it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.68it/s] 8it [00:04, 1.66it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.67it/s] 12it [00:07, 1.67it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.68it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.69it/s] 17it [00:10, 1.68it/s] 18it [00:10, 1.68it/s] 19it [00:11, 1.68it/s] 20it [00:11, 1.67it/s] 21it [00:12, 1.66it/s] 22it [00:13, 1.65it/s] 23it [00:13, 1.65it/s] 24it [00:14, 1.65it/s] 25it [00:14, 1.66it/s] 26it [00:15, 1.65it/s] 27it [00:16, 1.66it/s] 28it [00:16, 1.66it/s] 29it [00:17, 1.66it/s] 30it [00:17, 1.66it/s] 31it [00:18, 1.66it/s] 32it [00:19, 1.65it/s] 33it [00:19, 1.66it/s] 34it [00:20, 1.66it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.71it/s] 37it [00:22, 1.68it/s] 38it [00:22, 1.68it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.70it/s] 41it [00:24, 1.68it/s] 42it [00:25, 1.66it/s] 43it [00:25, 1.67it/s] 44it [00:26, 1.69it/s] 45it [00:26, 1.68it/s] 46it [00:27, 1.67it/s] 47it [00:28, 1.68it/s] 48it [00:28, 1.70it/s] 49it [00:29, 1.71it/s] 50it [00:29, 1.71it/s] 51it [00:30, 1.70it/s] 52it [00:31, 1.70it/s] 53it [00:31, 1.70it/s] 54it [00:32, 1.70it/s] 55it [00:32, 1.72it/s] 56it [00:33, 1.71it/s] 57it [00:33, 1.74it/s] 58it [00:34, 1.74it/s] 59it [00:35, 1.71it/s] 60it [00:35, 1.69it/s] 61it [00:36, 1.70it/s] 62it [00:36, 1.69it/s] 63it [00:37, 1.69it/s] 64it [00:38, 1.67it/s] 65it [00:38, 1.69it/s] 66it [00:39, 1.67it/s] 67it [00:39, 1.68it/s] 68it [00:40, 1.69it/s] 69it [00:41, 1.69it/s] 70it [00:41, 1.70it/s] 71it [00:42, 1.69it/s] 72it [00:42, 1.67it/s] 73it [00:43, 1.66it/s] 74it [00:43, 1.68it/s] 75it [00:44, 1.67it/s] 76it [00:45, 1.67it/s] 77it [00:45, 1.68it/s] 78it [00:46, 1.67it/s] 79it [00:47, 1.66it/s] 80it [00:47, 1.66it/s] 81it [00:47, 2.09it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 37, Average loss: 0.0151 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.11it/s] 2it [00:00, 2.06it/s] 3it [00:01, 2.04it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.03it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.02it/s] 8it [00:03, 2.01it/s] 9it [00:04, 2.03it/s] 10it [00:04, 2.05it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.33it/s] 13it [00:06, 2.10it/s] +[Test set] Epoch: 37, Accuracy: 64.27% + +epoch 37, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.64it/s] 3it [00:01, 1.66it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.68it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.72it/s] 9it [00:05, 1.67it/s] 10it [00:05, 1.66it/s] 11it [00:06, 1.65it/s] 12it [00:07, 1.66it/s] 13it [00:07, 1.64it/s] 14it [00:08, 1.64it/s] 15it [00:09, 1.66it/s] 16it [00:09, 1.66it/s] 17it [00:10, 1.67it/s] 18it [00:10, 1.71it/s] 19it [00:11, 1.68it/s] 20it [00:11, 1.68it/s] 21it [00:12, 1.69it/s] 22it [00:13, 1.70it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.69it/s] 27it [00:16, 1.73it/s] 28it [00:16, 1.73it/s] 29it [00:17, 1.72it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.73it/s] 32it [00:18, 1.70it/s] 33it [00:19, 1.72it/s] 34it [00:20, 1.72it/s] 35it [00:20, 1.71it/s] 36it [00:21, 1.70it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.70it/s] 39it [00:23, 1.69it/s] 40it [00:23, 1.67it/s] 41it [00:24, 1.71it/s] 42it [00:24, 1.72it/s] 43it [00:25, 1.70it/s] 44it [00:26, 1.68it/s] 45it [00:26, 1.69it/s] 46it [00:27, 1.70it/s] 47it [00:27, 1.71it/s] 48it [00:28, 1.72it/s] 49it [00:28, 1.73it/s] 50it [00:29, 1.74it/s] 51it [00:30, 1.72it/s] 52it [00:30, 1.75it/s] 53it [00:31, 1.71it/s] 54it [00:31, 1.69it/s] 55it [00:32, 1.69it/s] 56it [00:33, 1.68it/s] 57it [00:33, 1.69it/s] 58it [00:34, 1.70it/s] 59it [00:34, 1.68it/s] 60it [00:35, 1.68it/s] 61it [00:36, 1.68it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.68it/s] 64it [00:37, 1.67it/s] 65it [00:38, 1.67it/s] 66it [00:39, 1.65it/s] 67it [00:39, 1.66it/s] 68it [00:40, 1.66it/s] 69it [00:40, 1.67it/s] 70it [00:41, 1.67it/s] 71it [00:42, 1.67it/s] 72it [00:42, 1.70it/s] 73it [00:43, 1.66it/s] 74it [00:43, 1.65it/s] 75it [00:44, 1.68it/s] 76it [00:44, 1.70it/s] 77it [00:45, 1.71it/s] 78it [00:46, 1.71it/s] 79it [00:46, 1.74it/s] 80it [00:47, 1.75it/s] 81it [00:47, 2.16it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 38, Average loss: 0.0299 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.99it/s] 2it [00:00, 2.01it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.05it/s] 6it [00:02, 2.04it/s] 7it [00:03, 2.05it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.05it/s] 11it [00:05, 2.02it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.30it/s] 13it [00:06, 2.09it/s] +[Test set] Epoch: 38, Accuracy: 63.77% + +epoch 38, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.67it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.73it/s] 6it [00:03, 1.73it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.70it/s] 10it [00:05, 1.72it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.69it/s] 13it [00:07, 1.69it/s] 14it [00:08, 1.71it/s] 15it [00:08, 1.71it/s] 16it [00:09, 1.70it/s] 17it [00:09, 1.72it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.71it/s] 20it [00:11, 1.70it/s] 21it [00:12, 1.74it/s] 22it [00:12, 1.73it/s] 23it [00:13, 1.73it/s] 24it [00:14, 1.72it/s] 25it [00:14, 1.68it/s] 26it [00:15, 1.65it/s] 27it [00:15, 1.66it/s] 28it [00:16, 1.63it/s] 29it [00:17, 1.66it/s] 30it [00:17, 1.68it/s] 31it [00:18, 1.69it/s] 32it [00:18, 1.67it/s] 33it [00:19, 1.69it/s] 34it [00:20, 1.73it/s] 35it [00:20, 1.72it/s] 36it [00:21, 1.72it/s] 37it [00:21, 1.73it/s] 38it [00:22, 1.74it/s] 39it [00:22, 1.72it/s] 40it [00:23, 1.71it/s] 41it [00:24, 1.73it/s] 42it [00:24, 1.74it/s] 43it [00:25, 1.72it/s] 44it [00:25, 1.72it/s] 45it [00:26, 1.74it/s] 46it [00:26, 1.73it/s] 47it [00:27, 1.71it/s] 48it [00:28, 1.71it/s] 49it [00:28, 1.71it/s] 50it [00:29, 1.70it/s] 51it [00:29, 1.69it/s] 52it [00:30, 1.69it/s] 53it [00:31, 1.70it/s] 54it [00:31, 1.71it/s] 55it [00:32, 1.72it/s] 56it [00:32, 1.72it/s] 57it [00:33, 1.73it/s] 58it [00:33, 1.71it/s] 59it [00:34, 1.73it/s] 60it [00:35, 1.72it/s] 61it [00:35, 1.69it/s] 62it [00:36, 1.68it/s] 63it [00:36, 1.69it/s] 64it [00:37, 1.72it/s] 65it [00:38, 1.70it/s] 66it [00:38, 1.69it/s] 67it [00:39, 1.71it/s] 68it [00:39, 1.71it/s] 69it [00:40, 1.70it/s] 70it [00:41, 1.72it/s] 71it [00:41, 1.72it/s] 72it [00:42, 1.73it/s] 73it [00:42, 1.71it/s] 74it [00:43, 1.71it/s] 75it [00:43, 1.74it/s] 76it [00:44, 1.74it/s] 77it [00:45, 1.75it/s] 78it [00:45, 1.74it/s] 79it [00:46, 1.75it/s] 80it [00:46, 1.76it/s] 81it [00:46, 2.21it/s] 81it [00:46, 1.73it/s] +[Training set] Epoch: 39, Average loss: 0.0145 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.09it/s] 2it [00:00, 2.07it/s] 3it [00:01, 2.06it/s] 4it [00:01, 2.02it/s] 5it [00:02, 1.90it/s] 6it [00:03, 1.84it/s] 7it [00:03, 1.88it/s] 8it [00:04, 1.91it/s] 9it [00:04, 1.94it/s] 10it [00:05, 1.94it/s] 11it [00:05, 1.98it/s] 12it [00:06, 2.02it/s] 13it [00:06, 2.29it/s] 13it [00:06, 2.03it/s] +[Test set] Epoch: 39, Accuracy: 68.98% + +epoch 39, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.68it/s] 3it [00:01, 1.69it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.73it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.72it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.73it/s] 12it [00:07, 1.73it/s] 13it [00:07, 1.69it/s] 14it [00:08, 1.69it/s] 15it [00:08, 1.68it/s] 16it [00:09, 1.68it/s] 17it [00:10, 1.69it/s] 18it [00:10, 1.69it/s] 19it [00:11, 1.67it/s] 20it [00:11, 1.67it/s] 21it [00:12, 1.69it/s] 22it [00:12, 1.70it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.71it/s] 25it [00:14, 1.74it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.71it/s] 28it [00:16, 1.70it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.73it/s] 32it [00:18, 1.75it/s] 33it [00:19, 1.74it/s] 34it [00:19, 1.73it/s] 35it [00:20, 1.72it/s] 36it [00:21, 1.73it/s] 37it [00:21, 1.72it/s] 38it [00:22, 1.69it/s] 39it [00:22, 1.68it/s] 40it [00:23, 1.63it/s] 41it [00:24, 1.59it/s] 42it [00:24, 1.56it/s] 43it [00:25, 1.59it/s] 44it [00:26, 1.61it/s] 45it [00:26, 1.65it/s] 46it [00:27, 1.68it/s] 47it [00:27, 1.66it/s] 48it [00:28, 1.66it/s] 49it [00:29, 1.68it/s] 50it [00:29, 1.68it/s] 51it [00:30, 1.69it/s] 52it [00:30, 1.68it/s] 53it [00:31, 1.71it/s] 54it [00:31, 1.68it/s] 55it [00:32, 1.71it/s] 56it [00:33, 1.71it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.71it/s] 59it [00:34, 1.71it/s] 60it [00:35, 1.70it/s] 61it [00:36, 1.69it/s] 62it [00:36, 1.67it/s] 63it [00:37, 1.68it/s] 64it [00:37, 1.68it/s] 65it [00:38, 1.70it/s] 66it [00:39, 1.69it/s] 67it [00:39, 1.69it/s] 68it [00:40, 1.69it/s] 69it [00:40, 1.68it/s] 70it [00:41, 1.67it/s] 71it [00:42, 1.68it/s] 72it [00:42, 1.68it/s] 73it [00:43, 1.70it/s] 74it [00:43, 1.71it/s] 75it [00:44, 1.69it/s] 76it [00:44, 1.67it/s] 77it [00:45, 1.70it/s] 78it [00:46, 1.71it/s] 79it [00:46, 1.68it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.10it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 40, Average loss: 0.0032 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.03it/s] 2it [00:00, 2.00it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.01it/s] 5it [00:02, 2.01it/s] 6it [00:02, 2.01it/s] 7it [00:03, 2.03it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.04it/s] 10it [00:04, 2.02it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.02it/s] 13it [00:06, 2.32it/s] 13it [00:06, 2.09it/s] +[Test set] Epoch: 40, Accuracy: 68.24% + +epoch 40, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.65it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.69it/s] 4it [00:02, 1.68it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.72it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.68it/s] 9it [00:05, 1.71it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.69it/s] 12it [00:07, 1.68it/s] 13it [00:07, 1.69it/s] 14it [00:08, 1.71it/s] 15it [00:08, 1.69it/s] 16it [00:09, 1.68it/s] 17it [00:10, 1.70it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.72it/s] 20it [00:11, 1.70it/s] 21it [00:12, 1.72it/s] 22it [00:12, 1.72it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.69it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.70it/s] 27it [00:15, 1.72it/s] 28it [00:16, 1.73it/s] 29it [00:17, 1.72it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.71it/s] 32it [00:18, 1.72it/s] 33it [00:19, 1.70it/s] 34it [00:20, 1.67it/s] 35it [00:20, 1.70it/s] 36it [00:21, 1.70it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.67it/s] 39it [00:22, 1.71it/s] 40it [00:23, 1.71it/s] 41it [00:24, 1.72it/s] 42it [00:24, 1.71it/s] 43it [00:25, 1.73it/s] 44it [00:25, 1.74it/s] 45it [00:26, 1.76it/s] 46it [00:26, 1.73it/s] 47it [00:27, 1.69it/s] 48it [00:28, 1.71it/s] 49it [00:28, 1.68it/s] 50it [00:29, 1.67it/s] 51it [00:29, 1.65it/s] 52it [00:30, 1.66it/s] 53it [00:31, 1.67it/s] 54it [00:31, 1.67it/s] 55it [00:32, 1.70it/s] 56it [00:32, 1.71it/s] 57it [00:33, 1.71it/s] 58it [00:34, 1.68it/s] 59it [00:34, 1.71it/s] 60it [00:35, 1.71it/s] 61it [00:35, 1.69it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.70it/s] 64it [00:37, 1.69it/s] 65it [00:38, 1.70it/s] 66it [00:38, 1.72it/s] 67it [00:39, 1.72it/s] 68it [00:39, 1.73it/s] 69it [00:40, 1.70it/s] 70it [00:41, 1.69it/s] 71it [00:41, 1.70it/s] 72it [00:42, 1.70it/s] 73it [00:42, 1.70it/s] 74it [00:43, 1.71it/s] 75it [00:44, 1.68it/s] 76it [00:44, 1.67it/s] 77it [00:45, 1.68it/s] 78it [00:45, 1.71it/s] 79it [00:46, 1.71it/s] 80it [00:47, 1.68it/s] 81it [00:47, 2.11it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 41, Average loss: 0.0014 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.06it/s] 2it [00:00, 2.05it/s] 3it [00:01, 2.01it/s] 4it [00:01, 2.02it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.01it/s] 7it [00:03, 2.00it/s] 8it [00:03, 2.01it/s] 9it [00:04, 2.01it/s] 10it [00:04, 1.99it/s] 11it [00:05, 1.99it/s] 12it [00:05, 2.00it/s] 13it [00:06, 2.29it/s] 13it [00:06, 2.07it/s] +[Test set] Epoch: 41, Accuracy: 68.49% + +epoch 41, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.63it/s] 3it [00:01, 1.65it/s] 4it [00:02, 1.67it/s] 5it [00:03, 1.68it/s] 6it [00:03, 1.70it/s] 7it [00:04, 1.70it/s] 8it [00:04, 1.67it/s] 9it [00:05, 1.68it/s] 10it [00:05, 1.69it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.70it/s] 13it [00:07, 1.71it/s] 14it [00:08, 1.70it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.71it/s] 17it [00:10, 1.71it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.73it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.66it/s] 22it [00:13, 1.63it/s] 23it [00:13, 1.65it/s] 24it [00:14, 1.66it/s] 25it [00:14, 1.69it/s] 26it [00:15, 1.68it/s] 27it [00:16, 1.69it/s] 28it [00:16, 1.69it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.69it/s] 31it [00:18, 1.73it/s] 32it [00:18, 1.70it/s] 33it [00:19, 1.70it/s] 34it [00:20, 1.72it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.68it/s] 37it [00:21, 1.68it/s] 38it [00:22, 1.67it/s] 39it [00:23, 1.68it/s] 40it [00:23, 1.72it/s] 41it [00:24, 1.70it/s] 42it [00:24, 1.70it/s] 43it [00:25, 1.73it/s] 44it [00:25, 1.73it/s] 45it [00:26, 1.71it/s] 46it [00:27, 1.70it/s] 47it [00:27, 1.72it/s] 48it [00:28, 1.73it/s] 49it [00:28, 1.71it/s] 50it [00:29, 1.68it/s] 51it [00:30, 1.70it/s] 52it [00:30, 1.70it/s] 53it [00:31, 1.71it/s] 54it [00:31, 1.72it/s] 55it [00:32, 1.72it/s] 56it [00:33, 1.70it/s] 57it [00:33, 1.69it/s] 58it [00:34, 1.70it/s] 59it [00:34, 1.69it/s] 60it [00:35, 1.70it/s] 61it [00:35, 1.69it/s] 62it [00:36, 1.69it/s] 63it [00:37, 1.70it/s] 64it [00:37, 1.70it/s] 65it [00:38, 1.69it/s] 66it [00:38, 1.68it/s] 67it [00:39, 1.69it/s] 68it [00:40, 1.69it/s] 69it [00:40, 1.68it/s] 70it [00:41, 1.68it/s] 71it [00:41, 1.72it/s] 72it [00:42, 1.74it/s] 73it [00:43, 1.72it/s] 74it [00:43, 1.70it/s] 75it [00:44, 1.72it/s] 76it [00:44, 1.72it/s] 77it [00:45, 1.72it/s] 78it [00:45, 1.71it/s] 79it [00:46, 1.73it/s] 80it [00:47, 1.73it/s] 81it [00:47, 2.18it/s] 81it [00:47, 1.71it/s] +[Training set] Epoch: 42, Average loss: 0.0006 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.06it/s] 2it [00:00, 2.01it/s] 3it [00:01, 2.00it/s] 4it [00:01, 2.04it/s] 5it [00:02, 2.03it/s] 6it [00:03, 1.96it/s] 7it [00:03, 1.90it/s] 8it [00:04, 1.89it/s] 9it [00:04, 1.85it/s] 10it [00:05, 1.82it/s] 11it [00:05, 1.81it/s] 12it [00:06, 1.81it/s] 13it [00:06, 2.07it/s] 13it [00:06, 1.95it/s] +[Test set] Epoch: 42, Accuracy: 68.24% + +epoch 42, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.45it/s] 2it [00:01, 1.47it/s] 3it [00:02, 1.50it/s] 4it [00:02, 1.52it/s] 5it [00:03, 1.54it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.51it/s] 8it [00:05, 1.50it/s] 9it [00:05, 1.51it/s] 10it [00:06, 1.51it/s] 11it [00:07, 1.52it/s] 12it [00:07, 1.52it/s] 13it [00:08, 1.54it/s] 14it [00:09, 1.54it/s] 15it [00:09, 1.54it/s] 16it [00:10, 1.52it/s] 17it [00:11, 1.56it/s] 18it [00:11, 1.58it/s] 19it [00:12, 1.54it/s] 20it [00:13, 1.53it/s] 21it [00:13, 1.54it/s] 22it [00:14, 1.53it/s] 23it [00:15, 1.52it/s] 24it [00:15, 1.50it/s] 25it [00:16, 1.52it/s] 26it [00:17, 1.52it/s] 27it [00:17, 1.52it/s] 28it [00:18, 1.53it/s] 29it [00:19, 1.52it/s] 30it [00:19, 1.51it/s] 31it [00:20, 1.52it/s] 32it [00:21, 1.51it/s] 33it [00:21, 1.51it/s] 34it [00:22, 1.51it/s] 35it [00:22, 1.52it/s] 36it [00:23, 1.53it/s] 37it [00:24, 1.52it/s] 38it [00:24, 1.51it/s] 39it [00:25, 1.51it/s] 40it [00:26, 1.52it/s] 41it [00:26, 1.51it/s] 42it [00:27, 1.51it/s] 43it [00:28, 1.52it/s] 44it [00:28, 1.54it/s] 45it [00:29, 1.54it/s] 46it [00:30, 1.54it/s] 47it [00:30, 1.57it/s] 48it [00:31, 1.56it/s] 49it [00:32, 1.55it/s] 50it [00:32, 1.53it/s] 51it [00:33, 1.54it/s] 52it [00:34, 1.55it/s] 53it [00:34, 1.53it/s] 54it [00:35, 1.52it/s] 55it [00:36, 1.54it/s] 56it [00:36, 1.53it/s] 57it [00:37, 1.52it/s] 58it [00:38, 1.51it/s] 59it [00:38, 1.50it/s] 60it [00:39, 1.51it/s] 61it [00:40, 1.51it/s] 62it [00:40, 1.52it/s] 63it [00:41, 1.53it/s] 64it [00:41, 1.52it/s] 65it [00:42, 1.51it/s] 66it [00:43, 1.52it/s] 67it [00:43, 1.58it/s] 68it [00:44, 1.62it/s] 69it [00:45, 1.68it/s] 70it [00:45, 1.71it/s] 71it [00:46, 1.71it/s] 72it [00:46, 1.70it/s] 73it [00:47, 1.67it/s] 74it [00:48, 1.61it/s] 75it [00:48, 1.61it/s] 76it [00:49, 1.59it/s] 77it [00:49, 1.56it/s] 78it [00:50, 1.56it/s] 79it [00:51, 1.58it/s] 80it [00:51, 1.56it/s] 81it [00:52, 1.95it/s] 81it [00:52, 1.55it/s] +[Training set] Epoch: 43, Average loss: 0.0004 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.11it/s] 2it [00:00, 2.08it/s] 3it [00:01, 2.07it/s] 4it [00:01, 2.08it/s] 5it [00:02, 2.07it/s] 6it [00:02, 2.08it/s] 7it [00:03, 2.08it/s] 8it [00:03, 2.05it/s] 9it [00:04, 2.07it/s] 10it [00:04, 2.09it/s] 11it [00:05, 2.08it/s] 12it [00:05, 2.07it/s] 13it [00:06, 2.34it/s] 13it [00:06, 2.14it/s] +[Test set] Epoch: 43, Accuracy: 67.74% + +epoch 43, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.68it/s] 2it [00:01, 1.69it/s] 3it [00:01, 1.72it/s] 4it [00:02, 1.72it/s] 5it [00:02, 1.76it/s] 6it [00:03, 1.75it/s] 7it [00:04, 1.76it/s] 8it [00:04, 1.75it/s] 9it [00:05, 1.76it/s] 10it [00:05, 1.76it/s] 11it [00:06, 1.74it/s] 12it [00:06, 1.72it/s] 13it [00:07, 1.72it/s] 14it [00:08, 1.71it/s] 15it [00:08, 1.74it/s] 16it [00:09, 1.74it/s] 17it [00:09, 1.74it/s] 18it [00:10, 1.73it/s] 19it [00:10, 1.73it/s] 20it [00:11, 1.72it/s] 21it [00:12, 1.72it/s] 22it [00:12, 1.70it/s] 23it [00:13, 1.72it/s] 24it [00:13, 1.73it/s] 25it [00:14, 1.75it/s] 26it [00:15, 1.74it/s] 27it [00:15, 1.74it/s] 28it [00:16, 1.73it/s] 29it [00:16, 1.72it/s] 30it [00:17, 1.71it/s] 31it [00:17, 1.68it/s] 32it [00:18, 1.69it/s] 33it [00:19, 1.68it/s] 34it [00:19, 1.68it/s] 35it [00:20, 1.72it/s] 36it [00:20, 1.71it/s] 37it [00:21, 1.72it/s] 38it [00:22, 1.71it/s] 39it [00:22, 1.74it/s] 40it [00:23, 1.72it/s] 41it [00:23, 1.72it/s] 42it [00:24, 1.70it/s] 43it [00:24, 1.73it/s] 44it [00:25, 1.73it/s] 45it [00:26, 1.71it/s] 46it [00:26, 1.72it/s] 47it [00:27, 1.74it/s] 48it [00:27, 1.74it/s] 49it [00:28, 1.73it/s] 50it [00:29, 1.71it/s] 51it [00:29, 1.72it/s] 52it [00:30, 1.67it/s] 53it [00:30, 1.62it/s] 54it [00:31, 1.64it/s] 55it [00:32, 1.66it/s] 56it [00:32, 1.63it/s] 57it [00:33, 1.54it/s] 58it [00:34, 1.53it/s] 59it [00:34, 1.53it/s] 60it [00:35, 1.52it/s] 61it [00:36, 1.53it/s] 62it [00:36, 1.54it/s] 63it [00:37, 1.57it/s] 64it [00:37, 1.55it/s] 65it [00:38, 1.56it/s] 66it [00:39, 1.58it/s] 67it [00:39, 1.55it/s] 68it [00:40, 1.54it/s] 69it [00:41, 1.53it/s] 70it [00:41, 1.54it/s] 71it [00:42, 1.56it/s] 72it [00:43, 1.57it/s] 73it [00:43, 1.55it/s] 74it [00:44, 1.55it/s] 75it [00:45, 1.54it/s] 76it [00:45, 1.54it/s] 77it [00:46, 1.59it/s] 78it [00:46, 1.61it/s] 79it [00:47, 1.62it/s] 80it [00:48, 1.64it/s] 81it [00:48, 2.08it/s] 81it [00:48, 1.68it/s] +[Training set] Epoch: 44, Average loss: 0.0002 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.10it/s] 2it [00:00, 2.03it/s] 3it [00:01, 2.05it/s] 4it [00:01, 2.02it/s] 5it [00:02, 1.96it/s] 6it [00:03, 1.92it/s] 7it [00:03, 1.91it/s] 8it [00:04, 1.87it/s] 9it [00:04, 1.85it/s] 10it [00:05, 1.84it/s] 11it [00:05, 1.85it/s] 12it [00:06, 1.86it/s] 13it [00:06, 2.09it/s] 13it [00:06, 1.95it/s] +[Test set] Epoch: 44, Accuracy: 67.49% + +epoch 44, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.52it/s] 2it [00:01, 1.52it/s] 3it [00:01, 1.55it/s] 4it [00:02, 1.56it/s] 5it [00:03, 1.56it/s] 6it [00:03, 1.56it/s] 7it [00:04, 1.56it/s] 8it [00:05, 1.55it/s] 9it [00:05, 1.55it/s] 10it [00:06, 1.58it/s] 11it [00:07, 1.59it/s] 12it [00:07, 1.55it/s] 13it [00:08, 1.55it/s] 14it [00:08, 1.57it/s] 15it [00:09, 1.55it/s] 16it [00:10, 1.54it/s] 17it [00:10, 1.57it/s] 18it [00:11, 1.57it/s] 19it [00:12, 1.54it/s] 20it [00:12, 1.53it/s] 21it [00:13, 1.55it/s] 22it [00:14, 1.53it/s] 23it [00:14, 1.54it/s] 24it [00:15, 1.55it/s] 25it [00:16, 1.55it/s] 26it [00:16, 1.54it/s] 27it [00:17, 1.54it/s] 28it [00:18, 1.52it/s] 29it [00:18, 1.54it/s] 30it [00:19, 1.55it/s] 31it [00:19, 1.55it/s] 32it [00:20, 1.56it/s] 33it [00:21, 1.58it/s] 34it [00:21, 1.53it/s] 35it [00:22, 1.55it/s] 36it [00:23, 1.55it/s] 37it [00:23, 1.55it/s] 38it [00:24, 1.56it/s] 39it [00:25, 1.57it/s] 40it [00:25, 1.58it/s] 41it [00:26, 1.58it/s] 42it [00:26, 1.60it/s] 43it [00:27, 1.57it/s] 44it [00:28, 1.56it/s] 45it [00:28, 1.58it/s] 46it [00:29, 1.57it/s] 47it [00:30, 1.58it/s] 48it [00:30, 1.57it/s] 49it [00:31, 1.60it/s] 50it [00:32, 1.60it/s] 51it [00:32, 1.59it/s] 52it [00:33, 1.57it/s] 53it [00:33, 1.55it/s] 54it [00:34, 1.56it/s] 55it [00:35, 1.54it/s] 56it [00:35, 1.54it/s] 57it [00:36, 1.56it/s] 58it [00:37, 1.58it/s] 59it [00:37, 1.55it/s] 60it [00:38, 1.58it/s] 61it [00:39, 1.63it/s] 62it [00:39, 1.61it/s] 63it [00:40, 1.58it/s] 64it [00:41, 1.55it/s] 65it [00:41, 1.55it/s] 66it [00:42, 1.54it/s] 67it [00:42, 1.53it/s] 68it [00:43, 1.53it/s] 69it [00:44, 1.54it/s] 70it [00:44, 1.54it/s] 71it [00:45, 1.54it/s] 72it [00:46, 1.55it/s] 73it [00:46, 1.59it/s] 74it [00:47, 1.58it/s] 75it [00:48, 1.60it/s] 76it [00:48, 1.59it/s] 77it [00:49, 1.59it/s] 78it [00:49, 1.59it/s] 79it [00:50, 1.57it/s] 80it [00:51, 1.56it/s] 81it [00:51, 1.98it/s] 81it [00:51, 1.57it/s] +[Training set] Epoch: 45, Average loss: 0.0001 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.82it/s] 2it [00:01, 1.81it/s] 3it [00:01, 1.85it/s] 4it [00:02, 1.86it/s] 5it [00:02, 1.88it/s] 6it [00:03, 1.92it/s] 7it [00:03, 1.99it/s] 8it [00:04, 2.01it/s] 9it [00:04, 2.01it/s] 10it [00:05, 1.97it/s] 11it [00:05, 1.94it/s] 12it [00:06, 1.93it/s] 13it [00:06, 2.17it/s] 13it [00:06, 1.98it/s] +[Test set] Epoch: 45, Accuracy: 67.49% + +epoch 45, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.50it/s] 2it [00:01, 1.61it/s] 3it [00:01, 1.59it/s] 4it [00:02, 1.57it/s] 5it [00:03, 1.62it/s] 6it [00:03, 1.62it/s] 7it [00:04, 1.60it/s] 8it [00:04, 1.62it/s] 9it [00:05, 1.60it/s] 10it [00:06, 1.59it/s] 11it [00:06, 1.61it/s] 12it [00:07, 1.61it/s] 13it [00:08, 1.60it/s] 14it [00:08, 1.56it/s] 15it [00:09, 1.59it/s] 16it [00:10, 1.60it/s] 17it [00:10, 1.56it/s] 18it [00:11, 1.55it/s] 19it [00:11, 1.59it/s] 20it [00:12, 1.62it/s] 21it [00:13, 1.63it/s] 22it [00:13, 1.60it/s] 23it [00:14, 1.61it/s] 24it [00:14, 1.63it/s] 25it [00:15, 1.64it/s] 26it [00:16, 1.63it/s] 27it [00:16, 1.64it/s] 28it [00:17, 1.60it/s] 29it [00:18, 1.57it/s] 30it [00:18, 1.55it/s] 31it [00:19, 1.56it/s] 32it [00:20, 1.54it/s] 33it [00:20, 1.60it/s] 34it [00:21, 1.61it/s] 35it [00:21, 1.62it/s] 36it [00:22, 1.60it/s] 37it [00:23, 1.61it/s] 38it [00:23, 1.63it/s] 39it [00:24, 1.63it/s] 40it [00:25, 1.60it/s] 41it [00:25, 1.58it/s] 42it [00:26, 1.59it/s] 43it [00:26, 1.57it/s] 44it [00:27, 1.56it/s] 45it [00:28, 1.56it/s] 46it [00:28, 1.56it/s] 47it [00:29, 1.54it/s] 48it [00:30, 1.57it/s] 49it [00:30, 1.57it/s] 50it [00:31, 1.57it/s] 51it [00:32, 1.56it/s] 52it [00:32, 1.56it/s] 53it [00:33, 1.56it/s] 54it [00:34, 1.54it/s] 55it [00:34, 1.56it/s] 56it [00:35, 1.55it/s] 57it [00:35, 1.57it/s] 58it [00:36, 1.57it/s] 59it [00:37, 1.57it/s] 60it [00:37, 1.56it/s] 61it [00:38, 1.57it/s] 62it [00:39, 1.56it/s] 63it [00:39, 1.55it/s] 64it [00:40, 1.54it/s] 65it [00:41, 1.55it/s] 66it [00:41, 1.53it/s] 67it [00:42, 1.54it/s] 68it [00:43, 1.53it/s] 69it [00:43, 1.54it/s] 70it [00:44, 1.53it/s] 71it [00:44, 1.53it/s] 72it [00:45, 1.52it/s] 73it [00:46, 1.52it/s] 74it [00:46, 1.52it/s] 75it [00:47, 1.55it/s] 76it [00:48, 1.57it/s] 77it [00:48, 1.56it/s] 78it [00:49, 1.55it/s] 79it [00:50, 1.54it/s] 80it [00:50, 1.55it/s] 81it [00:51, 1.94it/s] 81it [00:51, 1.59it/s] +[Training set] Epoch: 46, Average loss: 0.0001 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.87it/s] 2it [00:01, 1.87it/s] 3it [00:01, 1.87it/s] 4it [00:02, 1.87it/s] 5it [00:02, 1.85it/s] 6it [00:03, 1.85it/s] 7it [00:03, 1.85it/s] 8it [00:04, 1.84it/s] 9it [00:04, 1.83it/s] 10it [00:05, 1.84it/s] 11it [00:05, 1.86it/s] 12it [00:06, 1.86it/s] 13it [00:06, 2.10it/s] 13it [00:06, 1.91it/s] +[Test set] Epoch: 46, Accuracy: 67.49% + +epoch 46, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.50it/s] 2it [00:01, 1.50it/s] 3it [00:01, 1.53it/s] 4it [00:02, 1.54it/s] 5it [00:03, 1.54it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.53it/s] 8it [00:05, 1.55it/s] 9it [00:05, 1.53it/s] 10it [00:06, 1.53it/s] 11it [00:07, 1.53it/s] 12it [00:07, 1.56it/s] 13it [00:08, 1.56it/s] 14it [00:09, 1.56it/s] 15it [00:09, 1.53it/s] 16it [00:10, 1.52it/s] 17it [00:11, 1.53it/s] 18it [00:11, 1.58it/s] 19it [00:12, 1.61it/s] 20it [00:12, 1.63it/s] 21it [00:13, 1.65it/s] 22it [00:14, 1.67it/s] 23it [00:14, 1.69it/s] 24it [00:15, 1.71it/s] 25it [00:15, 1.71it/s] 26it [00:16, 1.71it/s] 27it [00:16, 1.70it/s] 28it [00:17, 1.71it/s] 29it [00:18, 1.71it/s] 30it [00:18, 1.72it/s] 31it [00:19, 1.74it/s] 32it [00:19, 1.73it/s] 33it [00:20, 1.71it/s] 34it [00:21, 1.70it/s] 35it [00:21, 1.73it/s] 36it [00:22, 1.73it/s] 37it [00:22, 1.75it/s] 38it [00:23, 1.75it/s] 39it [00:23, 1.75it/s] 40it [00:24, 1.71it/s] 41it [00:25, 1.74it/s] 42it [00:25, 1.72it/s] 43it [00:26, 1.71it/s] 44it [00:26, 1.70it/s] 45it [00:27, 1.72it/s] 46it [00:27, 1.72it/s] 47it [00:28, 1.72it/s] 48it [00:29, 1.71it/s] 49it [00:29, 1.70it/s] 50it [00:30, 1.68it/s] 51it [00:30, 1.70it/s] 52it [00:31, 1.70it/s] 53it [00:32, 1.69it/s] 54it [00:32, 1.71it/s] 55it [00:33, 1.71it/s] 56it [00:33, 1.72it/s] 57it [00:34, 1.68it/s] 58it [00:35, 1.63it/s] 59it [00:35, 1.60it/s] 60it [00:36, 1.57it/s] 61it [00:37, 1.56it/s] 62it [00:37, 1.54it/s] 63it [00:38, 1.56it/s] 64it [00:39, 1.55it/s] 65it [00:39, 1.55it/s] 66it [00:40, 1.54it/s] 67it [00:40, 1.54it/s] 68it [00:41, 1.55it/s] 69it [00:42, 1.55it/s] 70it [00:42, 1.60it/s] 71it [00:43, 1.63it/s] 72it [00:43, 1.66it/s] 73it [00:44, 1.69it/s] 74it [00:45, 1.70it/s] 75it [00:45, 1.71it/s] 76it [00:46, 1.71it/s] 77it [00:46, 1.71it/s] 78it [00:47, 1.69it/s] 79it [00:48, 1.66it/s] 80it [00:48, 1.62it/s] 81it [00:48, 2.03it/s] 81it [00:48, 1.65it/s] +[Training set] Epoch: 47, Average loss: 0.0001 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.90it/s] 2it [00:01, 1.98it/s] 3it [00:01, 1.94it/s] 4it [00:02, 1.93it/s] 5it [00:02, 1.88it/s] 6it [00:03, 1.87it/s] 7it [00:03, 1.86it/s] 8it [00:04, 1.88it/s] 9it [00:04, 1.89it/s] 10it [00:05, 1.88it/s] 11it [00:05, 1.89it/s] 12it [00:06, 1.90it/s] 13it [00:06, 2.15it/s] 13it [00:06, 1.95it/s] +[Test set] Epoch: 47, Accuracy: 67.25% + +epoch 47, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.48it/s] 2it [00:01, 1.50it/s] 3it [00:01, 1.51it/s] 4it [00:02, 1.57it/s] 5it [00:03, 1.55it/s] 6it [00:03, 1.53it/s] 7it [00:04, 1.54it/s] 8it [00:05, 1.57it/s] 9it [00:05, 1.63it/s] 10it [00:06, 1.66it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.70it/s] 13it [00:08, 1.72it/s] 14it [00:08, 1.73it/s] 15it [00:09, 1.72it/s] 16it [00:09, 1.75it/s] 17it [00:10, 1.73it/s] 18it [00:10, 1.72it/s] 19it [00:11, 1.76it/s] 20it [00:12, 1.77it/s] 21it [00:12, 1.72it/s] 22it [00:13, 1.65it/s] 23it [00:13, 1.64it/s] 24it [00:14, 1.63it/s] 25it [00:15, 1.60it/s] 26it [00:15, 1.57it/s] 27it [00:16, 1.58it/s] 28it [00:17, 1.59it/s] 29it [00:17, 1.57it/s] 30it [00:18, 1.56it/s] 31it [00:19, 1.57it/s] 32it [00:19, 1.57it/s] 33it [00:20, 1.56it/s] 34it [00:20, 1.55it/s] 35it [00:21, 1.57it/s] 36it [00:22, 1.59it/s] 37it [00:22, 1.58it/s] 38it [00:23, 1.55it/s] 39it [00:24, 1.56it/s] 40it [00:24, 1.56it/s] 41it [00:25, 1.58it/s] 42it [00:26, 1.57it/s] 43it [00:26, 1.58it/s] 44it [00:27, 1.58it/s] 45it [00:27, 1.57it/s] 46it [00:28, 1.57it/s] 47it [00:29, 1.55it/s] 48it [00:29, 1.54it/s] 49it [00:30, 1.54it/s] 50it [00:31, 1.55it/s] 51it [00:31, 1.59it/s] 52it [00:32, 1.64it/s] 53it [00:32, 1.67it/s] 54it [00:33, 1.69it/s] 55it [00:34, 1.72it/s] 56it [00:34, 1.74it/s] 57it [00:35, 1.74it/s] 58it [00:35, 1.73it/s] 59it [00:36, 1.76it/s] 60it [00:36, 1.76it/s] 61it [00:37, 1.77it/s] 62it [00:38, 1.77it/s] 63it [00:38, 1.77it/s] 64it [00:39, 1.76it/s] 65it [00:39, 1.74it/s] 66it [00:40, 1.73it/s] 67it [00:40, 1.76it/s] 68it [00:41, 1.73it/s] 69it [00:42, 1.74it/s] 70it [00:42, 1.74it/s] 71it [00:43, 1.77it/s] 72it [00:43, 1.77it/s] 73it [00:44, 1.77it/s] 74it [00:44, 1.76it/s] 75it [00:45, 1.77it/s] 76it [00:45, 1.77it/s] 77it [00:46, 1.76it/s] 78it [00:47, 1.74it/s] 79it [00:47, 1.72it/s] 80it [00:48, 1.72it/s] 81it [00:48, 2.15it/s] 81it [00:48, 1.67it/s] +[Training set] Epoch: 48, Average loss: 0.0001 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.15it/s] 2it [00:00, 2.12it/s] 3it [00:01, 2.11it/s] 4it [00:01, 2.11it/s] 5it [00:02, 2.12it/s] 6it [00:02, 2.11it/s] 7it [00:03, 2.09it/s] 8it [00:03, 2.10it/s] 9it [00:04, 2.11it/s] 10it [00:04, 2.11it/s] 11it [00:05, 2.10it/s] 12it [00:05, 2.12it/s] 13it [00:05, 2.42it/s] 13it [00:05, 2.18it/s] +[Test set] Epoch: 48, Accuracy: 67.49% + +epoch 48, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.65it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.71it/s] 4it [00:02, 1.74it/s] 5it [00:02, 1.72it/s] 6it [00:03, 1.72it/s] 7it [00:04, 1.75it/s] 8it [00:04, 1.77it/s] 9it [00:05, 1.75it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.72it/s] 12it [00:06, 1.72it/s] 13it [00:07, 1.74it/s] 14it [00:08, 1.78it/s] 15it [00:08, 1.75it/s] 16it [00:09, 1.73it/s] 17it [00:09, 1.73it/s] 18it [00:10, 1.72it/s] 19it [00:10, 1.72it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.74it/s] 22it [00:12, 1.74it/s] 23it [00:13, 1.75it/s] 24it [00:13, 1.74it/s] 25it [00:14, 1.74it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.72it/s] 28it [00:16, 1.68it/s] 29it [00:16, 1.70it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.68it/s] 32it [00:18, 1.68it/s] 33it [00:19, 1.69it/s] 34it [00:19, 1.69it/s] 35it [00:20, 1.69it/s] 36it [00:20, 1.69it/s] 37it [00:21, 1.70it/s] 38it [00:22, 1.69it/s] 39it [00:22, 1.69it/s] 40it [00:23, 1.70it/s] 41it [00:23, 1.69it/s] 42it [00:24, 1.68it/s] 43it [00:25, 1.68it/s] 44it [00:25, 1.68it/s] 45it [00:26, 1.69it/s] 46it [00:26, 1.71it/s] 47it [00:27, 1.68it/s] 48it [00:28, 1.69it/s] 49it [00:28, 1.72it/s] 50it [00:29, 1.65it/s] 51it [00:29, 1.65it/s] 52it [00:30, 1.68it/s] 53it [00:31, 1.70it/s] 54it [00:31, 1.72it/s] 55it [00:32, 1.71it/s] 56it [00:32, 1.70it/s] 57it [00:33, 1.72it/s] 58it [00:33, 1.73it/s] 59it [00:34, 1.71it/s] 60it [00:35, 1.70it/s] 61it [00:35, 1.73it/s] 62it [00:36, 1.67it/s] 63it [00:36, 1.68it/s] 64it [00:37, 1.69it/s] 65it [00:38, 1.71it/s] 66it [00:38, 1.70it/s] 67it [00:39, 1.72it/s] 68it [00:39, 1.73it/s] 69it [00:40, 1.75it/s] 70it [00:40, 1.74it/s] 71it [00:41, 1.75it/s] 72it [00:42, 1.76it/s] 73it [00:42, 1.64it/s] 74it [00:43, 1.62it/s] 75it [00:43, 1.66it/s] 76it [00:44, 1.65it/s] 77it [00:45, 1.67it/s] 78it [00:45, 1.66it/s] 79it [00:46, 1.69it/s] 80it [00:46, 1.69it/s] 81it [00:47, 2.14it/s] 81it [00:47, 1.72it/s] +[Training set] Epoch: 49, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.05it/s] 2it [00:00, 2.08it/s] 3it [00:01, 2.06it/s] 4it [00:01, 2.08it/s] 5it [00:02, 2.07it/s] 6it [00:02, 2.07it/s] 7it [00:03, 2.06it/s] 8it [00:03, 2.06it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.06it/s] 11it [00:05, 2.07it/s] 12it [00:05, 1.95it/s] 13it [00:06, 2.26it/s] 13it [00:06, 2.10it/s] +[Test set] Epoch: 49, Accuracy: 67.74% + +epoch 49, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.61it/s] 2it [00:01, 1.64it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.68it/s] 5it [00:03, 1.66it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.67it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.74it/s] 10it [00:05, 1.72it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.65it/s] 13it [00:07, 1.66it/s] 14it [00:08, 1.64it/s] 15it [00:08, 1.67it/s] 16it [00:09, 1.68it/s] 17it [00:10, 1.66it/s] 18it [00:10, 1.67it/s] 19it [00:11, 1.69it/s] 20it [00:11, 1.69it/s] 21it [00:12, 1.69it/s] 22it [00:13, 1.70it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.71it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.71it/s] 28it [00:16, 1.72it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.69it/s] 31it [00:18, 1.69it/s] 32it [00:18, 1.71it/s] 33it [00:19, 1.69it/s] 34it [00:20, 1.70it/s] 35it [00:20, 1.70it/s] 36it [00:21, 1.71it/s] 37it [00:21, 1.71it/s] 38it [00:22, 1.69it/s] 39it [00:23, 1.73it/s] 40it [00:23, 1.71it/s] 41it [00:24, 1.67it/s] 42it [00:24, 1.63it/s] 43it [00:25, 1.58it/s] 44it [00:26, 1.55it/s] 45it [00:26, 1.55it/s] 46it [00:27, 1.52it/s] 47it [00:28, 1.53it/s] 48it [00:28, 1.53it/s] 49it [00:29, 1.54it/s] 50it [00:30, 1.58it/s] 51it [00:30, 1.64it/s] 52it [00:31, 1.67it/s] 53it [00:31, 1.68it/s] 54it [00:32, 1.67it/s] 55it [00:33, 1.68it/s] 56it [00:33, 1.71it/s] 57it [00:34, 1.70it/s] 58it [00:34, 1.69it/s] 59it [00:35, 1.72it/s] 60it [00:35, 1.73it/s] 61it [00:36, 1.75it/s] 62it [00:37, 1.76it/s] 63it [00:37, 1.73it/s] 64it [00:38, 1.73it/s] 65it [00:38, 1.76it/s] 66it [00:39, 1.75it/s] 67it [00:39, 1.77it/s] 68it [00:40, 1.76it/s] 69it [00:41, 1.74it/s] 70it [00:41, 1.73it/s] 71it [00:42, 1.72it/s] 72it [00:42, 1.71it/s] 73it [00:43, 1.72it/s] 74it [00:43, 1.72it/s] 75it [00:44, 1.72it/s] 76it [00:45, 1.70it/s] 77it [00:45, 1.71it/s] 78it [00:46, 1.73it/s] 79it [00:46, 1.70it/s] 80it [00:47, 1.69it/s] 81it [00:47, 2.14it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 50, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.07it/s] 2it [00:00, 2.02it/s] 3it [00:01, 2.04it/s] 4it [00:01, 2.06it/s] 5it [00:02, 2.04it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.04it/s] 8it [00:03, 2.06it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.04it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.30it/s] 13it [00:06, 2.10it/s] +[Test set] Epoch: 50, Accuracy: 67.99% + +epoch 50, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.68it/s] 2it [00:01, 1.64it/s] 3it [00:01, 1.68it/s] 4it [00:02, 1.69it/s] 5it [00:02, 1.74it/s] 6it [00:03, 1.73it/s] 7it [00:04, 1.72it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.70it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.72it/s] 12it [00:07, 1.74it/s] 13it [00:07, 1.72it/s] 14it [00:08, 1.72it/s] 15it [00:08, 1.69it/s] 16it [00:09, 1.68it/s] 17it [00:09, 1.68it/s] 18it [00:10, 1.68it/s] 19it [00:11, 1.67it/s] 20it [00:11, 1.67it/s] 21it [00:12, 1.69it/s] 22it [00:12, 1.69it/s] 23it [00:13, 1.71it/s] 24it [00:14, 1.72it/s] 25it [00:14, 1.71it/s] 26it [00:15, 1.70it/s] 27it [00:15, 1.72it/s] 28it [00:16, 1.73it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.71it/s] 31it [00:18, 1.70it/s] 32it [00:18, 1.70it/s] 33it [00:19, 1.72it/s] 34it [00:19, 1.71it/s] 35it [00:20, 1.68it/s] 36it [00:21, 1.67it/s] 37it [00:21, 1.71it/s] 38it [00:22, 1.71it/s] 39it [00:22, 1.69it/s] 40it [00:23, 1.68it/s] 41it [00:24, 1.71it/s] 42it [00:24, 1.71it/s] 43it [00:25, 1.72it/s] 44it [00:25, 1.72it/s] 45it [00:26, 1.73it/s] 46it [00:26, 1.75it/s] 47it [00:27, 1.73it/s] 48it [00:28, 1.72it/s] 49it [00:28, 1.72it/s] 50it [00:29, 1.72it/s] 51it [00:29, 1.73it/s] 52it [00:30, 1.74it/s] 53it [00:31, 1.72it/s] 54it [00:31, 1.72it/s] 55it [00:32, 1.74it/s] 56it [00:32, 1.72it/s] 57it [00:33, 1.75it/s] 58it [00:33, 1.75it/s] 59it [00:34, 1.72it/s] 60it [00:35, 1.70it/s] 61it [00:35, 1.71it/s] 62it [00:36, 1.71it/s] 63it [00:36, 1.72it/s] 64it [00:37, 1.73it/s] 65it [00:37, 1.73it/s] 66it [00:38, 1.73it/s] 67it [00:39, 1.75it/s] 68it [00:39, 1.75it/s] 69it [00:40, 1.74it/s] 70it [00:40, 1.75it/s] 71it [00:41, 1.72it/s] 72it [00:42, 1.71it/s] 73it [00:42, 1.72it/s] 74it [00:43, 1.72it/s] 75it [00:43, 1.70it/s] 76it [00:44, 1.70it/s] 77it [00:44, 1.71it/s] 78it [00:45, 1.71it/s] 79it [00:46, 1.70it/s] 80it [00:46, 1.71it/s] 81it [00:46, 2.14it/s] 81it [00:46, 1.73it/s] +[Training set] Epoch: 51, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.10it/s] 2it [00:00, 2.04it/s] 3it [00:01, 2.02it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.00it/s] 8it [00:03, 2.02it/s] 9it [00:04, 2.01it/s] 10it [00:04, 2.00it/s] 11it [00:05, 2.00it/s] 12it [00:05, 2.03it/s] 13it [00:06, 2.32it/s] 13it [00:06, 2.09it/s] +[Test set] Epoch: 51, Accuracy: 68.24% + +epoch 51, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.67it/s] 4it [00:02, 1.69it/s] 5it [00:03, 1.66it/s] 6it [00:03, 1.60it/s] 7it [00:04, 1.57it/s] 8it [00:04, 1.57it/s] 9it [00:05, 1.61it/s] 10it [00:06, 1.63it/s] 11it [00:06, 1.66it/s] 12it [00:07, 1.68it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.72it/s] 15it [00:09, 1.72it/s] 16it [00:09, 1.71it/s] 17it [00:10, 1.73it/s] 18it [00:10, 1.73it/s] 19it [00:11, 1.73it/s] 20it [00:11, 1.71it/s] 21it [00:12, 1.75it/s] 22it [00:13, 1.74it/s] 23it [00:13, 1.73it/s] 24it [00:14, 1.71it/s] 25it [00:14, 1.72it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.73it/s] 28it [00:16, 1.72it/s] 29it [00:17, 1.70it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.70it/s] 32it [00:18, 1.71it/s] 33it [00:19, 1.70it/s] 34it [00:20, 1.66it/s] 35it [00:20, 1.61it/s] 36it [00:21, 1.58it/s] 37it [00:22, 1.57it/s] 38it [00:22, 1.57it/s] 39it [00:23, 1.57it/s] 40it [00:24, 1.56it/s] 41it [00:24, 1.55it/s] 42it [00:25, 1.59it/s] 43it [00:25, 1.64it/s] 44it [00:26, 1.68it/s] 45it [00:27, 1.69it/s] 46it [00:27, 1.69it/s] 47it [00:28, 1.69it/s] 48it [00:28, 1.70it/s] 49it [00:29, 1.68it/s] 50it [00:29, 1.67it/s] 51it [00:30, 1.70it/s] 52it [00:31, 1.71it/s] 53it [00:31, 1.69it/s] 54it [00:32, 1.68it/s] 55it [00:32, 1.69it/s] 56it [00:33, 1.70it/s] 57it [00:34, 1.70it/s] 58it [00:34, 1.69it/s] 59it [00:35, 1.71it/s] 60it [00:35, 1.72it/s] 61it [00:36, 1.71it/s] 62it [00:37, 1.70it/s] 63it [00:37, 1.74it/s] 64it [00:38, 1.74it/s] 65it [00:38, 1.73it/s] 66it [00:39, 1.71it/s] 67it [00:39, 1.73it/s] 68it [00:40, 1.73it/s] 69it [00:41, 1.74it/s] 70it [00:41, 1.72it/s] 71it [00:42, 1.73it/s] 72it [00:42, 1.74it/s] 73it [00:43, 1.72it/s] 74it [00:43, 1.69it/s] 75it [00:44, 1.71it/s] 76it [00:45, 1.73it/s] 77it [00:45, 1.72it/s] 78it [00:46, 1.72it/s] 79it [00:46, 1.71it/s] 80it [00:47, 1.71it/s] 81it [00:47, 2.14it/s] 81it [00:47, 1.70it/s] +[Training set] Epoch: 52, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.04it/s] 2it [00:00, 2.09it/s] 3it [00:01, 2.05it/s] 4it [00:01, 2.05it/s] 5it [00:02, 2.07it/s] 6it [00:02, 2.08it/s] 7it [00:03, 2.06it/s] 8it [00:03, 2.06it/s] 9it [00:04, 2.06it/s] 10it [00:04, 2.07it/s] 11it [00:05, 2.09it/s] 12it [00:05, 2.07it/s] 13it [00:06, 2.35it/s] 13it [00:06, 2.13it/s] +[Test set] Epoch: 52, Accuracy: 68.24% + +epoch 52, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.69it/s] 2it [00:01, 1.69it/s] 3it [00:01, 1.71it/s] 4it [00:02, 1.71it/s] 5it [00:02, 1.71it/s] 6it [00:03, 1.74it/s] 7it [00:04, 1.75it/s] 8it [00:04, 1.73it/s] 9it [00:05, 1.73it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.73it/s] 12it [00:06, 1.73it/s] 13it [00:07, 1.72it/s] 14it [00:08, 1.71it/s] 15it [00:08, 1.70it/s] 16it [00:09, 1.71it/s] 17it [00:09, 1.72it/s] 18it [00:10, 1.71it/s] 19it [00:11, 1.73it/s] 20it [00:11, 1.73it/s] 21it [00:12, 1.72it/s] 22it [00:12, 1.70it/s] 23it [00:13, 1.71it/s] 24it [00:13, 1.71it/s] 25it [00:14, 1.68it/s] 26it [00:15, 1.67it/s] 27it [00:15, 1.69it/s] 28it [00:16, 1.69it/s] 29it [00:16, 1.70it/s] 30it [00:17, 1.72it/s] 31it [00:18, 1.72it/s] 32it [00:18, 1.72it/s] 33it [00:19, 1.73it/s] 34it [00:19, 1.71it/s] 35it [00:20, 1.75it/s] 36it [00:20, 1.75it/s] 37it [00:21, 1.74it/s] 38it [00:22, 1.72it/s] 39it [00:22, 1.71it/s] 40it [00:23, 1.69it/s] 41it [00:23, 1.72it/s] 42it [00:24, 1.72it/s] 43it [00:25, 1.74it/s] 44it [00:25, 1.72it/s] 45it [00:26, 1.72it/s] 46it [00:26, 1.72it/s] 47it [00:27, 1.72it/s] 48it [00:27, 1.73it/s] 49it [00:28, 1.72it/s] 50it [00:29, 1.73it/s] 51it [00:29, 1.72it/s] 52it [00:30, 1.70it/s] 53it [00:30, 1.71it/s] 54it [00:31, 1.70it/s] 55it [00:32, 1.70it/s] 56it [00:32, 1.69it/s] 57it [00:33, 1.72it/s] 58it [00:33, 1.70it/s] 59it [00:34, 1.70it/s] 60it [00:34, 1.73it/s] 61it [00:35, 1.73it/s] 62it [00:36, 1.71it/s] 63it [00:36, 1.73it/s] 64it [00:37, 1.74it/s] 65it [00:37, 1.70it/s] 66it [00:38, 1.70it/s] 67it [00:39, 1.70it/s] 68it [00:39, 1.70it/s] 69it [00:40, 1.71it/s] 70it [00:40, 1.69it/s] 71it [00:41, 1.71it/s] 72it [00:41, 1.71it/s] 73it [00:42, 1.72it/s] 74it [00:43, 1.71it/s] 75it [00:43, 1.72it/s] 76it [00:44, 1.72it/s] 77it [00:44, 1.71it/s] 78it [00:45, 1.69it/s] 79it [00:46, 1.70it/s] 80it [00:46, 1.71it/s] 81it [00:46, 2.15it/s] 81it [00:46, 1.73it/s] +[Training set] Epoch: 53, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.04it/s] 2it [00:00, 2.02it/s] 3it [00:01, 2.03it/s] 4it [00:01, 2.03it/s] 5it [00:02, 2.02it/s] 6it [00:02, 2.02it/s] 7it [00:03, 2.01it/s] 8it [00:03, 2.01it/s] 9it [00:04, 2.03it/s] 10it [00:04, 2.02it/s] 11it [00:05, 2.03it/s] 12it [00:05, 2.04it/s] 13it [00:06, 2.31it/s] 13it [00:06, 2.09it/s] +[Test set] Epoch: 53, Accuracy: 68.24% + +epoch 53, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.66it/s] 3it [00:01, 1.66it/s] 4it [00:02, 1.68it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.67it/s] 7it [00:04, 1.69it/s] 8it [00:04, 1.69it/s] 9it [00:05, 1.69it/s] 10it [00:05, 1.70it/s] 11it [00:06, 1.71it/s] 12it [00:07, 1.72it/s] 13it [00:07, 1.70it/s] 14it [00:08, 1.69it/s] 15it [00:08, 1.72it/s] 16it [00:09, 1.72it/s] 17it [00:10, 1.71it/s] 18it [00:10, 1.71it/s] 19it [00:11, 1.71it/s] 20it [00:11, 1.69it/s] 21it [00:12, 1.70it/s] 22it [00:12, 1.72it/s] 23it [00:13, 1.70it/s] 24it [00:14, 1.70it/s] 25it [00:14, 1.70it/s] 26it [00:15, 1.72it/s] 27it [00:15, 1.71it/s] 28it [00:16, 1.69it/s] 29it [00:17, 1.71it/s] 30it [00:17, 1.70it/s] 31it [00:18, 1.72it/s] 32it [00:18, 1.71it/s] 33it [00:19, 1.69it/s] 34it [00:20, 1.68it/s] 35it [00:20, 1.69it/s] 36it [00:21, 1.71it/s] 37it [00:21, 1.72it/s] 38it [00:22, 1.73it/s] 39it [00:22, 1.74it/s] 40it [00:23, 1.73it/s] 41it [00:24, 1.70it/s] 42it [00:24, 1.69it/s] 43it [00:25, 1.70it/s] 44it [00:25, 1.72it/s] 45it [00:26, 1.72it/s] 46it [00:27, 1.72it/s] 47it [00:27, 1.74it/s] 48it [00:28, 1.72it/s] 49it [00:28, 1.70it/s] 50it [00:29, 1.71it/s] 51it [00:29, 1.72it/s] 52it [00:30, 1.76it/s] 53it [00:31, 1.74it/s] 54it [00:31, 1.74it/s] 55it [00:32, 1.73it/s] 56it [00:32, 1.71it/s] 57it [00:33, 1.73it/s] 58it [00:33, 1.71it/s] 59it [00:34, 1.71it/s] 60it [00:35, 1.71it/s] 61it [00:35, 1.71it/s] 62it [00:36, 1.70it/s] 63it [00:36, 1.70it/s] 64it [00:37, 1.70it/s] 65it [00:38, 1.68it/s] 66it [00:38, 1.67it/s] 67it [00:39, 1.68it/s] 68it [00:39, 1.64it/s] 69it [00:40, 1.60it/s] 70it [00:41, 1.57it/s] 71it [00:41, 1.57it/s] 72it [00:42, 1.57it/s] 73it [00:43, 1.55it/s] 74it [00:43, 1.53it/s] 75it [00:44, 1.54it/s] 76it [00:45, 1.52it/s] 77it [00:45, 1.52it/s] 78it [00:46, 1.53it/s] 79it [00:47, 1.54it/s] 80it [00:47, 1.53it/s] 81it [00:47, 1.94it/s] 81it [00:47, 1.69it/s] +[Training set] Epoch: 54, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 2.16it/s] 2it [00:00, 2.14it/s] 3it [00:01, 2.11it/s] 4it [00:01, 2.09it/s] 5it [00:02, 2.06it/s] 6it [00:02, 2.06it/s] 7it [00:03, 2.06it/s] 8it [00:03, 2.04it/s] 9it [00:04, 2.05it/s] 10it [00:04, 2.07it/s] 11it [00:05, 2.06it/s] 12it [00:05, 2.07it/s] 13it [00:06, 2.38it/s] 13it [00:06, 2.14it/s] +[Test set] Epoch: 54, Accuracy: 68.24% + +epoch 54, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.65it/s] 3it [00:01, 1.70it/s] 4it [00:02, 1.72it/s] 5it [00:02, 1.73it/s] 6it [00:03, 1.74it/s] 7it [00:04, 1.73it/s] 8it [00:04, 1.73it/s] 9it [00:05, 1.74it/s] 10it [00:05, 1.73it/s] 11it [00:06, 1.70it/s] 12it [00:07, 1.70it/s] 13it [00:07, 1.71it/s] 14it [00:08, 1.71it/s] 15it [00:08, 1.72it/s] 16it [00:09, 1.74it/s] 17it [00:09, 1.72it/s] 18it [00:10, 1.70it/s] 19it [00:11, 1.71it/s] 20it [00:11, 1.73it/s] 21it [00:12, 1.74it/s] 22it [00:12, 1.74it/s] 23it [00:13, 1.75it/s] 24it [00:13, 1.75it/s] 25it [00:14, 1.78it/s] 26it [00:15, 1.78it/s] 27it [00:15, 1.77it/s] 28it [00:16, 1.78it/s] 29it [00:16, 1.75it/s] 30it [00:17, 1.73it/s] 31it [00:17, 1.74it/s] 32it [00:18, 1.73it/s] 33it [00:19, 1.72it/s] 34it [00:19, 1.71it/s] 35it [00:20, 1.76it/s] 36it [00:20, 1.77it/s] 37it [00:21, 1.77it/s] 38it [00:21, 1.78it/s] 39it [00:22, 1.77it/s] 40it [00:23, 1.77it/s] 41it [00:23, 1.73it/s] 42it [00:24, 1.67it/s] 43it [00:24, 1.62it/s] 44it [00:25, 1.59it/s] 45it [00:26, 1.57it/s] 46it [00:26, 1.56it/s] 47it [00:27, 1.54it/s] 48it [00:28, 1.54it/s] 49it [00:28, 1.51it/s] 50it [00:29, 1.53it/s] 51it [00:30, 1.54it/s] 52it [00:30, 1.56it/s] 53it [00:31, 1.55it/s] 54it [00:32, 1.56it/s] 55it [00:32, 1.56it/s] 56it [00:33, 1.58it/s] 57it [00:33, 1.59it/s] 58it [00:34, 1.64it/s] 59it [00:35, 1.69it/s] 60it [00:35, 1.72it/s] 61it [00:36, 1.69it/s] 62it [00:36, 1.68it/s] 63it [00:37, 1.70it/s] 64it [00:38, 1.70it/s] 65it [00:38, 1.69it/s] 66it [00:39, 1.70it/s] 67it [00:39, 1.70it/s] 68it [00:40, 1.69it/s] 69it [00:40, 1.71it/s] 70it [00:41, 1.71it/s] 71it [00:42, 1.71it/s] 72it [00:42, 1.71it/s] 73it [00:43, 1.70it/s] 74it [00:43, 1.70it/s] 75it [00:44, 1.56it/s] 76it [00:45, 1.30it/s] 77it [00:47, 1.08it/s] 78it [00:47, 1.07it/s] 79it [00:48, 1.07it/s] 80it [00:50, 1.02s/it] 81it [00:50, 1.23it/s] 81it [00:50, 1.61it/s] +[Training set] Epoch: 55, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.20it/s] 2it [00:01, 1.18it/s] 3it [00:02, 1.17it/s] 4it [00:03, 1.18it/s] 5it [00:04, 1.09it/s] 6it [00:05, 1.18it/s] 7it [00:05, 1.27it/s] 8it [00:06, 1.24it/s] 9it [00:07, 1.27it/s] 10it [00:08, 1.30it/s] 11it [00:08, 1.27it/s] 12it [00:09, 1.32it/s] 13it [00:09, 1.61it/s] 13it [00:09, 1.31it/s] +[Test set] Epoch: 55, Accuracy: 67.99% + +epoch 55, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.57it/s] 2it [00:01, 1.60it/s] 3it [00:01, 1.63it/s] 4it [00:02, 1.65it/s] 5it [00:03, 1.67it/s] 6it [00:03, 1.62it/s] 7it [00:04, 1.64it/s] 8it [00:04, 1.64it/s] 9it [00:05, 1.63it/s] 10it [00:06, 1.63it/s] 11it [00:06, 1.68it/s] 12it [00:07, 1.72it/s] 13it [00:07, 1.68it/s] 14it [00:08, 1.70it/s] 15it [00:09, 1.67it/s] 16it [00:09, 1.66it/s] 17it [00:10, 1.66it/s] 18it [00:10, 1.66it/s] 19it [00:11, 1.68it/s] 20it [00:12, 1.61it/s] 21it [00:13, 1.37it/s] 22it [00:14, 1.20it/s] 23it [00:15, 1.15it/s] 24it [00:16, 1.09it/s] 25it [00:17, 1.00s/it] 26it [00:18, 1.04s/it] 27it [00:19, 1.07s/it] 28it [00:20, 1.09s/it] 29it [00:21, 1.08s/it] 30it [00:23, 1.21s/it] 31it [00:24, 1.16s/it] 32it [00:25, 1.13s/it] 33it [00:26, 1.10s/it] 34it [00:27, 1.01it/s] 35it [00:27, 1.15it/s] 36it [00:28, 1.26it/s] 37it [00:29, 1.34it/s] 38it [00:29, 1.42it/s] 39it [00:30, 1.49it/s] 40it [00:30, 1.53it/s] 41it [00:31, 1.55it/s] 42it [00:32, 1.57it/s] 43it [00:32, 1.60it/s] 44it [00:33, 1.59it/s] 45it [00:33, 1.61it/s] 46it [00:34, 1.63it/s] 47it [00:35, 1.62it/s] 48it [00:35, 1.61it/s] 49it [00:36, 1.59it/s] 50it [00:37, 1.62it/s] 51it [00:37, 1.57it/s] 52it [00:38, 1.29it/s] 53it [00:39, 1.15it/s] 54it [00:40, 1.10it/s] 55it [00:41, 1.05it/s] 56it [00:42, 1.03it/s] 57it [00:44, 1.02it/s] 58it [00:45, 1.03s/it] 59it [00:46, 1.06s/it] 60it [00:47, 1.02s/it] 61it [00:47, 1.12it/s] 62it [00:48, 1.23it/s] 63it [00:49, 1.33it/s] 64it [00:49, 1.40it/s] 65it [00:50, 1.50it/s] 66it [00:50, 1.56it/s] 67it [00:51, 1.56it/s] 68it [00:52, 1.55it/s] 69it [00:52, 1.55it/s] 70it [00:53, 1.51it/s] 71it [00:54, 1.24it/s] 72it [00:55, 1.17it/s] 73it [00:56, 1.09it/s] 74it [00:57, 1.02it/s] 75it [00:58, 1.02s/it] 76it [00:59, 1.00s/it] 77it [01:00, 1.12it/s] 78it [01:01, 1.22it/s] 79it [01:01, 1.32it/s] 80it [01:02, 1.40it/s] 81it [01:02, 1.77it/s] 81it [01:02, 1.30it/s] +[Training set] Epoch: 56, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.25it/s] 3it [00:02, 1.22it/s] 4it [00:03, 1.23it/s] 5it [00:04, 1.22it/s] 6it [00:04, 1.27it/s] 7it [00:05, 1.23it/s] 8it [00:06, 1.11it/s] 9it [00:07, 1.15it/s] 10it [00:08, 1.18it/s] 11it [00:09, 1.14it/s] 12it [00:10, 1.18it/s] 13it [00:10, 1.38it/s] 13it [00:10, 1.24it/s] +[Test set] Epoch: 56, Accuracy: 67.99% + +epoch 56, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.11it/s] 2it [00:01, 1.01s/it] 3it [00:03, 1.04s/it] 4it [00:03, 1.01it/s] 5it [00:04, 1.09it/s] 6it [00:05, 1.12it/s] 7it [00:06, 1.09it/s] 8it [00:07, 1.05it/s] 9it [00:08, 1.11it/s] 10it [00:09, 1.09it/s] 11it [00:10, 1.06it/s] 12it [00:11, 1.11it/s] 13it [00:12, 1.07it/s] 14it [00:13, 1.03it/s] 15it [00:14, 1.03it/s] 16it [00:15, 1.06it/s] 17it [00:16, 1.02it/s] 18it [00:17, 1.19s/it] 19it [00:18, 1.06s/it] 20it [00:19, 1.03s/it] 21it [00:20, 1.00s/it] 22it [00:21, 1.05s/it] 23it [00:22, 1.03s/it] 24it [00:23, 1.02it/s] 25it [00:24, 1.06s/it] 26it [00:25, 1.08s/it] 27it [00:26, 1.03it/s] 28it [00:27, 1.06it/s] 29it [00:28, 1.06it/s] 30it [00:29, 1.01it/s] 31it [00:30, 1.00it/s] 32it [00:31, 1.08s/it] 33it [00:32, 1.01s/it] 34it [00:33, 1.00it/s] 35it [00:34, 1.04it/s] 36it [00:35, 1.11it/s] 37it [00:36, 1.06it/s] 38it [00:37, 1.06it/s] 39it [00:38, 1.06it/s] 40it [00:39, 1.04it/s] 41it [00:39, 1.12it/s] 42it [00:41, 1.03it/s] 43it [00:41, 1.04it/s] 44it [00:42, 1.10it/s] 45it [00:43, 1.10it/s] 46it [00:44, 1.19it/s] 47it [00:45, 1.05it/s] 48it [00:46, 1.05s/it] 49it [00:47, 1.06s/it] 50it [00:48, 1.02s/it] 51it [00:50, 1.08s/it] 52it [00:50, 1.00s/it] 53it [00:51, 1.01s/it] 54it [00:52, 1.04it/s] 55it [00:53, 1.07it/s] 56it [00:54, 1.04it/s] 57it [00:55, 1.05it/s] 58it [00:56, 1.02it/s] 59it [00:57, 1.00s/it] 60it [00:58, 1.01s/it] 61it [00:59, 1.03s/it] 62it [01:00, 1.02it/s] 63it [01:01, 1.05it/s] 64it [01:02, 1.01it/s] 65it [01:03, 1.06it/s] 66it [01:04, 1.13it/s] 67it [01:05, 1.16it/s] 68it [01:05, 1.18it/s] 69it [01:06, 1.15it/s] 70it [01:07, 1.10it/s] 71it [01:08, 1.09it/s] 72it [01:09, 1.11it/s] 73it [01:10, 1.12it/s] 74it [01:11, 1.08it/s] 75it [01:12, 1.06it/s] 76it [01:13, 1.14it/s] 77it [01:14, 1.08it/s] 78it [01:14, 1.16it/s] 79it [01:16, 1.03it/s] 80it [01:17, 1.02it/s] 81it [01:17, 1.32it/s] 81it [01:17, 1.05it/s] +[Training set] Epoch: 57, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.30it/s] 2it [00:01, 1.38it/s] 3it [00:02, 1.54it/s] 4it [00:02, 1.40it/s] 5it [00:03, 1.43it/s] 6it [00:04, 1.38it/s] 7it [00:04, 1.44it/s] 8it [00:05, 1.34it/s] 9it [00:06, 1.42it/s] 10it [00:07, 1.36it/s] 11it [00:07, 1.40it/s] 12it [00:08, 1.33it/s] 13it [00:09, 1.54it/s] 13it [00:09, 1.43it/s] +[Test set] Epoch: 57, Accuracy: 67.99% + +epoch 57, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.07s/it] 2it [00:01, 1.07it/s] 3it [00:02, 1.01it/s] 4it [00:04, 1.05s/it] 5it [00:04, 1.06it/s] 6it [00:05, 1.05it/s] 7it [00:07, 1.09s/it] 8it [00:08, 1.01s/it] 9it [00:09, 1.04s/it] 10it [00:09, 1.05it/s] 11it [00:11, 1.02s/it] 12it [00:12, 1.04s/it] 13it [00:13, 1.02it/s] 14it [00:13, 1.02it/s] 15it [00:15, 1.03s/it] 16it [00:16, 1.01it/s] 17it [00:17, 1.05s/it] 18it [00:18, 1.01it/s] 19it [00:18, 1.04it/s] 20it [00:19, 1.05it/s] 21it [00:20, 1.06it/s] 22it [00:21, 1.13it/s] 23it [00:22, 1.12it/s] 24it [00:23, 1.15it/s] 25it [00:24, 1.17it/s] 26it [00:25, 1.13it/s] 27it [00:26, 1.10it/s] 28it [00:26, 1.19it/s] 29it [00:27, 1.25it/s] 30it [00:28, 1.29it/s] 31it [00:29, 1.19it/s] 32it [00:30, 1.16it/s] 33it [00:30, 1.14it/s] 34it [00:31, 1.08it/s] 35it [00:32, 1.14it/s] 36it [00:33, 1.24it/s] 37it [00:34, 1.30it/s] 38it [00:35, 1.15it/s] 39it [00:36, 1.11it/s] 40it [00:36, 1.15it/s] 41it [00:37, 1.20it/s] 42it [00:38, 1.25it/s] 43it [00:39, 1.31it/s] 44it [00:39, 1.33it/s] 45it [00:40, 1.33it/s] 46it [00:41, 1.35it/s] 47it [00:41, 1.38it/s] 48it [00:42, 1.41it/s] 49it [00:43, 1.36it/s] 50it [00:44, 1.33it/s] 51it [00:45, 1.30it/s] 52it [00:45, 1.22it/s] 53it [00:46, 1.27it/s] 54it [00:47, 1.29it/s] 55it [00:48, 1.37it/s] 56it [00:48, 1.46it/s] 57it [00:49, 1.35it/s] 58it [00:50, 1.31it/s] 59it [00:51, 1.21it/s] 60it [00:52, 1.18it/s] 61it [00:52, 1.22it/s] 62it [00:53, 1.14it/s] 63it [00:54, 1.15it/s] 64it [00:55, 1.15it/s] 65it [00:56, 1.18it/s] 66it [00:57, 1.18it/s] 67it [00:58, 1.17it/s] 68it [00:59, 1.16it/s] 69it [00:59, 1.22it/s] 70it [01:00, 1.23it/s] 71it [01:03, 1.40s/it] 72it [01:04, 1.38s/it] 73it [01:05, 1.16s/it] 74it [01:06, 1.11s/it] 75it [01:07, 1.02it/s] 76it [01:07, 1.07it/s] 77it [01:08, 1.14it/s] 78it [01:09, 1.08it/s] 79it [01:10, 1.11it/s] 80it [01:11, 1.07it/s] 81it [01:12, 1.22it/s] 81it [01:12, 1.12it/s] +[Training set] Epoch: 58, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.53it/s] 2it [00:01, 1.28it/s] 3it [00:02, 1.23it/s] 4it [00:03, 1.23it/s] 5it [00:03, 1.36it/s] 6it [00:04, 1.26it/s] 7it [00:06, 1.16s/it] 8it [00:07, 1.22s/it] 9it [00:09, 1.19s/it] 10it [00:09, 1.01s/it] 11it [00:10, 1.03it/s] 12it [00:11, 1.14it/s] 13it [00:11, 1.33it/s] 13it [00:11, 1.11it/s] +[Test set] Epoch: 58, Accuracy: 67.99% + +epoch 58, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.06it/s] 2it [00:02, 1.13s/it] 3it [00:03, 1.12s/it] 4it [00:04, 1.07s/it] 5it [00:05, 1.05s/it] 6it [00:06, 1.09s/it] 7it [00:07, 1.01it/s] 8it [00:08, 1.04it/s] 9it [00:09, 1.04it/s] 10it [00:10, 1.07it/s] 11it [00:10, 1.13it/s] 12it [00:11, 1.02it/s] 13it [00:12, 1.06it/s] 14it [00:13, 1.08it/s] 15it [00:14, 1.08it/s] 16it [00:15, 1.09it/s] 17it [00:17, 1.11s/it] 18it [00:18, 1.09s/it] 19it [00:18, 1.00s/it] 20it [00:20, 1.02s/it] 21it [00:20, 1.08it/s] 22it [00:21, 1.15it/s] 23it [00:22, 1.03s/it] 24it [00:23, 1.10it/s] 25it [00:24, 1.22it/s] 26it [00:24, 1.31it/s] 27it [00:25, 1.21it/s] 28it [00:26, 1.24it/s] 29it [00:27, 1.25it/s] 30it [00:28, 1.22it/s] 31it [00:29, 1.18it/s] 32it [00:29, 1.23it/s] 33it [00:30, 1.17it/s] 34it [00:31, 1.09it/s] 35it [00:32, 1.15it/s] 36it [00:33, 1.12it/s] 37it [00:34, 1.04it/s] 38it [00:35, 1.07it/s] 39it [00:36, 1.07it/s] 40it [00:37, 1.11it/s] 41it [00:38, 1.10it/s] 42it [00:39, 1.12it/s] 43it [00:39, 1.12it/s] 44it [00:40, 1.13it/s] 45it [00:41, 1.06it/s] 46it [00:42, 1.08it/s] 47it [00:43, 1.07it/s] 48it [00:44, 1.13it/s] 49it [00:45, 1.10it/s] 50it [00:46, 1.17it/s] 51it [00:47, 1.15it/s] 52it [00:47, 1.14it/s] 53it [00:48, 1.13it/s] 54it [00:49, 1.15it/s] 55it [00:50, 1.12it/s] 56it [00:51, 1.06it/s] 57it [00:52, 1.15it/s] 58it [00:53, 1.16it/s] 59it [00:54, 1.17it/s] 60it [00:54, 1.16it/s] 61it [00:55, 1.11it/s] 62it [00:56, 1.20it/s] 63it [00:57, 1.28it/s] 64it [00:58, 1.20it/s] 65it [00:59, 1.17it/s] 66it [00:59, 1.18it/s] 67it [01:01, 1.10it/s] 68it [01:01, 1.16it/s] 69it [01:02, 1.18it/s] 70it [01:03, 1.21it/s] 71it [01:04, 1.27it/s] 72it [01:04, 1.28it/s] 73it [01:05, 1.29it/s] 74it [01:06, 1.32it/s] 75it [01:07, 1.33it/s] 76it [01:07, 1.31it/s] 77it [01:08, 1.16it/s] 78it [01:10, 1.05it/s] 79it [01:11, 1.03it/s] 80it [01:12, 1.01s/it] 81it [01:12, 1.24it/s] 81it [01:12, 1.12it/s] +[Training set] Epoch: 59, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.42it/s] 2it [00:01, 1.36it/s] 3it [00:02, 1.33it/s] 4it [00:02, 1.36it/s] 5it [00:03, 1.38it/s] 6it [00:04, 1.38it/s] 7it [00:05, 1.38it/s] 8it [00:05, 1.40it/s] 9it [00:06, 1.33it/s] 10it [00:07, 1.42it/s] 11it [00:08, 1.37it/s] 12it [00:08, 1.41it/s] 13it [00:09, 1.50it/s] 13it [00:09, 1.41it/s] +[Test set] Epoch: 59, Accuracy: 67.99% + +epoch 59, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.35it/s] 2it [00:01, 1.09it/s] 3it [00:02, 1.10it/s] 4it [00:03, 1.15it/s] 5it [00:04, 1.08it/s] 6it [00:05, 1.18it/s] 7it [00:05, 1.21it/s] 8it [00:06, 1.20it/s] 9it [00:07, 1.21it/s] 10it [00:08, 1.19it/s] 11it [00:09, 1.19it/s] 12it [00:10, 1.26it/s] 13it [00:10, 1.26it/s] 14it [00:11, 1.26it/s] 15it [00:12, 1.19it/s] 16it [00:13, 1.21it/s] 17it [00:14, 1.16it/s] 18it [00:15, 1.19it/s] 19it [00:16, 1.16it/s] 20it [00:16, 1.22it/s] 21it [00:17, 1.13it/s] 22it [00:18, 1.07it/s] 23it [00:19, 1.16it/s] 24it [00:20, 1.08it/s] 25it [00:21, 1.08it/s] 26it [00:22, 1.13it/s] 27it [00:23, 1.17it/s] 28it [00:24, 1.11it/s] 29it [00:25, 1.10it/s] 30it [00:25, 1.16it/s] 31it [00:26, 1.26it/s] 32it [00:27, 1.17it/s] 33it [00:28, 1.17it/s] 34it [00:29, 1.18it/s] 35it [00:30, 1.03it/s] 36it [00:31, 1.04it/s] 37it [00:32, 1.06it/s] 38it [00:32, 1.12it/s] 39it [00:33, 1.09it/s] 40it [00:34, 1.09it/s] 41it [00:35, 1.15it/s] 42it [00:36, 1.21it/s] 43it [00:37, 1.18it/s] 44it [00:38, 1.18it/s] 45it [00:38, 1.20it/s] 46it [00:39, 1.24it/s] 47it [00:40, 1.24it/s] 48it [00:41, 1.26it/s] 49it [00:42, 1.20it/s] 50it [00:43, 1.17it/s] 51it [00:43, 1.22it/s] 52it [00:44, 1.24it/s] 53it [00:45, 1.20it/s] 54it [00:46, 1.22it/s] 55it [00:47, 1.11it/s] 56it [00:48, 1.11it/s] 57it [00:48, 1.18it/s] 58it [00:49, 1.15it/s] 59it [00:50, 1.10it/s] 60it [00:51, 1.08it/s] 61it [00:52, 1.15it/s] 62it [00:53, 1.11it/s] 63it [00:54, 1.18it/s] 64it [00:54, 1.24it/s] 65it [00:55, 1.22it/s] 66it [00:56, 1.16it/s] 67it [00:57, 1.20it/s] 68it [00:58, 1.18it/s] 69it [00:59, 1.24it/s] 70it [01:00, 1.16it/s] 71it [01:00, 1.19it/s] 72it [01:01, 1.11it/s] 73it [01:02, 1.13it/s] 74it [01:03, 1.17it/s] 75it [01:04, 1.09it/s] 76it [01:05, 1.15it/s] 77it [01:06, 1.13it/s] 78it [01:07, 1.20it/s] 79it [01:07, 1.22it/s] 80it [01:08, 1.21it/s] 81it [01:08, 1.58it/s] 81it [01:08, 1.18it/s] +[Training set] Epoch: 60, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.90it/s] 2it [00:01, 1.39it/s] 3it [00:02, 1.32it/s] 4it [00:02, 1.30it/s] 5it [00:03, 1.33it/s] 6it [00:04, 1.18it/s] 7it [00:05, 1.18it/s] 8it [00:07, 1.05s/it] 9it [00:07, 1.02it/s] 10it [00:08, 1.14it/s] 11it [00:09, 1.20it/s] 12it [00:09, 1.31it/s] 13it [00:10, 1.57it/s] 13it [00:10, 1.27it/s] +[Test set] Epoch: 60, Accuracy: 67.99% + +epoch 60, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.05it/s] 2it [00:01, 1.20it/s] 3it [00:02, 1.13it/s] 4it [00:03, 1.17it/s] 5it [00:04, 1.13it/s] 6it [00:05, 1.08it/s] 7it [00:06, 1.11it/s] 8it [00:07, 1.08it/s] 9it [00:08, 1.00s/it] 10it [00:09, 1.06it/s] 11it [00:09, 1.13it/s] 12it [00:10, 1.25it/s] 13it [00:11, 1.14it/s] 14it [00:12, 1.18it/s] 15it [00:13, 1.02it/s] 16it [00:14, 1.03s/it] 17it [00:15, 1.02it/s] 18it [00:16, 1.07it/s] 19it [00:17, 1.10it/s] 20it [00:18, 1.12it/s] 21it [00:19, 1.14it/s] 22it [00:20, 1.07it/s] 23it [00:21, 1.09it/s] 24it [00:21, 1.09it/s] 25it [00:22, 1.10it/s] 26it [00:23, 1.10it/s] 27it [00:24, 1.17it/s] 28it [00:25, 1.17it/s] 29it [00:26, 1.23it/s] 30it [00:26, 1.22it/s] 31it [00:27, 1.21it/s] 32it [00:28, 1.18it/s] 33it [00:29, 1.12it/s] 34it [00:30, 1.15it/s] 35it [00:31, 1.16it/s] 36it [00:32, 1.21it/s] 37it [00:32, 1.15it/s] 38it [00:33, 1.18it/s] 39it [00:34, 1.14it/s] 40it [00:35, 1.21it/s] 41it [00:36, 1.22it/s] 42it [00:37, 1.19it/s] 43it [00:37, 1.26it/s] 44it [00:38, 1.22it/s] 45it [00:39, 1.32it/s] 46it [00:39, 1.40it/s] 47it [00:40, 1.45it/s] 48it [00:41, 1.35it/s] 49it [00:42, 1.33it/s] 50it [00:42, 1.38it/s] 51it [00:43, 1.38it/s] 52it [00:44, 1.29it/s] 53it [00:45, 1.33it/s] 54it [00:45, 1.40it/s] 55it [00:46, 1.46it/s] 56it [00:47, 1.42it/s] 57it [00:47, 1.40it/s] 58it [00:48, 1.41it/s] 59it [00:49, 1.43it/s] 60it [00:49, 1.41it/s] 61it [00:50, 1.43it/s] 62it [00:51, 1.35it/s] 63it [00:52, 1.43it/s] 64it [00:52, 1.49it/s] 65it [00:53, 1.42it/s] 66it [00:54, 1.38it/s] 67it [00:54, 1.39it/s] 68it [00:55, 1.34it/s] 69it [00:56, 1.37it/s] 70it [00:57, 1.40it/s] 71it [00:58, 1.28it/s] 72it [00:58, 1.33it/s] 73it [00:59, 1.19it/s] 74it [01:00, 1.23it/s] 75it [01:01, 1.33it/s] 76it [01:02, 1.27it/s] 77it [01:02, 1.33it/s] 78it [01:03, 1.39it/s] 79it [01:04, 1.25it/s] 80it [01:05, 1.29it/s] 81it [01:05, 1.58it/s] 81it [01:05, 1.24it/s] +[Training set] Epoch: 61, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.36it/s] 2it [00:01, 1.24it/s] 3it [00:02, 1.41it/s] 4it [00:02, 1.47it/s] 5it [00:03, 1.49it/s] 6it [00:04, 1.43it/s] 7it [00:04, 1.51it/s] 8it [00:05, 1.54it/s] 9it [00:06, 1.55it/s] 10it [00:06, 1.48it/s] 11it [00:07, 1.36it/s] 12it [00:08, 1.46it/s] 13it [00:08, 1.65it/s] 13it [00:08, 1.50it/s] +[Test set] Epoch: 61, Accuracy: 67.99% + +epoch 61, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.16it/s] 2it [00:01, 1.34it/s] 3it [00:02, 1.33it/s] 4it [00:03, 1.33it/s] 5it [00:03, 1.32it/s] 6it [00:04, 1.35it/s] 7it [00:05, 1.37it/s] 8it [00:06, 1.27it/s] 9it [00:06, 1.29it/s] 10it [00:07, 1.29it/s] 11it [00:08, 1.36it/s] 12it [00:09, 1.36it/s] 13it [00:09, 1.40it/s] 14it [00:10, 1.33it/s] 15it [00:11, 1.33it/s] 16it [00:11, 1.41it/s] 17it [00:12, 1.38it/s] 18it [00:13, 1.31it/s] 19it [00:14, 1.30it/s] 20it [00:15, 1.32it/s] 21it [00:15, 1.33it/s] 22it [00:16, 1.30it/s] 23it [00:17, 1.29it/s] 24it [00:18, 1.28it/s] 25it [00:18, 1.28it/s] 26it [00:19, 1.30it/s] 27it [00:20, 1.32it/s] 28it [00:21, 1.39it/s] 29it [00:21, 1.47it/s] 30it [00:22, 1.46it/s] 31it [00:23, 1.42it/s] 32it [00:23, 1.37it/s] 33it [00:24, 1.33it/s] 34it [00:25, 1.35it/s] 35it [00:26, 1.26it/s] 36it [00:26, 1.33it/s] 37it [00:27, 1.30it/s] 38it [00:28, 1.35it/s] 39it [00:29, 1.39it/s] 40it [00:29, 1.30it/s] 41it [00:30, 1.28it/s] 42it [00:31, 1.32it/s] 43it [00:32, 1.16it/s] 44it [00:33, 1.16it/s] 45it [00:34, 1.21it/s] 46it [00:35, 1.20it/s] 47it [00:35, 1.29it/s] 48it [00:36, 1.33it/s] 49it [00:37, 1.32it/s] 50it [00:37, 1.31it/s] 51it [00:38, 1.38it/s] 52it [00:39, 1.35it/s] 53it [00:40, 1.31it/s] 54it [00:40, 1.32it/s] 55it [00:41, 1.32it/s] 56it [00:42, 1.32it/s] 57it [00:43, 1.40it/s] 58it [00:43, 1.41it/s] 59it [00:44, 1.36it/s] 60it [00:45, 1.21it/s] 61it [00:46, 1.07it/s] 62it [00:47, 1.17it/s] 63it [00:48, 1.11it/s] 64it [00:49, 1.16it/s] 65it [00:50, 1.17it/s] 66it [00:50, 1.20it/s] 67it [00:51, 1.16it/s] 68it [00:52, 1.24it/s] 69it [00:53, 1.17it/s] 70it [00:54, 1.26it/s] 71it [00:54, 1.29it/s] 72it [00:55, 1.30it/s] 73it [00:56, 1.35it/s] 74it [00:57, 1.32it/s] 75it [00:57, 1.36it/s] 76it [00:58, 1.41it/s] 77it [00:59, 1.37it/s] 78it [01:00, 1.27it/s] 79it [01:01, 1.15it/s] 80it [01:01, 1.20it/s] 81it [01:02, 1.54it/s] 81it [01:02, 1.30it/s] +[Training set] Epoch: 62, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.94it/s] 2it [00:01, 1.55it/s] 3it [00:01, 1.63it/s] 4it [00:02, 1.54it/s] 5it [00:03, 1.66it/s] 6it [00:03, 1.68it/s] 7it [00:04, 1.39it/s] 8it [00:05, 1.45it/s] 9it [00:05, 1.48it/s] 10it [00:06, 1.43it/s] 11it [00:07, 1.47it/s] 12it [00:08, 1.39it/s] 13it [00:08, 1.67it/s] 13it [00:08, 1.55it/s] +[Test set] Epoch: 62, Accuracy: 68.24% + +epoch 62, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.44it/s] 2it [00:01, 1.25it/s] 3it [00:02, 1.37it/s] 4it [00:03, 1.20it/s] 5it [00:04, 1.15it/s] 6it [00:04, 1.23it/s] 7it [00:05, 1.29it/s] 8it [00:06, 1.23it/s] 9it [00:07, 1.15it/s] 10it [00:08, 1.10it/s] 11it [00:09, 1.16it/s] 12it [00:10, 1.10it/s] 13it [00:11, 1.09it/s] 14it [00:11, 1.15it/s] 15it [00:12, 1.19it/s] 16it [00:13, 1.26it/s] 17it [00:14, 1.23it/s] 18it [00:14, 1.31it/s] 19it [00:15, 1.26it/s] 20it [00:16, 1.29it/s] 21it [00:17, 1.24it/s] 22it [00:18, 1.22it/s] 23it [00:18, 1.23it/s] 24it [00:19, 1.16it/s] 25it [00:20, 1.28it/s] 26it [00:21, 1.20it/s] 27it [00:22, 1.12it/s] 28it [00:23, 1.10it/s] 29it [00:24, 1.17it/s] 30it [00:24, 1.28it/s] 31it [00:25, 1.21it/s] 32it [00:26, 1.15it/s] 33it [00:27, 1.19it/s] 34it [00:28, 1.19it/s] 35it [00:29, 1.20it/s] 36it [00:29, 1.27it/s] 37it [00:30, 1.36it/s] 38it [00:31, 1.38it/s] 39it [00:32, 1.28it/s] 40it [00:32, 1.37it/s] 41it [00:33, 1.38it/s] 42it [00:34, 1.30it/s] 43it [00:34, 1.31it/s] 44it [00:36, 1.18it/s] 45it [00:36, 1.23it/s] 46it [00:37, 1.20it/s] 47it [00:38, 1.26it/s] 48it [00:39, 1.23it/s] 49it [00:39, 1.34it/s] 50it [00:40, 1.29it/s] 51it [00:41, 1.27it/s] 52it [00:42, 1.16it/s] 53it [00:43, 1.21it/s] 54it [00:44, 1.15it/s] 55it [00:45, 1.17it/s] 56it [00:45, 1.19it/s] 57it [00:46, 1.26it/s] 58it [00:47, 1.21it/s] 59it [00:48, 1.26it/s] 60it [00:49, 1.23it/s] 61it [00:49, 1.23it/s] 62it [00:50, 1.19it/s] 63it [00:51, 1.17it/s] 64it [00:52, 1.25it/s] 65it [00:53, 1.28it/s] 66it [00:53, 1.21it/s] 67it [00:54, 1.19it/s] 68it [00:55, 1.22it/s] 69it [00:56, 1.23it/s] 70it [00:57, 1.15it/s] 71it [00:58, 1.17it/s] 72it [00:58, 1.23it/s] 73it [00:59, 1.26it/s] 74it [01:00, 1.34it/s] 75it [01:00, 1.39it/s] 76it [01:01, 1.43it/s] 77it [01:02, 1.26it/s] 78it [01:03, 1.23it/s] 79it [01:04, 1.23it/s] 80it [01:05, 1.12it/s] 81it [01:05, 1.36it/s] 81it [01:05, 1.23it/s] +[Training set] Epoch: 63, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.12it/s] 2it [00:01, 1.33it/s] 3it [00:02, 1.44it/s] 4it [00:02, 1.52it/s] 5it [00:03, 1.27it/s] 6it [00:04, 1.26it/s] 7it [00:05, 1.44it/s] 8it [00:05, 1.56it/s] 9it [00:06, 1.61it/s] 10it [00:07, 1.44it/s] 11it [00:07, 1.40it/s] 12it [00:08, 1.43it/s] 13it [00:08, 1.67it/s] 13it [00:08, 1.47it/s] +[Test set] Epoch: 63, Accuracy: 68.24% + +epoch 63, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.04s/it] 2it [00:02, 1.07s/it] 3it [00:02, 1.08it/s] 4it [00:03, 1.25it/s] 5it [00:04, 1.37it/s] 6it [00:05, 1.25it/s] 7it [00:05, 1.26it/s] 8it [00:06, 1.25it/s] 9it [00:07, 1.24it/s] 10it [00:08, 1.26it/s] 11it [00:08, 1.27it/s] 12it [00:09, 1.22it/s] 13it [00:10, 1.27it/s] 14it [00:11, 1.19it/s] 15it [00:12, 1.25it/s] 16it [00:13, 1.08it/s] 17it [00:14, 1.13it/s] 18it [00:15, 1.01s/it] 19it [00:16, 1.01it/s] 20it [00:17, 1.06s/it] 21it [00:18, 1.00s/it] 22it [00:19, 1.03it/s] 23it [00:20, 1.11it/s] 24it [00:21, 1.13it/s] 25it [00:21, 1.16it/s] 26it [00:22, 1.14it/s] 27it [00:23, 1.10it/s] 28it [00:24, 1.15it/s] 29it [00:25, 1.15it/s] 30it [00:26, 1.22it/s] 31it [00:26, 1.33it/s] 32it [00:27, 1.41it/s] 33it [00:27, 1.47it/s] 34it [00:28, 1.41it/s] 35it [00:29, 1.35it/s] 36it [00:30, 1.27it/s] 37it [00:31, 1.32it/s] 38it [00:31, 1.31it/s] 39it [00:32, 1.21it/s] 40it [00:33, 1.23it/s] 41it [00:34, 1.24it/s] 42it [00:35, 1.29it/s] 43it [00:36, 1.20it/s] 44it [00:36, 1.28it/s] 45it [00:37, 1.31it/s] 46it [00:38, 1.38it/s] 47it [00:38, 1.41it/s] 48it [00:39, 1.45it/s] 49it [00:40, 1.50it/s] 50it [00:40, 1.52it/s] 51it [00:41, 1.33it/s] 52it [00:42, 1.37it/s] 53it [00:43, 1.29it/s] 54it [00:44, 1.29it/s] 55it [00:44, 1.37it/s] 56it [00:45, 1.35it/s] 57it [00:46, 1.15it/s] 58it [00:47, 1.16it/s] 59it [00:48, 1.04it/s] 60it [00:49, 1.06it/s] 61it [00:50, 1.16it/s] 62it [00:51, 1.12it/s] 63it [00:51, 1.20it/s] 64it [00:52, 1.16it/s] 65it [00:53, 1.17it/s] 66it [00:54, 1.18it/s] 67it [00:55, 1.18it/s] 68it [00:56, 1.22it/s] 69it [00:57, 1.15it/s] 70it [00:58, 1.07it/s] 71it [00:58, 1.15it/s] 72it [00:59, 1.08it/s] 73it [01:00, 1.14it/s] 74it [01:01, 1.26it/s] 75it [01:01, 1.32it/s] 76it [01:02, 1.20it/s] 77it [01:03, 1.24it/s] 78it [01:04, 1.28it/s] 79it [01:05, 1.25it/s] 80it [01:05, 1.29it/s] 81it [01:06, 1.65it/s] 81it [01:06, 1.22it/s] +[Training set] Epoch: 64, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.96it/s] 2it [00:01, 1.70it/s] 3it [00:01, 1.58it/s] 4it [00:02, 1.63it/s] 5it [00:03, 1.49it/s] 6it [00:03, 1.42it/s] 7it [00:04, 1.43it/s] 8it [00:05, 1.43it/s] 9it [00:06, 1.42it/s] 10it [00:06, 1.43it/s] 11it [00:07, 1.51it/s] 12it [00:08, 1.46it/s] 13it [00:08, 1.73it/s] 13it [00:08, 1.55it/s] +[Test set] Epoch: 64, Accuracy: 68.24% + +epoch 64, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.38it/s] 2it [00:01, 1.48it/s] 3it [00:01, 1.54it/s] 4it [00:02, 1.49it/s] 5it [00:03, 1.37it/s] 6it [00:04, 1.30it/s] 7it [00:05, 1.30it/s] 8it [00:06, 1.23it/s] 9it [00:07, 1.14it/s] 10it [00:08, 1.01it/s] 11it [00:08, 1.15it/s] 12it [00:09, 1.19it/s] 13it [00:10, 1.20it/s] 14it [00:11, 1.24it/s] 15it [00:11, 1.30it/s] 16it [00:12, 1.19it/s] 17it [00:13, 1.21it/s] 18it [00:14, 1.20it/s] 19it [00:15, 1.11it/s] 20it [00:16, 1.10it/s] 21it [00:18, 1.08s/it] 22it [00:18, 1.02s/it] 23it [00:19, 1.08it/s] 24it [00:20, 1.10it/s] 25it [00:21, 1.13it/s] 26it [00:22, 1.09it/s] 27it [00:22, 1.20it/s] 28it [00:23, 1.25it/s] 29it [00:24, 1.28it/s] 30it [00:25, 1.38it/s] 31it [00:25, 1.43it/s] 32it [00:26, 1.40it/s] 33it [00:27, 1.34it/s] 34it [00:28, 1.06it/s] 35it [00:29, 1.07it/s] 36it [00:30, 1.08it/s] 37it [00:31, 1.11it/s] 38it [00:32, 1.13it/s] 39it [00:33, 1.09it/s] 40it [00:33, 1.11it/s] 41it [00:34, 1.09it/s] 42it [00:35, 1.17it/s] 43it [00:36, 1.30it/s] 44it [00:36, 1.39it/s] 45it [00:37, 1.36it/s] 46it [00:38, 1.29it/s] 47it [00:39, 1.25it/s] 48it [00:40, 1.18it/s] 49it [00:41, 1.22it/s] 50it [00:42, 1.15it/s] 51it [00:42, 1.16it/s] 52it [00:43, 1.12it/s] 53it [00:44, 1.19it/s] 54it [00:45, 1.30it/s] 55it [00:45, 1.40it/s] 56it [00:46, 1.47it/s] 57it [00:47, 1.42it/s] 58it [00:47, 1.39it/s] 59it [00:48, 1.34it/s] 60it [00:49, 1.27it/s] 61it [00:50, 1.28it/s] 62it [00:51, 1.17it/s] 63it [00:52, 1.21it/s] 64it [00:52, 1.27it/s] 65it [00:53, 1.36it/s] 66it [00:54, 1.27it/s] 67it [00:55, 1.12it/s] 68it [00:56, 1.07it/s] 69it [00:57, 1.04it/s] 70it [00:58, 1.09it/s] 71it [00:59, 1.14it/s] 72it [01:00, 1.14it/s] 73it [01:01, 1.09it/s] 74it [01:02, 1.06it/s] 75it [01:02, 1.11it/s] 76it [01:03, 1.18it/s] 77it [01:04, 1.15it/s] 78it [01:05, 1.20it/s] 79it [01:06, 1.07it/s] 80it [01:07, 1.08s/it] 81it [01:08, 1.23it/s] 81it [01:08, 1.19it/s] +[Training set] Epoch: 65, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:01, 1.19s/it] 2it [00:01, 1.13it/s] 3it [00:02, 1.31it/s] 4it [00:03, 1.32it/s] 5it [00:03, 1.36it/s] 6it [00:04, 1.37it/s] 7it [00:05, 1.42it/s] 8it [00:06, 1.41it/s] 9it [00:06, 1.52it/s] 10it [00:07, 1.56it/s] 11it [00:07, 1.53it/s] 12it [00:08, 1.62it/s] 13it [00:08, 1.77it/s] 13it [00:08, 1.47it/s] +[Test set] Epoch: 65, Accuracy: 68.49% + +epoch 65, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.15s/it] 2it [00:02, 1.00it/s] 3it [00:02, 1.21it/s] 4it [00:03, 1.27it/s] 5it [00:04, 1.28it/s] 6it [00:04, 1.30it/s] 7it [00:05, 1.30it/s] 8it [00:06, 1.32it/s] 9it [00:07, 1.31it/s] 10it [00:07, 1.36it/s] 11it [00:08, 1.37it/s] 12it [00:09, 1.34it/s] 13it [00:10, 1.32it/s] 14it [00:11, 1.26it/s] 15it [00:11, 1.34it/s] 16it [00:12, 1.35it/s] 17it [00:13, 1.40it/s] 18it [00:14, 1.26it/s] 19it [00:14, 1.19it/s] 20it [00:15, 1.23it/s] 21it [00:16, 1.07it/s] 22it [00:17, 1.10it/s] 23it [00:18, 1.10it/s] 24it [00:19, 1.07it/s] 25it [00:20, 1.14it/s] 26it [00:21, 1.18it/s] 27it [00:21, 1.27it/s] 28it [00:22, 1.28it/s] 29it [00:23, 1.26it/s] 30it [00:24, 1.18it/s] 31it [00:25, 1.29it/s] 32it [00:25, 1.24it/s] 33it [00:26, 1.25it/s] 34it [00:27, 1.26it/s] 35it [00:28, 1.25it/s] 36it [00:28, 1.32it/s] 37it [00:29, 1.24it/s] 38it [00:30, 1.27it/s] 39it [00:31, 1.20it/s] 40it [00:32, 1.26it/s] 41it [00:33, 1.22it/s] 42it [00:33, 1.21it/s] 43it [00:34, 1.20it/s] 44it [00:35, 1.18it/s] 45it [00:36, 1.17it/s] 46it [00:37, 1.22it/s] 47it [00:38, 1.18it/s] 48it [00:38, 1.24it/s] 49it [00:39, 1.19it/s] 50it [00:40, 1.24it/s] 51it [00:41, 1.24it/s] 52it [00:42, 1.23it/s] 53it [00:43, 1.11it/s] 54it [00:44, 1.07it/s] 55it [00:45, 1.08it/s] 56it [00:46, 1.11it/s] 57it [00:46, 1.16it/s] 58it [00:47, 1.14it/s] 59it [00:48, 1.19it/s] 60it [00:49, 1.13it/s] 61it [00:50, 1.21it/s] 62it [00:50, 1.27it/s] 63it [00:51, 1.26it/s] 64it [00:52, 1.27it/s] 65it [00:53, 1.29it/s] 66it [00:53, 1.32it/s] 67it [00:54, 1.24it/s] 68it [00:55, 1.27it/s] 69it [00:56, 1.31it/s] 70it [00:57, 1.31it/s] 71it [00:57, 1.38it/s] 72it [00:58, 1.39it/s] 73it [00:59, 1.25it/s] 74it [01:00, 1.26it/s] 75it [01:00, 1.28it/s] 76it [01:01, 1.36it/s] 77it [01:02, 1.33it/s] 78it [01:03, 1.34it/s] 79it [01:03, 1.30it/s] 80it [01:04, 1.39it/s] 81it [01:04, 1.76it/s] 81it [01:04, 1.25it/s] +[Training set] Epoch: 66, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.70it/s] 2it [00:01, 1.55it/s] 3it [00:01, 1.53it/s] 4it [00:02, 1.57it/s] 5it [00:03, 1.59it/s] 6it [00:03, 1.49it/s] 7it [00:04, 1.41it/s] 8it [00:05, 1.54it/s] 9it [00:05, 1.59it/s] 10it [00:06, 1.62it/s] 11it [00:07, 1.59it/s] 12it [00:07, 1.56it/s] 13it [00:08, 1.86it/s] 13it [00:08, 1.62it/s] +[Test set] Epoch: 66, Accuracy: 68.73% + +epoch 66, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.25it/s] 2it [00:01, 1.22it/s] 3it [00:02, 1.29it/s] 4it [00:02, 1.42it/s] 5it [00:03, 1.37it/s] 6it [00:04, 1.40it/s] 7it [00:05, 1.47it/s] 8it [00:05, 1.53it/s] 9it [00:06, 1.38it/s] 10it [00:07, 1.33it/s] 11it [00:08, 1.35it/s] 12it [00:08, 1.38it/s] 13it [00:09, 1.43it/s] 14it [00:10, 1.45it/s] 15it [00:10, 1.44it/s] 16it [00:11, 1.42it/s] 17it [00:12, 1.44it/s] 18it [00:12, 1.38it/s] 19it [00:13, 1.33it/s] 20it [00:14, 1.31it/s] 21it [00:15, 1.20it/s] 22it [00:16, 1.12it/s] 23it [00:17, 1.20it/s] 24it [00:17, 1.30it/s] 25it [00:18, 1.23it/s] 26it [00:19, 1.32it/s] 27it [00:20, 1.34it/s] 28it [00:20, 1.28it/s] 29it [00:21, 1.34it/s] 30it [00:22, 1.35it/s] 31it [00:23, 1.36it/s] 32it [00:23, 1.43it/s] 33it [00:24, 1.42it/s] 34it [00:25, 1.30it/s] 35it [00:26, 1.35it/s] 36it [00:26, 1.33it/s] 37it [00:27, 1.29it/s] 38it [00:28, 1.31it/s] 39it [00:29, 1.22it/s] 40it [00:30, 1.16it/s] 41it [00:31, 1.13it/s] 42it [00:32, 1.17it/s] 43it [00:32, 1.14it/s] 44it [00:33, 1.21it/s] 45it [00:34, 1.17it/s] 46it [00:35, 1.18it/s] 47it [00:36, 1.25it/s] 48it [00:36, 1.33it/s] 49it [00:37, 1.23it/s] 50it [00:38, 1.31it/s] 51it [00:39, 1.33it/s] 52it [00:39, 1.25it/s] 53it [00:40, 1.23it/s] 54it [00:41, 1.31it/s] 55it [00:42, 1.28it/s] 56it [00:43, 1.31it/s] 57it [00:43, 1.34it/s] 58it [00:44, 1.32it/s] 59it [00:45, 1.34it/s] 60it [00:45, 1.34it/s] 61it [00:46, 1.33it/s] 62it [00:47, 1.38it/s] 63it [00:48, 1.32it/s] 64it [00:48, 1.35it/s] 65it [00:49, 1.33it/s] 66it [00:50, 1.35it/s] 67it [00:51, 1.28it/s] 68it [00:52, 1.24it/s] 69it [00:52, 1.24it/s] 70it [00:53, 1.23it/s] 71it [00:54, 1.24it/s] 72it [00:55, 1.31it/s] 73it [00:56, 1.31it/s] 74it [00:56, 1.27it/s] 75it [00:57, 1.27it/s] 76it [00:58, 1.28it/s] 77it [00:59, 1.35it/s] 78it [00:59, 1.41it/s] 79it [01:00, 1.28it/s] 80it [01:01, 1.30it/s] 81it [01:01, 1.65it/s] 81it [01:01, 1.31it/s] +[Training set] Epoch: 67, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.78it/s] 2it [00:01, 1.41it/s] 3it [00:01, 1.59it/s] 4it [00:02, 1.54it/s] 5it [00:03, 1.51it/s] 6it [00:04, 1.39it/s] 7it [00:04, 1.49it/s] 8it [00:05, 1.55it/s] 9it [00:05, 1.57it/s] 10it [00:06, 1.58it/s] 11it [00:07, 1.63it/s] 12it [00:07, 1.63it/s] 13it [00:08, 1.87it/s] 13it [00:08, 1.62it/s] +[Test set] Epoch: 67, Accuracy: 68.73% + +epoch 67, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.04it/s] 2it [00:01, 1.24it/s] 3it [00:02, 1.28it/s] 4it [00:03, 1.34it/s] 5it [00:04, 1.22it/s] 6it [00:04, 1.18it/s] 7it [00:05, 1.23it/s] 8it [00:06, 1.32it/s] 9it [00:06, 1.41it/s] 10it [00:07, 1.47it/s] 11it [00:08, 1.46it/s] 12it [00:08, 1.50it/s] 13it [00:09, 1.44it/s] 14it [00:10, 1.48it/s] 15it [00:10, 1.48it/s] 16it [00:11, 1.51it/s] 17it [00:12, 1.40it/s] 18it [00:13, 1.41it/s] 19it [00:13, 1.39it/s] 20it [00:14, 1.39it/s] 21it [00:15, 1.35it/s] 22it [00:16, 1.29it/s] 23it [00:17, 1.25it/s] 24it [00:17, 1.26it/s] 25it [00:18, 1.32it/s] 26it [00:19, 1.11it/s] 27it [00:20, 1.20it/s] 28it [00:21, 1.20it/s] 29it [00:22, 1.16it/s] 30it [00:22, 1.20it/s] 31it [00:23, 1.21it/s] 32it [00:24, 1.18it/s] 33it [00:25, 1.21it/s] 34it [00:26, 1.21it/s] 35it [00:26, 1.27it/s] 36it [00:27, 1.28it/s] 37it [00:28, 1.33it/s] 38it [00:29, 1.32it/s] 39it [00:29, 1.32it/s] 40it [00:30, 1.31it/s] 41it [00:31, 1.28it/s] 42it [00:32, 1.36it/s] 43it [00:33, 1.27it/s] 44it [00:33, 1.27it/s] 45it [00:34, 1.24it/s] 46it [00:35, 1.20it/s] 47it [00:36, 1.29it/s] 48it [00:36, 1.33it/s] 49it [00:37, 1.35it/s] 50it [00:38, 1.39it/s] 51it [00:39, 1.31it/s] 52it [00:40, 1.28it/s] 53it [00:40, 1.26it/s] 54it [00:41, 1.19it/s] 55it [00:42, 1.21it/s] 56it [00:43, 1.18it/s] 57it [00:44, 1.19it/s] 58it [00:45, 1.18it/s] 59it [00:46, 1.10it/s] 60it [00:47, 1.13it/s] 61it [00:47, 1.15it/s] 62it [00:48, 1.12it/s] 63it [00:50, 1.01it/s] 64it [00:50, 1.04it/s] 65it [00:51, 1.09it/s] 66it [00:52, 1.08it/s] 67it [00:53, 1.02it/s] 68it [00:54, 1.08it/s] 69it [00:55, 1.10it/s] 70it [00:56, 1.09it/s] 71it [00:57, 1.14it/s] 72it [00:58, 1.12s/it] 73it [00:59, 1.04s/it] 74it [01:00, 1.04s/it] 75it [01:02, 1.22s/it] 76it [01:04, 1.61s/it] 77it [01:07, 1.77s/it] 78it [01:08, 1.53s/it] 79it [01:08, 1.30s/it] 80it [01:09, 1.15s/it] 81it [01:09, 1.15it/s] 81it [01:09, 1.16it/s] +[Training set] Epoch: 68, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:02, 2.46s/it] 2it [00:03, 1.50s/it] 3it [00:04, 1.55s/it] 4it [00:05, 1.25s/it] 5it [00:07, 1.37s/it] 6it [00:07, 1.14s/it] 7it [00:08, 1.02it/s] 8it [00:09, 1.14it/s] 9it [00:10, 1.20it/s] 10it [00:12, 1.40s/it] 11it [00:13, 1.34s/it] 12it [00:14, 1.25s/it] 13it [00:15, 1.01it/s] 13it [00:15, 1.18s/it] +[Test set] Epoch: 68, Accuracy: 68.73% + +epoch 68, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.98s/it] 2it [00:03, 1.63s/it] 3it [00:04, 1.62s/it] 4it [00:05, 1.29s/it] 5it [00:06, 1.17s/it] 6it [00:09, 1.57s/it] 7it [00:09, 1.27s/it] 8it [00:10, 1.08s/it] 9it [00:13, 1.82s/it] 10it [00:14, 1.48s/it] 11it [00:15, 1.21s/it] 12it [00:15, 1.06s/it] 13it [00:16, 1.08it/s] 14it [00:18, 1.39s/it] 15it [00:19, 1.27s/it] 16it [00:20, 1.09s/it] 17it [00:21, 1.05it/s] 18it [00:22, 1.09it/s] 19it [00:22, 1.15it/s] 20it [00:23, 1.06it/s] 21it [00:25, 1.15s/it] 22it [00:26, 1.03s/it] 23it [00:27, 1.03it/s] 24it [00:27, 1.09it/s] 25it [00:28, 1.13it/s] 26it [00:29, 1.13it/s] 27it [00:30, 1.16it/s] 28it [00:31, 1.24it/s] 29it [00:31, 1.26it/s] 30it [00:32, 1.28it/s] 31it [00:33, 1.23it/s] 32it [00:34, 1.24it/s] 33it [00:35, 1.24it/s] 34it [00:36, 1.10it/s] 35it [00:37, 1.09it/s] 36it [00:37, 1.15it/s] 37it [00:38, 1.26it/s] 38it [00:39, 1.32it/s] 39it [00:40, 1.21it/s] 40it [00:41, 1.10it/s] 41it [00:42, 1.03it/s] 42it [00:43, 1.09it/s] 43it [00:44, 1.13it/s] 44it [00:44, 1.14it/s] 45it [00:45, 1.19it/s] 46it [00:46, 1.27it/s] 47it [00:47, 1.27it/s] 48it [00:47, 1.26it/s] 49it [00:48, 1.17it/s] 50it [00:49, 1.18it/s] 51it [00:50, 1.22it/s] 52it [00:51, 1.14it/s] 53it [00:52, 1.12it/s] 54it [00:53, 1.13it/s] 55it [00:54, 1.15it/s] 56it [00:54, 1.24it/s] 57it [00:55, 1.33it/s] 58it [00:56, 1.23it/s] 59it [00:57, 1.27it/s] 60it [00:58, 1.21it/s] 61it [00:58, 1.26it/s] 62it [00:59, 1.30it/s] 63it [01:00, 1.27it/s] 64it [01:01, 1.23it/s] 65it [01:01, 1.25it/s] 66it [01:02, 1.20it/s] 67it [01:03, 1.20it/s] 68it [01:04, 1.19it/s] 69it [01:05, 1.21it/s] 70it [01:06, 1.26it/s] 71it [01:06, 1.32it/s] 72it [01:07, 1.39it/s] 73it [01:08, 1.39it/s] 74it [01:08, 1.39it/s] 75it [01:09, 1.39it/s] 76it [01:10, 1.28it/s] 77it [01:11, 1.30it/s] 78it [01:11, 1.29it/s] 79it [01:12, 1.33it/s] 80it [01:13, 1.36it/s] 81it [01:13, 1.71it/s] 81it [01:13, 1.10it/s] +[Training set] Epoch: 69, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.45it/s] 2it [00:01, 1.27it/s] 3it [00:02, 1.23it/s] 4it [00:03, 1.29it/s] 5it [00:03, 1.33it/s] 6it [00:04, 1.38it/s] 7it [00:05, 1.31it/s] 8it [00:05, 1.43it/s] 9it [00:06, 1.48it/s] 10it [00:07, 1.42it/s] 11it [00:08, 1.40it/s] 12it [00:08, 1.47it/s] 13it [00:09, 1.53it/s] 13it [00:09, 1.41it/s] +[Test set] Epoch: 69, Accuracy: 68.73% + +epoch 69, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.47it/s] 2it [00:01, 1.55it/s] 3it [00:02, 1.42it/s] 4it [00:02, 1.42it/s] 5it [00:03, 1.41it/s] 6it [00:04, 1.42it/s] 7it [00:05, 1.29it/s] 8it [00:06, 1.19it/s] 9it [00:06, 1.21it/s] 10it [00:07, 1.18it/s] 11it [00:08, 1.16it/s] 12it [00:09, 1.14it/s] 13it [00:10, 1.20it/s] 14it [00:10, 1.31it/s] 15it [00:11, 1.24it/s] 16it [00:12, 1.23it/s] 17it [00:13, 1.24it/s] 18it [00:14, 1.30it/s] 19it [00:14, 1.29it/s] 20it [00:15, 1.36it/s] 21it [00:16, 1.33it/s] 22it [00:17, 1.37it/s] 23it [00:17, 1.41it/s] 24it [00:18, 1.39it/s] 25it [00:19, 1.28it/s] 26it [00:20, 1.34it/s] 27it [00:20, 1.35it/s] 28it [00:21, 1.35it/s] 29it [00:22, 1.34it/s] 30it [00:23, 1.27it/s] 31it [00:23, 1.33it/s] 32it [00:24, 1.29it/s] 33it [00:25, 1.31it/s] 34it [00:26, 1.31it/s] 35it [00:27, 1.23it/s] 36it [00:28, 1.17it/s] 37it [00:28, 1.25it/s] 38it [00:29, 1.24it/s] 39it [00:30, 1.34it/s] 40it [00:31, 1.27it/s] 41it [00:31, 1.21it/s] 42it [00:32, 1.23it/s] 43it [00:33, 1.31it/s] 44it [00:34, 1.29it/s] 45it [00:34, 1.27it/s] 46it [00:35, 1.32it/s] 47it [00:36, 1.32it/s] 48it [00:37, 1.30it/s] 49it [00:38, 1.24it/s] 50it [00:38, 1.24it/s] 51it [00:39, 1.16it/s] 52it [00:40, 1.15it/s] 53it [00:41, 1.08it/s] 54it [00:42, 1.09it/s] 55it [00:43, 1.14it/s] 56it [00:44, 1.15it/s] 57it [00:45, 1.24it/s] 58it [00:45, 1.21it/s] 59it [00:46, 1.15it/s] 60it [00:47, 1.19it/s] 61it [00:48, 1.22it/s] 62it [00:49, 1.31it/s] 63it [00:50, 1.17it/s] 64it [00:50, 1.17it/s] 65it [00:51, 1.19it/s] 66it [00:52, 1.23it/s] 67it [00:53, 1.29it/s] 68it [00:53, 1.36it/s] 69it [00:54, 1.41it/s] 70it [00:55, 1.36it/s] 71it [00:56, 1.34it/s] 72it [00:56, 1.29it/s] 73it [00:57, 1.26it/s] 74it [00:58, 1.33it/s] 75it [00:59, 1.29it/s] 76it [00:59, 1.31it/s] 77it [01:00, 1.27it/s] 78it [01:01, 1.14it/s] 79it [01:02, 1.18it/s] 80it [01:03, 1.19it/s] 81it [01:03, 1.48it/s] 81it [01:03, 1.27it/s] +[Training set] Epoch: 70, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.51it/s] 2it [00:01, 1.55it/s] 3it [00:02, 1.31it/s] 4it [00:02, 1.42it/s] 5it [00:03, 1.38it/s] 6it [00:04, 1.38it/s] 7it [00:04, 1.44it/s] 8it [00:05, 1.47it/s] 9it [00:06, 1.50it/s] 10it [00:06, 1.61it/s] 11it [00:07, 1.60it/s] 12it [00:08, 1.50it/s] 13it [00:08, 1.52it/s] 13it [00:08, 1.48it/s] +[Test set] Epoch: 70, Accuracy: 68.73% + +epoch 70, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.23it/s] 2it [00:01, 1.06it/s] 3it [00:02, 1.13it/s] 4it [00:03, 1.14it/s] 5it [00:04, 1.16it/s] 6it [00:05, 1.20it/s] 7it [00:05, 1.22it/s] 8it [00:06, 1.12it/s] 9it [00:07, 1.17it/s] 10it [00:08, 1.11it/s] 11it [00:09, 1.13it/s] 12it [00:10, 1.13it/s] 13it [00:11, 1.09it/s] 14it [00:12, 1.15it/s] 15it [00:13, 1.19it/s] 16it [00:13, 1.19it/s] 17it [00:14, 1.17it/s] 18it [00:15, 1.21it/s] 19it [00:16, 1.10it/s] 20it [00:17, 1.04s/it] 21it [00:18, 1.03it/s] 22it [00:19, 1.03it/s] 23it [00:20, 1.14it/s] 24it [00:21, 1.23it/s] 25it [00:21, 1.28it/s] 26it [00:22, 1.31it/s] 27it [00:23, 1.29it/s] 28it [00:24, 1.29it/s] 29it [00:25, 1.18it/s] 30it [00:25, 1.24it/s] 31it [00:26, 1.27it/s] 32it [00:27, 1.22it/s] 33it [00:28, 1.30it/s] 34it [00:28, 1.33it/s] 35it [00:29, 1.28it/s] 36it [00:30, 1.31it/s] 37it [00:31, 1.27it/s] 38it [00:31, 1.29it/s] 39it [00:32, 1.23it/s] 40it [00:33, 1.16it/s] 41it [00:34, 1.16it/s] 42it [00:35, 1.23it/s] 43it [00:36, 1.25it/s] 44it [00:36, 1.26it/s] 45it [00:37, 1.25it/s] 46it [00:38, 1.27it/s] 47it [00:39, 1.36it/s] 48it [00:39, 1.39it/s] 49it [00:40, 1.22it/s] 50it [00:41, 1.30it/s] 51it [00:42, 1.25it/s] 52it [00:43, 1.28it/s] 53it [00:43, 1.23it/s] 54it [00:44, 1.28it/s] 55it [00:45, 1.28it/s] 56it [00:46, 1.05it/s] 57it [00:47, 1.13it/s] 58it [00:48, 1.13it/s] 59it [00:49, 1.12it/s] 60it [00:50, 1.10it/s] 61it [00:51, 1.07it/s] 62it [00:52, 1.15it/s] 63it [00:52, 1.27it/s] 64it [00:53, 1.33it/s] 65it [00:54, 1.22it/s] 66it [00:55, 1.22it/s] 67it [00:55, 1.21it/s] 68it [00:56, 1.15it/s] 69it [00:57, 1.19it/s] 70it [00:58, 1.22it/s] 71it [00:59, 1.17it/s] 72it [01:00, 1.21it/s] 73it [01:00, 1.24it/s] 74it [01:01, 1.34it/s] 75it [01:02, 1.39it/s] 76it [01:02, 1.45it/s] 77it [01:03, 1.36it/s] 78it [01:04, 1.28it/s] 79it [01:05, 1.34it/s] 80it [01:05, 1.39it/s] 81it [01:06, 1.73it/s] 81it [01:06, 1.23it/s] +[Training set] Epoch: 71, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.96it/s] 2it [00:01, 1.62it/s] 3it [00:01, 1.56it/s] 4it [00:02, 1.56it/s] 5it [00:03, 1.46it/s] 6it [00:03, 1.54it/s] 7it [00:04, 1.41it/s] 8it [00:05, 1.45it/s] 9it [00:06, 1.46it/s] 10it [00:06, 1.54it/s] 11it [00:07, 1.51it/s] 12it [00:07, 1.51it/s] 13it [00:08, 1.64it/s] 13it [00:08, 1.54it/s] +[Test set] Epoch: 71, Accuracy: 68.73% + +epoch 71, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.18it/s] 2it [00:01, 1.34it/s] 3it [00:02, 1.20it/s] 4it [00:03, 1.14it/s] 5it [00:04, 1.13it/s] 6it [00:05, 1.15it/s] 7it [00:06, 1.12it/s] 8it [00:06, 1.14it/s] 9it [00:07, 1.19it/s] 10it [00:08, 1.23it/s] 11it [00:09, 1.17it/s] 12it [00:10, 1.12it/s] 13it [00:11, 1.16it/s] 14it [00:11, 1.20it/s] 15it [00:12, 1.28it/s] 16it [00:13, 1.29it/s] 17it [00:14, 1.33it/s] 18it [00:14, 1.39it/s] 19it [00:15, 1.32it/s] 20it [00:16, 1.26it/s] 21it [00:17, 1.26it/s] 22it [00:17, 1.30it/s] 23it [00:18, 1.23it/s] 24it [00:19, 1.23it/s] 25it [00:20, 1.16it/s] 26it [00:21, 1.07it/s] 27it [00:22, 1.12it/s] 28it [00:23, 1.13it/s] 29it [00:24, 1.21it/s] 30it [00:25, 1.11it/s] 31it [00:26, 1.12it/s] 32it [00:26, 1.16it/s] 33it [00:27, 1.14it/s] 34it [00:28, 1.13it/s] 35it [00:29, 1.17it/s] 36it [00:30, 1.08it/s] 37it [00:31, 1.11it/s] 38it [00:32, 1.17it/s] 39it [00:32, 1.22it/s] 40it [00:33, 1.24it/s] 41it [00:34, 1.26it/s] 42it [00:35, 1.26it/s] 43it [00:35, 1.36it/s] 44it [00:36, 1.30it/s] 45it [00:37, 1.34it/s] 46it [00:38, 1.34it/s] 47it [00:38, 1.38it/s] 48it [00:39, 1.42it/s] 49it [00:40, 1.48it/s] 50it [00:40, 1.51it/s] 51it [00:41, 1.42it/s] 52it [00:42, 1.28it/s] 53it [00:43, 1.28it/s] 54it [00:43, 1.29it/s] 55it [00:44, 1.37it/s] 56it [00:45, 1.38it/s] 57it [00:45, 1.39it/s] 58it [00:46, 1.40it/s] 59it [00:47, 1.46it/s] 60it [00:47, 1.49it/s] 61it [00:48, 1.52it/s] 62it [00:49, 1.55it/s] 63it [00:49, 1.57it/s] 64it [00:50, 1.59it/s] 65it [00:51, 1.60it/s] 66it [00:51, 1.53it/s] 67it [00:52, 1.33it/s] 68it [00:53, 1.34it/s] 69it [00:54, 1.22it/s] 70it [00:55, 1.27it/s] 71it [00:56, 1.22it/s] 72it [00:56, 1.26it/s] 73it [00:57, 1.32it/s] 74it [00:58, 1.21it/s] 75it [00:59, 1.25it/s] 76it [01:00, 1.23it/s] 77it [01:00, 1.27it/s] 78it [01:01, 1.30it/s] 79it [01:02, 1.24it/s] 80it [01:03, 1.29it/s] 81it [01:03, 1.65it/s] 81it [01:03, 1.28it/s] +[Training set] Epoch: 72, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.18it/s] 2it [00:01, 1.44it/s] 3it [00:02, 1.56it/s] 4it [00:02, 1.59it/s] 5it [00:03, 1.57it/s] 6it [00:03, 1.60it/s] 7it [00:04, 1.64it/s] 8it [00:05, 1.65it/s] 9it [00:05, 1.63it/s] 10it [00:06, 1.59it/s] 11it [00:06, 1.66it/s] 12it [00:07, 1.74it/s] 13it [00:07, 2.04it/s] 13it [00:07, 1.69it/s] +[Test set] Epoch: 72, Accuracy: 68.73% + +epoch 72, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.66it/s] 2it [00:01, 1.61it/s] 3it [00:01, 1.60it/s] 4it [00:02, 1.59it/s] 5it [00:03, 1.63it/s] 6it [00:04, 1.29it/s] 7it [00:05, 1.25it/s] 8it [00:05, 1.27it/s] 9it [00:06, 1.26it/s] 10it [00:07, 1.25it/s] 11it [00:08, 1.09it/s] 12it [00:09, 1.16it/s] 13it [00:10, 1.20it/s] 14it [00:11, 1.15it/s] 15it [00:11, 1.17it/s] 16it [00:12, 1.13it/s] 17it [00:13, 1.22it/s] 18it [00:14, 1.25it/s] 19it [00:15, 1.26it/s] 20it [00:15, 1.23it/s] 21it [00:16, 1.27it/s] 22it [00:17, 1.34it/s] 23it [00:18, 1.22it/s] 24it [00:18, 1.27it/s] 25it [00:19, 1.31it/s] 26it [00:20, 1.22it/s] 27it [00:21, 1.25it/s] 28it [00:22, 1.30it/s] 29it [00:22, 1.26it/s] 30it [00:23, 1.32it/s] 31it [00:24, 1.29it/s] 32it [00:25, 1.30it/s] 33it [00:25, 1.28it/s] 34it [00:26, 1.23it/s] 35it [00:27, 1.28it/s] 36it [00:28, 1.26it/s] 37it [00:29, 1.36it/s] 38it [00:29, 1.43it/s] 39it [00:30, 1.35it/s] 40it [00:31, 1.31it/s] 41it [00:32, 1.23it/s] 42it [00:33, 1.16it/s] 43it [00:34, 1.17it/s] 44it [00:34, 1.18it/s] 45it [00:35, 1.21it/s] 46it [00:36, 1.25it/s] 47it [00:37, 1.23it/s] 48it [00:38, 1.20it/s] 49it [00:38, 1.25it/s] 50it [00:39, 1.35it/s] 51it [00:40, 1.33it/s] 52it [00:40, 1.32it/s] 53it [00:41, 1.29it/s] 54it [00:42, 1.19it/s] 55it [00:43, 1.26it/s] 56it [00:44, 1.27it/s] 57it [00:45, 1.25it/s] 58it [00:46, 1.17it/s] 59it [00:46, 1.25it/s] 60it [00:47, 1.27it/s] 61it [00:48, 1.32it/s] 62it [00:48, 1.30it/s] 63it [00:49, 1.27it/s] 64it [00:50, 1.16it/s] 65it [00:51, 1.10it/s] 66it [00:52, 1.16it/s] 67it [00:53, 1.10it/s] 68it [00:54, 1.11it/s] 69it [00:55, 1.08it/s] 70it [00:56, 1.10it/s] 71it [00:57, 1.15it/s] 72it [00:58, 1.12it/s] 73it [00:58, 1.16it/s] 74it [00:59, 1.20it/s] 75it [01:00, 1.28it/s] 76it [01:01, 1.27it/s] 77it [01:01, 1.25it/s] 78it [01:02, 1.26it/s] 79it [01:03, 1.18it/s] 80it [01:04, 1.21it/s] 81it [01:04, 1.57it/s] 81it [01:04, 1.25it/s] +[Training set] Epoch: 73, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.56it/s] 2it [00:01, 1.34it/s] 3it [00:02, 1.48it/s] 4it [00:02, 1.45it/s] 5it [00:03, 1.32it/s] 6it [00:04, 1.33it/s] 7it [00:05, 1.28it/s] 8it [00:05, 1.40it/s] 9it [00:06, 1.30it/s] 10it [00:07, 1.17it/s] 11it [00:08, 1.28it/s] 12it [00:08, 1.39it/s] 13it [00:09, 1.50it/s] 13it [00:09, 1.37it/s] +[Test set] Epoch: 73, Accuracy: 68.73% + +epoch 73, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.40it/s] 2it [00:01, 1.23it/s] 3it [00:02, 1.31it/s] 4it [00:03, 1.34it/s] 5it [00:03, 1.44it/s] 6it [00:04, 1.40it/s] 7it [00:05, 1.31it/s] 8it [00:06, 1.17it/s] 9it [00:07, 1.14it/s] 10it [00:07, 1.18it/s] 11it [00:08, 1.20it/s] 12it [00:09, 1.25it/s] 13it [00:10, 1.19it/s] 14it [00:11, 1.18it/s] 15it [00:12, 1.20it/s] 16it [00:13, 1.17it/s] 17it [00:13, 1.18it/s] 18it [00:14, 1.19it/s] 19it [00:15, 1.16it/s] 20it [00:16, 1.02s/it] 21it [00:17, 1.04it/s] 22it [00:18, 1.11it/s] 23it [00:19, 1.09it/s] 24it [00:20, 1.10it/s] 25it [00:21, 1.12it/s] 26it [00:22, 1.10it/s] 27it [00:22, 1.16it/s] 28it [00:23, 1.19it/s] 29it [00:24, 1.26it/s] 30it [00:25, 1.30it/s] 31it [00:25, 1.31it/s] 32it [00:26, 1.28it/s] 33it [00:27, 1.26it/s] 34it [00:28, 1.26it/s] 35it [00:29, 1.28it/s] 36it [00:29, 1.35it/s] 37it [00:30, 1.37it/s] 38it [00:31, 1.33it/s] 39it [00:32, 1.23it/s] 40it [00:32, 1.28it/s] 41it [00:33, 1.20it/s] 42it [00:34, 1.13it/s] 43it [00:35, 1.22it/s] 44it [00:36, 1.07it/s] 45it [00:37, 1.08it/s] 46it [00:39, 1.17s/it] 47it [00:40, 1.17s/it] 48it [00:41, 1.08s/it] 49it [00:42, 1.02it/s] 50it [00:42, 1.08it/s] 51it [00:43, 1.17it/s] 52it [00:44, 1.20it/s] 53it [00:45, 1.25it/s] 54it [00:45, 1.33it/s] 55it [00:46, 1.28it/s] 56it [00:47, 1.28it/s] 57it [00:48, 1.25it/s] 58it [00:48, 1.29it/s] 59it [00:49, 1.32it/s] 60it [00:50, 1.31it/s] 61it [00:51, 1.20it/s] 62it [00:52, 1.21it/s] 63it [00:53, 1.14it/s] 64it [00:54, 1.15it/s] 65it [00:55, 1.12it/s] 66it [00:55, 1.15it/s] 67it [00:56, 1.19it/s] 68it [00:57, 1.26it/s] 69it [00:58, 1.23it/s] 70it [00:58, 1.25it/s] 71it [01:00, 1.15it/s] 72it [01:00, 1.27it/s] 73it [01:01, 1.25it/s] 74it [01:02, 1.26it/s] 75it [01:03, 1.14it/s] 76it [01:04, 1.18it/s] 77it [01:04, 1.18it/s] 78it [01:05, 1.27it/s] 79it [01:06, 1.28it/s] 80it [01:07, 1.27it/s] 81it [01:07, 1.58it/s] 81it [01:07, 1.20it/s] +[Training set] Epoch: 74, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.46it/s] 2it [00:01, 1.56it/s] 3it [00:01, 1.55it/s] 4it [00:02, 1.53it/s] 5it [00:03, 1.47it/s] 6it [00:04, 1.46it/s] 7it [00:04, 1.46it/s] 8it [00:05, 1.42it/s] 9it [00:06, 1.34it/s] 10it [00:06, 1.39it/s] 11it [00:07, 1.50it/s] 12it [00:08, 1.63it/s] 13it [00:08, 1.77it/s] 13it [00:08, 1.54it/s] +[Test set] Epoch: 74, Accuracy: 68.73% + +epoch 74, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.03it/s] 2it [00:01, 1.19it/s] 3it [00:02, 1.14it/s] 4it [00:03, 1.23it/s] 5it [00:04, 1.12it/s] 6it [00:05, 1.10it/s] 7it [00:06, 1.18it/s] 8it [00:07, 1.06it/s] 9it [00:08, 1.01it/s] 10it [00:09, 1.05it/s] 11it [00:10, 1.04it/s] 12it [00:11, 1.01it/s] 13it [00:11, 1.14it/s] 14it [00:12, 1.22it/s] 15it [00:13, 1.16it/s] 16it [00:14, 1.00it/s] 17it [00:15, 1.05it/s] 18it [00:16, 1.01it/s] 19it [00:18, 1.17s/it] 20it [00:19, 1.05s/it] 21it [00:19, 1.00s/it] 22it [00:21, 1.03s/it] 23it [00:21, 1.03it/s] 24it [00:22, 1.12it/s] 25it [00:23, 1.11it/s] 26it [00:24, 1.01s/it] 27it [00:25, 1.04it/s] 28it [00:26, 1.05it/s] 29it [00:27, 1.04it/s] 30it [00:28, 1.11it/s] 31it [00:29, 1.12it/s] 32it [00:29, 1.24it/s] 33it [00:30, 1.22it/s] 34it [00:31, 1.24it/s] 35it [00:32, 1.26it/s] 36it [00:33, 1.16it/s] 37it [00:33, 1.25it/s] 38it [00:34, 1.33it/s] 39it [00:35, 1.39it/s] 40it [00:35, 1.36it/s] 41it [00:36, 1.31it/s] 42it [00:37, 1.24it/s] 43it [00:38, 1.28it/s] 44it [00:39, 1.19it/s] 45it [00:40, 1.22it/s] 46it [00:41, 1.15it/s] 47it [00:42, 1.13it/s] 48it [00:42, 1.14it/s] 49it [00:43, 1.15it/s] 50it [00:44, 1.27it/s] 51it [00:45, 1.29it/s] 52it [00:45, 1.26it/s] 53it [00:46, 1.28it/s] 54it [00:47, 1.27it/s] 55it [00:48, 1.18it/s] 56it [00:49, 1.01s/it] 57it [00:50, 1.12it/s] 58it [00:51, 1.23it/s] 59it [00:51, 1.21it/s] 60it [00:52, 1.31it/s] 61it [00:53, 1.21it/s] 62it [00:54, 1.21it/s] 63it [00:55, 1.21it/s] 64it [00:56, 1.06s/it] 65it [00:57, 1.01it/s] 66it [00:58, 1.10it/s] 67it [00:59, 1.17it/s] 68it [00:59, 1.17it/s] 69it [01:00, 1.21it/s] 70it [01:01, 1.23it/s] 71it [01:02, 1.29it/s] 72it [01:03, 1.24it/s] 73it [01:03, 1.26it/s] 74it [01:04, 1.23it/s] 75it [01:05, 1.16it/s] 76it [01:06, 1.21it/s] 77it [01:07, 1.20it/s] 78it [01:08, 1.10it/s] 79it [01:09, 1.13it/s] 80it [01:09, 1.16it/s] 81it [01:10, 1.51it/s] 81it [01:10, 1.15it/s] +[Training set] Epoch: 75, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.29it/s] 2it [00:01, 1.44it/s] 3it [00:02, 1.50it/s] 4it [00:02, 1.51it/s] 5it [00:03, 1.63it/s] 6it [00:03, 1.56it/s] 7it [00:04, 1.54it/s] 8it [00:05, 1.50it/s] 9it [00:05, 1.50it/s] 10it [00:06, 1.49it/s] 11it [00:07, 1.44it/s] 12it [00:07, 1.54it/s] 13it [00:08, 1.78it/s] 13it [00:08, 1.57it/s] +[Test set] Epoch: 75, Accuracy: 68.73% + +epoch 75, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.07it/s] 2it [00:01, 1.20it/s] 3it [00:02, 1.22it/s] 4it [00:03, 1.32it/s] 5it [00:03, 1.33it/s] 6it [00:04, 1.32it/s] 7it [00:05, 1.31it/s] 8it [00:06, 1.24it/s] 9it [00:07, 1.16it/s] 10it [00:08, 1.25it/s] 11it [00:08, 1.22it/s] 12it [00:09, 1.23it/s] 13it [00:10, 1.26it/s] 14it [00:11, 1.35it/s] 15it [00:11, 1.34it/s] 16it [00:12, 1.26it/s] 17it [00:13, 1.29it/s] 18it [00:14, 1.39it/s] 19it [00:14, 1.46it/s] 20it [00:15, 1.51it/s] 21it [00:16, 1.39it/s] 22it [00:16, 1.37it/s] 23it [00:17, 1.26it/s] 24it [00:18, 1.31it/s] 25it [00:19, 1.27it/s] 26it [00:20, 1.27it/s] 27it [00:20, 1.26it/s] 28it [00:21, 1.24it/s] 29it [00:22, 1.30it/s] 30it [00:23, 1.28it/s] 31it [00:24, 1.19it/s] 32it [00:24, 1.26it/s] 33it [00:25, 1.30it/s] 34it [00:26, 1.28it/s] 35it [00:27, 1.28it/s] 36it [00:27, 1.31it/s] 37it [00:28, 1.32it/s] 38it [00:29, 1.34it/s] 39it [00:30, 1.27it/s] 40it [00:30, 1.33it/s] 41it [00:31, 1.36it/s] 42it [00:32, 1.35it/s] 43it [00:33, 1.30it/s] 44it [00:33, 1.32it/s] 45it [00:34, 1.31it/s] 46it [00:35, 1.37it/s] 47it [00:36, 1.42it/s] 48it [00:36, 1.32it/s] 49it [00:37, 1.32it/s] 50it [00:38, 1.28it/s] 51it [00:39, 1.24it/s] 52it [00:40, 1.16it/s] 53it [00:41, 1.17it/s] 54it [00:42, 1.08it/s] 55it [00:43, 1.16it/s] 56it [00:43, 1.23it/s] 57it [00:44, 1.23it/s] 58it [00:45, 1.26it/s] 59it [00:46, 1.28it/s] 60it [00:46, 1.26it/s] 61it [00:47, 1.28it/s] 62it [00:48, 1.33it/s] 63it [00:48, 1.43it/s] 64it [00:49, 1.49it/s] 65it [00:50, 1.43it/s] 66it [00:50, 1.39it/s] 67it [00:51, 1.46it/s] 68it [00:52, 1.49it/s] 69it [00:52, 1.49it/s] 70it [00:53, 1.39it/s] 71it [00:54, 1.33it/s] 72it [00:55, 1.30it/s] 73it [00:56, 1.29it/s] 74it [00:57, 1.25it/s] 75it [00:57, 1.26it/s] 76it [00:58, 1.16it/s] 77it [00:59, 1.16it/s] 78it [01:00, 1.20it/s] 79it [01:01, 1.19it/s] 80it [01:02, 1.24it/s] 81it [01:02, 1.58it/s] 81it [01:02, 1.30it/s] +[Training set] Epoch: 76, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.36it/s] 2it [00:01, 1.49it/s] 3it [00:02, 1.29it/s] 4it [00:03, 1.25it/s] 5it [00:04, 1.19it/s] 6it [00:04, 1.32it/s] 7it [00:05, 1.19it/s] 8it [00:06, 1.27it/s] 9it [00:07, 1.27it/s] 10it [00:07, 1.23it/s] 11it [00:09, 1.10s/it] 12it [00:10, 1.04s/it] 13it [00:11, 1.18it/s] 13it [00:11, 1.18it/s] +[Test set] Epoch: 76, Accuracy: 68.73% + +epoch 76, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.28it/s] 2it [00:01, 1.03it/s] 3it [00:04, 1.93s/it] 4it [00:05, 1.50s/it] 5it [00:06, 1.30s/it] 6it [00:07, 1.21s/it] 7it [00:08, 1.10s/it] 8it [00:09, 1.00it/s] 9it [00:10, 1.05it/s] 10it [00:11, 1.09it/s] 11it [00:11, 1.16it/s] 12it [00:12, 1.23it/s] 13it [00:13, 1.12it/s] 14it [00:14, 1.06it/s] 15it [00:15, 1.04it/s] 16it [00:16, 1.02it/s] 17it [00:17, 1.01it/s] 18it [00:18, 1.05it/s] 19it [00:19, 1.13it/s] 20it [00:20, 1.14it/s] 21it [00:21, 1.15it/s] 22it [00:21, 1.26it/s] 23it [00:22, 1.35it/s] 24it [00:22, 1.37it/s] 25it [00:23, 1.39it/s] 26it [00:24, 1.43it/s] 27it [00:25, 1.31it/s] 28it [00:25, 1.34it/s] 29it [00:26, 1.40it/s] 30it [00:27, 1.39it/s] 31it [00:28, 1.35it/s] 32it [00:28, 1.41it/s] 33it [00:29, 1.49it/s] 34it [00:29, 1.52it/s] 35it [00:30, 1.38it/s] 36it [00:31, 1.32it/s] 37it [00:32, 1.30it/s] 38it [00:33, 1.28it/s] 39it [00:34, 1.26it/s] 40it [00:34, 1.23it/s] 41it [00:35, 1.27it/s] 42it [00:36, 1.28it/s] 43it [00:37, 1.35it/s] 44it [00:37, 1.39it/s] 45it [00:38, 1.35it/s] 46it [00:39, 1.33it/s] 47it [00:40, 1.21it/s] 48it [00:41, 1.15it/s] 49it [00:41, 1.24it/s] 50it [00:42, 1.20it/s] 51it [00:43, 1.19it/s] 52it [00:44, 1.19it/s] 53it [00:45, 1.21it/s] 54it [00:46, 1.12it/s] 55it [00:47, 1.16it/s] 56it [00:48, 1.15it/s] 57it [00:48, 1.19it/s] 58it [00:49, 1.19it/s] 59it [00:50, 1.26it/s] 60it [00:51, 1.09it/s] 61it [00:52, 1.15it/s] 62it [00:53, 1.18it/s] 63it [00:53, 1.19it/s] 64it [00:54, 1.11it/s] 65it [00:55, 1.10it/s] 66it [00:56, 1.11it/s] 67it [00:57, 1.23it/s] 68it [00:57, 1.34it/s] 69it [00:58, 1.34it/s] 70it [00:59, 1.28it/s] 71it [01:00, 1.24it/s] 72it [01:01, 1.24it/s] 73it [01:02, 1.23it/s] 74it [01:02, 1.21it/s] 75it [01:03, 1.21it/s] 76it [01:04, 1.18it/s] 77it [01:05, 1.22it/s] 78it [01:06, 1.12it/s] 79it [01:07, 1.08it/s] 80it [01:08, 1.06it/s] 81it [01:08, 1.30it/s] 81it [01:08, 1.18it/s] +[Training set] Epoch: 77, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.63it/s] 2it [00:01, 1.26it/s] 3it [00:02, 1.46it/s] 4it [00:02, 1.37it/s] 5it [00:03, 1.38it/s] 6it [00:04, 1.43it/s] 7it [00:04, 1.44it/s] 8it [00:05, 1.42it/s] 9it [00:06, 1.39it/s] 10it [00:07, 1.36it/s] 11it [00:08, 1.30it/s] 12it [00:08, 1.41it/s] 13it [00:09, 1.57it/s] 13it [00:09, 1.43it/s] +[Test set] Epoch: 77, Accuracy: 68.49% + +epoch 77, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.36it/s] 2it [00:01, 1.16it/s] 3it [00:02, 1.13it/s] 4it [00:03, 1.20it/s] 5it [00:04, 1.23it/s] 6it [00:04, 1.26it/s] 7it [00:05, 1.30it/s] 8it [00:06, 1.40it/s] 9it [00:06, 1.42it/s] 10it [00:07, 1.33it/s] 11it [00:08, 1.37it/s] 12it [00:09, 1.36it/s] 13it [00:09, 1.42it/s] 14it [00:10, 1.47it/s] 15it [00:11, 1.51it/s] 16it [00:11, 1.50it/s] 17it [00:12, 1.44it/s] 18it [00:13, 1.38it/s] 19it [00:13, 1.44it/s] 20it [00:14, 1.49it/s] 21it [00:15, 1.55it/s] 22it [00:15, 1.53it/s] 23it [00:16, 1.42it/s] 24it [00:17, 1.46it/s] 25it [00:18, 1.42it/s] 26it [00:18, 1.33it/s] 27it [00:19, 1.32it/s] 28it [00:20, 1.31it/s] 29it [00:21, 1.30it/s] 30it [00:21, 1.34it/s] 31it [00:22, 1.37it/s] 32it [00:23, 1.23it/s] 33it [00:24, 1.32it/s] 34it [00:25, 1.29it/s] 35it [00:25, 1.31it/s] 36it [00:26, 1.30it/s] 37it [00:27, 1.23it/s] 38it [00:28, 1.30it/s] 39it [00:28, 1.32it/s] 40it [00:29, 1.27it/s] 41it [00:30, 1.36it/s] 42it [00:31, 1.37it/s] 43it [00:32, 1.19it/s] 44it [00:32, 1.25it/s] 45it [00:33, 1.27it/s] 46it [00:34, 1.28it/s] 47it [00:35, 1.34it/s] 48it [00:35, 1.28it/s] 49it [00:36, 1.30it/s] 50it [00:37, 1.13it/s] 51it [00:38, 1.21it/s] 52it [00:39, 1.17it/s] 53it [00:40, 1.28it/s] 54it [00:40, 1.26it/s] 55it [00:41, 1.33it/s] 56it [00:42, 1.24it/s] 57it [00:43, 1.26it/s] 58it [00:44, 1.15it/s] 59it [00:45, 1.16it/s] 60it [00:45, 1.26it/s] 61it [00:46, 1.28it/s] 62it [00:47, 1.28it/s] 63it [00:47, 1.31it/s] 64it [00:48, 1.38it/s] 65it [00:49, 1.37it/s] 66it [00:49, 1.43it/s] 67it [00:50, 1.49it/s] 68it [00:51, 1.52it/s] 69it [00:51, 1.55it/s] 70it [00:52, 1.56it/s] 71it [00:53, 1.48it/s] 72it [00:53, 1.44it/s] 73it [00:54, 1.33it/s] 74it [00:55, 1.32it/s] 75it [00:56, 1.25it/s] 76it [00:57, 1.30it/s] 77it [00:57, 1.37it/s] 78it [00:58, 1.20it/s] 79it [00:59, 1.27it/s] 80it [01:00, 1.28it/s] 81it [01:00, 1.62it/s] 81it [01:00, 1.34it/s] +[Training set] Epoch: 78, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.98it/s] 2it [00:01, 1.60it/s] 3it [00:01, 1.64it/s] 4it [00:02, 1.47it/s] 5it [00:03, 1.53it/s] 6it [00:03, 1.66it/s] 7it [00:04, 1.67it/s] 8it [00:04, 1.71it/s] 9it [00:05, 1.53it/s] 10it [00:06, 1.56it/s] 11it [00:06, 1.59it/s] 12it [00:07, 1.31it/s] 13it [00:08, 1.57it/s] 13it [00:08, 1.57it/s] +[Test set] Epoch: 78, Accuracy: 68.49% + +epoch 78, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.18s/it] 2it [00:01, 1.10it/s] 3it [00:02, 1.29it/s] 4it [00:03, 1.26it/s] 5it [00:04, 1.29it/s] 6it [00:04, 1.41it/s] 7it [00:05, 1.44it/s] 8it [00:06, 1.25it/s] 9it [00:07, 1.31it/s] 10it [00:07, 1.34it/s] 11it [00:08, 1.34it/s] 12it [00:09, 1.25it/s] 13it [00:10, 1.26it/s] 14it [00:11, 1.25it/s] 15it [00:11, 1.23it/s] 16it [00:12, 1.32it/s] 17it [00:13, 1.29it/s] 18it [00:13, 1.34it/s] 19it [00:14, 1.42it/s] 20it [00:15, 1.47it/s] 21it [00:15, 1.54it/s] 22it [00:16, 1.50it/s] 23it [00:17, 1.45it/s] 24it [00:17, 1.43it/s] 25it [00:18, 1.40it/s] 26it [00:19, 1.43it/s] 27it [00:20, 1.39it/s] 28it [00:21, 1.07it/s] 29it [00:22, 1.17it/s] 30it [00:23, 1.01it/s] 31it [00:24, 1.03it/s] 32it [00:25, 1.13it/s] 33it [00:25, 1.17it/s] 34it [00:26, 1.24it/s] 35it [00:27, 1.24it/s] 36it [00:28, 1.26it/s] 37it [00:28, 1.28it/s] 38it [00:29, 1.17it/s] 39it [00:31, 1.06it/s] 40it [00:31, 1.10it/s] 41it [00:32, 1.17it/s] 42it [00:33, 1.21it/s] 43it [00:34, 1.24it/s] 44it [00:34, 1.30it/s] 45it [00:35, 1.19it/s] 46it [00:37, 1.04it/s] 47it [00:37, 1.09it/s] 48it [00:38, 1.13it/s] 49it [00:39, 1.14it/s] 50it [00:40, 1.12it/s] 51it [00:41, 1.15it/s] 52it [00:42, 1.13it/s] 53it [00:43, 1.11it/s] 54it [00:44, 1.10it/s] 55it [00:44, 1.17it/s] 56it [00:45, 1.21it/s] 57it [00:46, 1.10it/s] 58it [00:47, 1.19it/s] 59it [00:48, 1.09it/s] 60it [00:49, 1.11it/s] 61it [00:50, 1.15it/s] 62it [00:50, 1.20it/s] 63it [00:51, 1.13it/s] 64it [00:52, 1.10it/s] 65it [00:53, 1.12it/s] 66it [00:54, 1.08it/s] 67it [00:55, 1.12it/s] 68it [00:56, 1.13it/s] 69it [00:57, 1.01s/it] 70it [00:58, 1.03it/s] 71it [00:59, 1.11it/s] 72it [01:00, 1.11it/s] 73it [01:01, 1.01s/it] 74it [01:02, 1.02s/it] 75it [01:03, 1.04it/s] 76it [01:04, 1.10it/s] 77it [01:05, 1.11it/s] 78it [01:06, 1.02s/it] 79it [01:07, 1.02it/s] 80it [01:08, 1.09it/s] 81it [01:08, 1.40it/s] 81it [01:08, 1.19it/s] +[Training set] Epoch: 79, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.62it/s] 2it [00:01, 1.45it/s] 3it [00:02, 1.46it/s] 4it [00:02, 1.34it/s] 5it [00:03, 1.42it/s] 6it [00:04, 1.29it/s] 7it [00:05, 1.35it/s] 8it [00:06, 1.23it/s] 9it [00:06, 1.28it/s] 10it [00:07, 1.28it/s] 11it [00:08, 1.37it/s] 12it [00:08, 1.41it/s] 13it [00:09, 1.52it/s] 13it [00:09, 1.39it/s] +[Test set] Epoch: 79, Accuracy: 68.24% + +epoch 79, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.27it/s] 2it [00:02, 1.19s/it] 3it [00:03, 1.06s/it] 4it [00:03, 1.05it/s] 5it [00:04, 1.10it/s] 6it [00:05, 1.11it/s] 7it [00:06, 1.18it/s] 8it [00:07, 1.13it/s] 9it [00:08, 1.03it/s] 10it [00:09, 1.10it/s] 11it [00:10, 1.04it/s] 12it [00:11, 1.06it/s] 13it [00:12, 1.14it/s] 14it [00:12, 1.19it/s] 15it [00:13, 1.23it/s] 16it [00:14, 1.17it/s] 17it [00:15, 1.23it/s] 18it [00:16, 1.21it/s] 19it [00:16, 1.29it/s] 20it [00:17, 1.34it/s] 21it [00:18, 1.32it/s] 22it [00:19, 1.24it/s] 23it [00:19, 1.21it/s] 24it [00:21, 1.12it/s] 25it [00:21, 1.16it/s] 26it [00:22, 1.18it/s] 27it [00:23, 1.17it/s] 28it [00:24, 1.21it/s] 29it [00:24, 1.25it/s] 30it [00:25, 1.26it/s] 31it [00:26, 1.26it/s] 32it [00:27, 1.27it/s] 33it [00:27, 1.35it/s] 34it [00:28, 1.37it/s] 35it [00:29, 1.24it/s] 36it [00:30, 1.26it/s] 37it [00:31, 1.27it/s] 38it [00:31, 1.33it/s] 39it [00:32, 1.32it/s] 40it [00:33, 1.28it/s] 41it [00:34, 1.31it/s] 42it [00:34, 1.41it/s] 43it [00:35, 1.37it/s] 44it [00:36, 1.31it/s] 45it [00:37, 1.18it/s] 46it [00:38, 1.19it/s] 47it [00:39, 1.19it/s] 48it [00:40, 1.16it/s] 49it [00:40, 1.19it/s] 50it [00:41, 1.22it/s] 51it [00:42, 1.18it/s] 52it [00:43, 1.21it/s] 53it [00:44, 1.16it/s] 54it [00:44, 1.22it/s] 55it [00:45, 1.29it/s] 56it [00:46, 1.32it/s] 57it [00:47, 1.23it/s] 58it [00:47, 1.27it/s] 59it [00:48, 1.25it/s] 60it [00:49, 1.18it/s] 61it [00:50, 1.19it/s] 62it [00:51, 1.22it/s] 63it [00:52, 1.16it/s] 64it [00:53, 1.16it/s] 65it [00:54, 1.16it/s] 66it [00:54, 1.18it/s] 67it [00:55, 1.10it/s] 68it [00:56, 1.15it/s] 69it [00:57, 1.14it/s] 70it [00:58, 1.12it/s] 71it [00:59, 1.16it/s] 72it [01:00, 1.20it/s] 73it [01:00, 1.30it/s] 74it [01:01, 1.20it/s] 75it [01:02, 1.22it/s] 76it [01:03, 1.14it/s] 77it [01:04, 1.16it/s] 78it [01:05, 1.10it/s] 79it [01:06, 1.12it/s] 80it [01:06, 1.23it/s] 81it [01:06, 1.59it/s] 81it [01:06, 1.21it/s] +[Training set] Epoch: 80, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.82it/s] 2it [00:01, 1.72it/s] 3it [00:01, 1.82it/s] 4it [00:02, 1.76it/s] 5it [00:02, 1.64it/s] 6it [00:03, 1.50it/s] 7it [00:04, 1.40it/s] 8it [00:05, 1.43it/s] 9it [00:05, 1.48it/s] 10it [00:06, 1.43it/s] 11it [00:07, 1.33it/s] 12it [00:08, 1.45it/s] 13it [00:08, 1.51it/s] 13it [00:08, 1.51it/s] +[Test set] Epoch: 80, Accuracy: 67.99% + +epoch 80, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.13it/s] 2it [00:01, 1.11it/s] 3it [00:02, 1.30it/s] 4it [00:03, 1.20it/s] 5it [00:04, 1.25it/s] 6it [00:05, 1.02s/it] 7it [00:07, 1.23s/it] 8it [00:08, 1.12s/it] 9it [00:08, 1.03s/it] 10it [00:09, 1.04s/it] 11it [00:10, 1.04it/s] 12it [00:11, 1.08it/s] 13it [00:12, 1.09it/s] 14it [00:13, 1.08it/s] 15it [00:14, 1.05it/s] 16it [00:15, 1.09it/s] 17it [00:16, 1.09it/s] 18it [00:17, 1.09it/s] 19it [00:17, 1.14it/s] 20it [00:18, 1.09it/s] 21it [00:19, 1.15it/s] 22it [00:20, 1.13it/s] 23it [00:21, 1.07it/s] 24it [00:22, 1.08it/s] 25it [00:23, 1.15it/s] 26it [00:24, 1.09it/s] 27it [00:25, 1.13it/s] 28it [00:26, 1.11it/s] 29it [00:26, 1.13it/s] 30it [00:27, 1.12it/s] 31it [00:28, 1.12it/s] 32it [00:29, 1.16it/s] 33it [00:30, 1.17it/s] 34it [00:31, 1.21it/s] 35it [00:31, 1.22it/s] 36it [00:32, 1.15it/s] 37it [00:33, 1.17it/s] 38it [00:34, 1.18it/s] 39it [00:35, 1.12it/s] 40it [00:36, 1.15it/s] 41it [00:37, 1.17it/s] 42it [00:37, 1.28it/s] 43it [00:38, 1.29it/s] 44it [00:39, 1.35it/s] 45it [00:39, 1.41it/s] 46it [00:40, 1.43it/s] 47it [00:41, 1.50it/s] 48it [00:41, 1.52it/s] 49it [00:42, 1.39it/s] 50it [00:43, 1.44it/s] 51it [00:43, 1.52it/s] 52it [00:44, 1.37it/s] 53it [00:45, 1.38it/s] 54it [00:46, 1.45it/s] 55it [00:46, 1.43it/s] 56it [00:47, 1.38it/s] 57it [00:48, 1.20it/s] 58it [00:49, 1.22it/s] 59it [00:50, 1.19it/s] 60it [00:51, 1.09it/s] 61it [00:52, 1.16it/s] 62it [00:53, 1.14it/s] 63it [00:53, 1.15it/s] 64it [00:54, 1.12it/s] 65it [00:55, 1.14it/s] 66it [00:56, 1.10it/s] 67it [00:57, 1.09it/s] 68it [00:58, 1.11it/s] 69it [00:59, 1.22it/s] 70it [00:59, 1.25it/s] 71it [01:00, 1.16it/s] 72it [01:01, 1.22it/s] 73it [01:02, 1.30it/s] 74it [01:03, 1.30it/s] 75it [01:03, 1.22it/s] 76it [01:04, 1.31it/s] 77it [01:05, 1.37it/s] 78it [01:05, 1.36it/s] 79it [01:06, 1.28it/s] 80it [01:07, 1.29it/s] 81it [01:07, 1.67it/s] 81it [01:07, 1.19it/s] +[Training set] Epoch: 81, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.49it/s] 2it [00:01, 1.52it/s] 3it [00:01, 1.55it/s] 4it [00:02, 1.50it/s] 5it [00:03, 1.24it/s] 6it [00:04, 1.29it/s] 7it [00:05, 1.36it/s] 8it [00:05, 1.39it/s] 9it [00:06, 1.35it/s] 10it [00:07, 1.35it/s] 11it [00:07, 1.38it/s] 12it [00:08, 1.37it/s] 13it [00:09, 1.62it/s] 13it [00:09, 1.43it/s] +[Test set] Epoch: 81, Accuracy: 67.99% + +epoch 81, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.16it/s] 2it [00:01, 1.27it/s] 3it [00:02, 1.27it/s] 4it [00:03, 1.14it/s] 5it [00:04, 1.22it/s] 6it [00:05, 1.16it/s] 7it [00:06, 1.09it/s] 8it [00:06, 1.15it/s] 9it [00:07, 1.16it/s] 10it [00:08, 1.12it/s] 11it [00:09, 1.16it/s] 12it [00:10, 1.13it/s] 13it [00:11, 1.05it/s] 14it [00:12, 1.07it/s] 15it [00:13, 1.12it/s] 16it [00:14, 1.14it/s] 17it [00:14, 1.15it/s] 18it [00:15, 1.21it/s] 19it [00:16, 1.30it/s] 20it [00:16, 1.37it/s] 21it [00:17, 1.34it/s] 22it [00:18, 1.32it/s] 23it [00:19, 1.33it/s] 24it [00:20, 1.27it/s] 25it [00:21, 1.19it/s] 26it [00:21, 1.23it/s] 27it [00:23, 1.03it/s] 28it [00:24, 1.13s/it] 29it [00:25, 1.08s/it] 30it [00:26, 1.02it/s] 31it [00:27, 1.00s/it] 32it [00:28, 1.01it/s] 33it [00:29, 1.02s/it] 34it [00:30, 1.04it/s] 35it [00:31, 1.08it/s] 36it [00:31, 1.11it/s] 37it [00:32, 1.14it/s] 38it [00:33, 1.13it/s] 39it [00:34, 1.12it/s] 40it [00:35, 1.11it/s] 41it [00:36, 1.07it/s] 42it [00:37, 1.05it/s] 43it [00:38, 1.08it/s] 44it [00:39, 1.03it/s] 45it [00:40, 1.07s/it] 46it [00:41, 1.01s/it] 47it [00:42, 1.01it/s] 48it [00:43, 1.00s/it] 49it [00:45, 1.35s/it] 50it [00:46, 1.23s/it] 51it [00:47, 1.16s/it] 52it [00:48, 1.19s/it] 53it [00:49, 1.13s/it] 54it [00:50, 1.07s/it] 55it [00:51, 1.02s/it] 56it [00:52, 1.09it/s] 57it [00:53, 1.04it/s] 58it [00:54, 1.02it/s] 59it [00:55, 1.03it/s] 60it [00:56, 1.01s/it] 61it [00:57, 1.08it/s] 62it [00:58, 1.08it/s] 63it [00:59, 1.10it/s] 64it [01:00, 1.10it/s] 65it [01:01, 1.06it/s] 66it [01:01, 1.09it/s] 67it [01:02, 1.08it/s] 68it [01:03, 1.06it/s] 69it [01:04, 1.03it/s] 70it [01:06, 1.07s/it] 71it [01:07, 1.16s/it] 72it [01:08, 1.16s/it] 73it [01:09, 1.11s/it] 74it [01:10, 1.07s/it] 75it [01:11, 1.03it/s] 76it [01:13, 1.29s/it] 77it [01:14, 1.34s/it] 78it [01:16, 1.55s/it] 79it [01:18, 1.68s/it] 80it [01:20, 1.58s/it] 81it [01:21, 1.37s/it] 81it [01:21, 1.00s/it] +[Training set] Epoch: 82, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.13it/s] 2it [00:01, 1.12it/s] 3it [00:02, 1.31it/s] 4it [00:03, 1.25it/s] 5it [00:04, 1.24it/s] 6it [00:04, 1.30it/s] 7it [00:05, 1.27it/s] 8it [00:06, 1.33it/s] 9it [00:07, 1.31it/s] 10it [00:07, 1.40it/s] 11it [00:08, 1.33it/s] 12it [00:08, 1.48it/s] 13it [00:09, 1.64it/s] 13it [00:09, 1.37it/s] +[Test set] Epoch: 82, Accuracy: 67.99% + +epoch 82, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.15it/s] 2it [00:01, 1.06it/s] 3it [00:02, 1.07it/s] 4it [00:03, 1.03it/s] 5it [00:04, 1.04it/s] 6it [00:05, 1.03it/s] 7it [00:06, 1.02it/s] 8it [00:08, 1.08s/it] 9it [00:09, 1.31s/it] 10it [00:11, 1.30s/it] 11it [00:13, 1.56s/it] 12it [00:14, 1.32s/it] 13it [00:14, 1.11s/it] 14it [00:15, 1.02s/it] 15it [00:16, 1.09it/s] 16it [00:16, 1.19it/s] 17it [00:17, 1.16it/s] 18it [00:18, 1.09it/s] 19it [00:19, 1.13it/s] 20it [00:20, 1.04it/s] 21it [00:23, 1.46s/it] 22it [00:24, 1.46s/it] 23it [00:25, 1.34s/it] 24it [00:26, 1.17s/it] 25it [00:27, 1.16s/it] 26it [00:28, 1.04s/it] 27it [00:29, 1.08s/it] 28it [00:30, 1.02s/it] 29it [00:31, 1.02s/it] 30it [00:33, 1.39s/it] 31it [00:34, 1.17s/it] 32it [00:35, 1.14s/it] 33it [00:36, 1.04s/it] 34it [00:37, 1.02it/s] 35it [00:38, 1.02s/it] 36it [00:39, 1.06it/s] 37it [00:40, 1.00it/s] 38it [00:41, 1.01s/it] 39it [00:42, 1.07it/s] 40it [00:43, 1.00it/s] 41it [00:43, 1.07it/s] 42it [00:44, 1.07it/s] 43it [00:45, 1.06it/s] 44it [00:46, 1.11it/s] 45it [00:47, 1.08it/s] 46it [00:48, 1.13it/s] 47it [00:49, 1.11it/s] 48it [00:50, 1.15it/s] 49it [00:51, 1.12it/s] 50it [00:51, 1.15it/s] 51it [00:52, 1.15it/s] 52it [00:53, 1.07it/s] 53it [00:55, 1.01it/s] 54it [00:56, 1.11s/it] 55it [00:57, 1.04s/it] 56it [00:58, 1.05it/s] 57it [00:59, 1.05it/s] 58it [00:59, 1.10it/s] 59it [01:01, 1.01s/it] 60it [01:01, 1.03it/s] 61it [01:02, 1.11it/s] 62it [01:03, 1.20it/s] 63it [01:04, 1.11it/s] 64it [01:05, 1.02s/it] 65it [01:06, 1.00it/s] 66it [01:07, 1.04it/s] 67it [01:08, 1.05it/s] 68it [01:09, 1.01it/s] 69it [01:10, 1.07it/s] 70it [01:11, 1.07it/s] 71it [01:11, 1.16it/s] 72it [01:13, 1.07it/s] 73it [01:13, 1.14it/s] 74it [01:14, 1.06it/s] 75it [01:16, 1.00s/it] 76it [01:17, 1.07s/it] 77it [01:18, 1.02s/it] 78it [01:19, 1.07s/it] 79it [01:20, 1.05s/it] 80it [01:21, 1.01s/it] 81it [01:21, 1.24it/s] 81it [01:21, 1.01s/it] +[Training set] Epoch: 83, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.45it/s] 2it [00:01, 1.23it/s] 3it [00:02, 1.32it/s] 4it [00:03, 1.32it/s] 5it [00:03, 1.36it/s] 6it [00:04, 1.29it/s] 7it [00:05, 1.28it/s] 8it [00:06, 1.25it/s] 9it [00:07, 1.25it/s] 10it [00:07, 1.34it/s] 11it [00:08, 1.27it/s] 12it [00:09, 1.28it/s] 13it [00:09, 1.41it/s] 13it [00:09, 1.32it/s] +[Test set] Epoch: 83, Accuracy: 67.99% + +epoch 83, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.05s/it] 2it [00:01, 1.03it/s] 3it [00:02, 1.10it/s] 4it [00:03, 1.10it/s] 5it [00:04, 1.01it/s] 6it [00:05, 1.04it/s] 7it [00:06, 1.03it/s] 8it [00:07, 1.06it/s] 9it [00:08, 1.02it/s] 10it [00:09, 1.07it/s] 11it [00:10, 1.05it/s] 12it [00:11, 1.04it/s] 13it [00:12, 1.06it/s] 14it [00:13, 1.07it/s] 15it [00:14, 1.05it/s] 16it [00:15, 1.06it/s] 17it [00:16, 1.05it/s] 18it [00:17, 1.04it/s] 19it [00:18, 1.04it/s] 20it [00:19, 1.03it/s] 21it [00:20, 1.05s/it] 22it [00:21, 1.02it/s] 23it [00:22, 1.05it/s] 24it [00:23, 1.01s/it] 25it [00:24, 1.03it/s] 26it [00:25, 1.05it/s] 27it [00:26, 1.00s/it] 28it [00:27, 1.03s/it] 29it [00:28, 1.02s/it] 30it [00:29, 1.00it/s] 31it [00:30, 1.00s/it] 32it [00:31, 1.20s/it] 33it [00:33, 1.25s/it] 34it [00:35, 1.48s/it] 35it [00:36, 1.42s/it] 36it [00:38, 1.66s/it] 37it [00:39, 1.53s/it] 38it [00:40, 1.33s/it] 39it [00:41, 1.25s/it] 40it [00:42, 1.17s/it] 41it [00:45, 1.47s/it] 42it [00:47, 1.74s/it] 43it [00:48, 1.50s/it] 44it [00:49, 1.29s/it] 45it [00:50, 1.17s/it] 46it [00:50, 1.07s/it] 47it [00:51, 1.02s/it] 48it [00:52, 1.03s/it] 49it [00:53, 1.03s/it] 50it [00:54, 1.05s/it] 51it [00:55, 1.02it/s] 52it [00:56, 1.02s/it] 53it [00:57, 1.00it/s] 54it [00:58, 1.03s/it] 55it [00:59, 1.01it/s] 56it [01:01, 1.09s/it] 57it [01:02, 1.20s/it] 58it [01:03, 1.20s/it] 59it [01:05, 1.28s/it] 60it [01:06, 1.27s/it] 61it [01:07, 1.14s/it] 62it [01:08, 1.06s/it] 63it [01:10, 1.46s/it] 64it [01:11, 1.42s/it] 65it [01:13, 1.35s/it] 66it [01:14, 1.42s/it] 67it [01:16, 1.51s/it] 68it [01:18, 1.63s/it] 69it [01:20, 1.66s/it] 70it [01:21, 1.49s/it] 71it [01:22, 1.44s/it] 72it [01:23, 1.37s/it] 73it [01:24, 1.28s/it] 74it [01:25, 1.20s/it] 75it [01:26, 1.17s/it] 76it [01:28, 1.21s/it] 77it [01:29, 1.15s/it] 78it [01:29, 1.04s/it] 79it [01:30, 1.02it/s] 80it [01:31, 1.06it/s] 81it [01:31, 1.33it/s] 81it [01:31, 1.14s/it] +[Training set] Epoch: 84, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.17it/s] 2it [00:01, 1.00s/it] 3it [00:02, 1.01s/it] 4it [00:03, 1.01s/it] 5it [00:04, 1.10it/s] 6it [00:05, 1.16it/s] 7it [00:06, 1.16it/s] 8it [00:07, 1.24it/s] 9it [00:07, 1.20it/s] 10it [00:08, 1.21it/s] 11it [00:09, 1.17it/s] 12it [00:10, 1.09it/s] 13it [00:11, 1.17it/s] 13it [00:11, 1.13it/s] +[Test set] Epoch: 84, Accuracy: 67.74% + +epoch 84, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.09s/it] 2it [00:02, 1.22s/it] 3it [00:04, 1.46s/it] 4it [00:06, 1.77s/it] 5it [00:07, 1.51s/it] 6it [00:08, 1.42s/it] 7it [00:09, 1.25s/it] 8it [00:10, 1.15s/it] 9it [00:11, 1.06s/it] 10it [00:12, 1.02s/it] 11it [00:13, 1.05s/it] 12it [00:14, 1.02s/it] 13it [00:15, 1.01it/s] 14it [00:16, 1.02s/it] 15it [00:17, 1.02it/s] 16it [00:18, 1.06it/s] 17it [00:18, 1.13it/s] 18it [00:19, 1.20it/s] 19it [00:21, 1.06s/it] 20it [00:22, 1.06s/it] 21it [00:23, 1.04s/it] 22it [00:24, 1.00it/s] 23it [00:24, 1.05it/s] 24it [00:25, 1.12it/s] 25it [00:26, 1.19it/s] 26it [00:27, 1.16it/s] 27it [00:28, 1.11it/s] 28it [00:29, 1.10it/s] 29it [00:30, 1.03it/s] 30it [00:31, 1.05s/it] 31it [00:32, 1.00it/s] 32it [00:33, 1.04it/s] 33it [00:34, 1.01s/it] 34it [00:35, 1.07s/it] 35it [00:36, 1.11s/it] 36it [00:37, 1.08s/it] 37it [00:38, 1.03it/s] 38it [00:39, 1.07it/s] 39it [00:40, 1.09it/s] 40it [00:41, 1.11it/s] 41it [00:42, 1.03it/s] 42it [00:43, 1.03s/it] 43it [00:44, 1.00it/s] 44it [00:45, 1.01it/s] 45it [00:46, 1.01s/it] 46it [00:47, 1.09s/it] 47it [00:48, 1.08s/it] 48it [00:49, 1.03s/it] 49it [00:50, 1.01s/it] 50it [00:51, 1.07s/it] 51it [00:53, 1.22s/it] 52it [00:54, 1.25s/it] 53it [00:56, 1.28s/it] 54it [00:57, 1.23s/it] 55it [00:58, 1.16s/it] 56it [00:59, 1.16s/it] 57it [01:00, 1.11s/it] 58it [01:01, 1.10s/it] 59it [01:03, 1.38s/it] 60it [01:04, 1.28s/it] 61it [01:05, 1.23s/it] 62it [01:06, 1.20s/it] 63it [01:07, 1.11s/it] 64it [01:08, 1.10s/it] 65it [01:10, 1.16s/it] 66it [01:11, 1.10s/it] 67it [01:12, 1.16s/it] 68it [01:13, 1.27s/it] 69it [01:15, 1.24s/it] 70it [01:16, 1.36s/it] 71it [01:17, 1.28s/it] 72it [01:18, 1.16s/it] 73it [01:19, 1.10s/it] 74it [01:20, 1.06s/it] 75it [01:21, 1.03it/s] 76it [01:22, 1.03s/it] 77it [01:23, 1.05s/it] 78it [01:24, 1.05s/it] 79it [01:25, 1.06s/it] 80it [01:26, 1.03it/s] 81it [01:26, 1.33it/s] 81it [01:26, 1.07s/it] +[Training set] Epoch: 85, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.52it/s] 2it [00:01, 1.44it/s] 3it [00:02, 1.40it/s] 4it [00:02, 1.30it/s] 5it [00:04, 1.15it/s] 6it [00:04, 1.14it/s] 7it [00:05, 1.09it/s] 8it [00:06, 1.20it/s] 9it [00:07, 1.12it/s] 10it [00:08, 1.09it/s] 11it [00:10, 1.16s/it] 12it [00:11, 1.28s/it] 13it [00:13, 1.33s/it] 13it [00:13, 1.02s/it] +[Test set] Epoch: 85, Accuracy: 67.74% + +epoch 85, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.74s/it] 2it [00:04, 2.16s/it] 3it [00:05, 1.75s/it] 4it [00:08, 2.19s/it] 5it [00:10, 2.08s/it] 6it [00:13, 2.37s/it] 7it [00:14, 2.03s/it] 8it [00:16, 1.90s/it] 9it [00:17, 1.76s/it] 10it [00:18, 1.50s/it] 11it [00:19, 1.32s/it] 12it [00:20, 1.21s/it] 13it [00:22, 1.40s/it] 14it [00:23, 1.50s/it] 15it [00:24, 1.33s/it] 16it [00:26, 1.40s/it] 17it [00:27, 1.33s/it] 18it [00:31, 1.97s/it] 19it [00:32, 1.73s/it] 20it [00:33, 1.59s/it] 21it [00:34, 1.44s/it] 22it [00:35, 1.28s/it] 23it [00:36, 1.24s/it] 24it [00:38, 1.31s/it] 25it [00:38, 1.19s/it] 26it [00:40, 1.20s/it] 27it [00:41, 1.15s/it] 28it [00:42, 1.12s/it] 29it [00:43, 1.09s/it] 30it [00:44, 1.03s/it] 31it [00:45, 1.02s/it] 32it [00:46, 1.06s/it] 33it [00:47, 1.01it/s] 34it [00:48, 1.05it/s] 35it [00:48, 1.11it/s] 36it [00:49, 1.05it/s] 37it [00:50, 1.02it/s] 38it [00:51, 1.09it/s] 39it [00:52, 1.07it/s] 40it [00:53, 1.13it/s] 41it [00:54, 1.03it/s] 42it [00:55, 1.03it/s] 43it [00:56, 1.03it/s] 44it [00:57, 1.04it/s] 45it [00:58, 1.03it/s] 46it [00:59, 1.11it/s] 47it [01:00, 1.07it/s] 48it [01:01, 1.13it/s] 49it [01:02, 1.01it/s] 50it [01:03, 1.03it/s] 51it [01:04, 1.08it/s] 52it [01:04, 1.13it/s] 53it [01:05, 1.03it/s] 54it [01:07, 1.01s/it] 55it [01:08, 1.01s/it] 56it [01:09, 1.02s/it] 57it [01:10, 1.01it/s] 58it [01:11, 1.04s/it] 59it [01:12, 1.11s/it] 60it [01:13, 1.10s/it] 61it [01:14, 1.04s/it] 62it [01:15, 1.04it/s] 63it [01:16, 1.09it/s] 64it [01:16, 1.12it/s] 65it [01:17, 1.12it/s] 66it [01:18, 1.03it/s] 67it [01:21, 1.47s/it] 68it [01:23, 1.70s/it] 69it [01:25, 1.64s/it] 70it [01:27, 1.81s/it] 71it [01:30, 2.02s/it] 72it [01:30, 1.63s/it] 73it [01:31, 1.51s/it] 74it [01:33, 1.47s/it] 75it [01:36, 1.88s/it] 76it [01:37, 1.58s/it] 77it [01:38, 1.46s/it] 78it [01:39, 1.45s/it] 79it [01:40, 1.35s/it] 80it [01:41, 1.24s/it] 81it [01:42, 1.07it/s] 81it [01:42, 1.26s/it] +[Training set] Epoch: 86, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.19it/s] 2it [00:01, 1.32it/s] 3it [00:02, 1.40it/s] 4it [00:03, 1.27it/s] 5it [00:04, 1.20it/s] 6it [00:05, 1.11it/s] 7it [00:05, 1.16it/s] 8it [00:06, 1.25it/s] 9it [00:07, 1.27it/s] 10it [00:08, 1.16it/s] 11it [00:08, 1.23it/s] 12it [00:10, 1.13it/s] 13it [00:10, 1.26it/s] 13it [00:10, 1.22it/s] +[Test set] Epoch: 86, Accuracy: 67.74% + +epoch 86, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.19it/s] 2it [00:02, 1.10s/it] 3it [00:03, 1.03s/it] 4it [00:04, 1.07s/it] 5it [00:05, 1.04s/it] 6it [00:06, 1.04s/it] 7it [00:07, 1.04s/it] 8it [00:08, 1.02s/it] 9it [00:09, 1.13s/it] 10it [00:10, 1.17s/it] 11it [00:11, 1.08s/it] 12it [00:12, 1.07s/it] 13it [00:15, 1.62s/it] 14it [00:16, 1.43s/it] 15it [00:18, 1.52s/it] 16it [00:19, 1.52s/it] 17it [00:20, 1.34s/it] 18it [00:22, 1.37s/it] 19it [00:23, 1.36s/it] 20it [00:24, 1.27s/it] 21it [00:25, 1.14s/it] 22it [00:26, 1.07s/it] 23it [00:27, 1.19s/it] 24it [00:29, 1.19s/it] 25it [00:30, 1.21s/it] 26it [00:31, 1.24s/it] 27it [00:32, 1.19s/it] 28it [00:33, 1.06s/it] 29it [00:34, 1.05s/it] 30it [00:35, 1.02s/it] 31it [00:36, 1.11s/it] 32it [00:37, 1.13s/it] 33it [00:38, 1.08s/it] 34it [00:40, 1.09s/it] 35it [00:41, 1.05s/it] 36it [00:41, 1.02it/s] 37it [00:42, 1.08it/s] 38it [00:43, 1.02s/it] 39it [00:44, 1.04it/s] 40it [00:45, 1.09it/s] 41it [00:46, 1.13it/s] 42it [00:47, 1.19it/s] 43it [00:47, 1.21it/s] 44it [00:48, 1.23it/s] 45it [00:49, 1.24it/s] 46it [00:50, 1.20it/s] 47it [00:51, 1.16it/s] 48it [00:52, 1.19it/s] 49it [00:52, 1.19it/s] 50it [00:53, 1.12it/s] 51it [00:54, 1.05it/s] 52it [00:55, 1.14it/s] 53it [00:56, 1.11it/s] 54it [00:57, 1.05it/s] 55it [00:58, 1.10it/s] 56it [00:59, 1.11it/s] 57it [01:00, 1.16it/s] 58it [01:00, 1.20it/s] 59it [01:01, 1.23it/s] 60it [01:02, 1.19it/s] 61it [01:03, 1.09it/s] 62it [01:04, 1.06it/s] 63it [01:05, 1.17it/s] 64it [01:06, 1.20it/s] 65it [01:06, 1.22it/s] 66it [01:07, 1.22it/s] 67it [01:08, 1.05it/s] 68it [01:09, 1.06it/s] 69it [01:10, 1.04it/s] 70it [01:11, 1.08it/s] 71it [01:12, 1.13it/s] 72it [01:13, 1.07it/s] 73it [01:14, 1.10it/s] 74it [01:15, 1.05it/s] 75it [01:16, 1.13it/s] 76it [01:17, 1.14it/s] 77it [01:18, 1.11it/s] 78it [01:19, 1.02it/s] 79it [01:20, 1.05it/s] 80it [01:20, 1.10it/s] 81it [01:21, 1.40it/s] 81it [01:21, 1.00s/it] +[Training set] Epoch: 87, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.18it/s] 2it [00:01, 1.16it/s] 3it [00:02, 1.29it/s] 4it [00:03, 1.17it/s] 5it [00:04, 1.28it/s] 6it [00:05, 1.17it/s] 7it [00:05, 1.23it/s] 8it [00:06, 1.24it/s] 9it [00:07, 1.27it/s] 10it [00:08, 1.13it/s] 11it [00:09, 1.23it/s] 12it [00:09, 1.20it/s] 13it [00:10, 1.36it/s] 13it [00:10, 1.25it/s] +[Test set] Epoch: 87, Accuracy: 67.99% + +epoch 87, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.09it/s] 2it [00:01, 1.19it/s] 3it [00:02, 1.16it/s] 4it [00:03, 1.08it/s] 5it [00:04, 1.17it/s] 6it [00:05, 1.22it/s] 7it [00:06, 1.16it/s] 8it [00:06, 1.12it/s] 9it [00:08, 1.02s/it] 10it [00:09, 1.09s/it] 11it [00:10, 1.11s/it] 12it [00:11, 1.12s/it] 13it [00:13, 1.25s/it] 14it [00:14, 1.16s/it] 15it [00:15, 1.17s/it] 16it [00:16, 1.17s/it] 17it [00:17, 1.14s/it] 18it [00:18, 1.09s/it] 19it [00:19, 1.01it/s] 20it [00:20, 1.09it/s] 21it [00:21, 1.06it/s] 22it [00:22, 1.02s/it] 23it [00:23, 1.12s/it] 24it [00:24, 1.04s/it] 25it [00:25, 1.03it/s] 26it [00:26, 1.10it/s] 27it [00:26, 1.17it/s] 28it [00:27, 1.21it/s] 29it [00:28, 1.21it/s] 30it [00:29, 1.15it/s] 31it [00:30, 1.17it/s] 32it [00:31, 1.04it/s] 33it [00:32, 1.04s/it] 34it [00:33, 1.02it/s] 35it [00:35, 1.30s/it] 36it [00:38, 1.62s/it] 37it [00:38, 1.39s/it] 38it [00:40, 1.56s/it] 39it [00:42, 1.49s/it] 40it [00:43, 1.37s/it] 41it [00:45, 1.65s/it] 42it [00:47, 1.72s/it] 43it [00:48, 1.59s/it] 44it [00:50, 1.70s/it] 45it [00:52, 1.62s/it] 46it [00:53, 1.46s/it] 47it [00:54, 1.37s/it] 48it [00:55, 1.38s/it] 49it [00:57, 1.37s/it] 50it [00:59, 1.59s/it] 51it [01:00, 1.59s/it] 52it [01:02, 1.63s/it] 53it [01:04, 1.68s/it] 54it [01:05, 1.40s/it] 55it [01:06, 1.30s/it] 56it [01:07, 1.22s/it] 57it [01:08, 1.26s/it] 58it [01:09, 1.16s/it] 59it [01:10, 1.09s/it] 60it [01:11, 1.10s/it] 61it [01:12, 1.06s/it] 62it [01:13, 1.07s/it] 63it [01:14, 1.02s/it] 64it [01:15, 1.03it/s] 65it [01:16, 1.13it/s] 66it [01:16, 1.13it/s] 67it [01:18, 1.02it/s] 68it [01:19, 1.02it/s] 69it [01:20, 1.10s/it] 70it [01:21, 1.22s/it] 71it [01:23, 1.22s/it] 72it [01:24, 1.19s/it] 73it [01:25, 1.13s/it] 74it [01:28, 1.63s/it] 75it [01:29, 1.71s/it] 76it [01:31, 1.68s/it] 77it [01:32, 1.56s/it] 78it [01:34, 1.47s/it] 79it [01:35, 1.33s/it] 80it [01:36, 1.25s/it] 81it [01:36, 1.04it/s] 81it [01:36, 1.19s/it] +[Training set] Epoch: 88, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.15it/s] 2it [00:01, 1.34it/s] 3it [00:02, 1.28it/s] 4it [00:03, 1.27it/s] 5it [00:04, 1.14it/s] 6it [00:04, 1.29it/s] 7it [00:05, 1.16it/s] 8it [00:06, 1.20it/s] 9it [00:07, 1.29it/s] 10it [00:08, 1.22it/s] 11it [00:09, 1.15it/s] 12it [00:10, 1.07it/s] 13it [00:10, 1.22it/s] 13it [00:10, 1.21it/s] +[Test set] Epoch: 88, Accuracy: 67.74% + +epoch 88, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.01s/it] 2it [00:01, 1.07it/s] 3it [00:02, 1.08it/s] 4it [00:03, 1.20it/s] 5it [00:04, 1.20it/s] 6it [00:05, 1.19it/s] 7it [00:06, 1.14it/s] 8it [00:06, 1.18it/s] 9it [00:07, 1.17it/s] 10it [00:08, 1.12it/s] 11it [00:09, 1.16it/s] 12it [00:10, 1.12it/s] 13it [00:11, 1.11it/s] 14it [00:12, 1.04it/s] 15it [00:13, 1.02it/s] 16it [00:14, 1.05it/s] 17it [00:15, 1.11it/s] 18it [00:16, 1.16it/s] 19it [00:17, 1.08it/s] 20it [00:18, 1.06s/it] 21it [00:19, 1.10s/it] 22it [00:20, 1.08s/it] 23it [00:21, 1.03s/it] 24it [00:22, 1.00it/s] 25it [00:24, 1.17s/it] 26it [00:25, 1.10s/it] 27it [00:25, 1.04s/it] 28it [00:26, 1.04s/it] 29it [00:28, 1.16s/it] 30it [00:29, 1.20s/it] 31it [00:30, 1.13s/it] 32it [00:31, 1.07s/it] 33it [00:32, 1.12s/it] 34it [00:34, 1.26s/it] 35it [00:36, 1.37s/it] 36it [00:37, 1.53s/it] 37it [00:39, 1.56s/it] 38it [00:41, 1.57s/it] 39it [00:43, 1.93s/it] 40it [00:45, 1.87s/it] 41it [00:46, 1.66s/it] 42it [00:48, 1.59s/it] 43it [00:52, 2.27s/it] 44it [00:53, 1.93s/it] 45it [00:54, 1.58s/it] 46it [00:54, 1.39s/it] 47it [00:55, 1.23s/it] 48it [00:56, 1.11s/it] 49it [00:57, 1.06s/it] 50it [00:58, 1.01it/s] 51it [00:59, 1.09it/s] 52it [01:00, 1.06it/s] 53it [01:00, 1.13it/s] 54it [01:01, 1.14it/s] 55it [01:02, 1.22it/s] 56it [01:03, 1.26it/s] 57it [01:04, 1.25it/s] 58it [01:05, 1.14it/s] 59it [01:06, 1.08it/s] 60it [01:07, 1.04it/s] 61it [01:08, 1.03it/s] 62it [01:09, 1.04it/s] 63it [01:09, 1.08it/s] 64it [01:10, 1.14it/s] 65it [01:11, 1.12it/s] 66it [01:12, 1.10it/s] 67it [01:13, 1.04it/s] 68it [01:14, 1.08it/s] 69it [01:15, 1.03s/it] 70it [01:16, 1.00it/s] 71it [01:17, 1.00it/s] 72it [01:18, 1.07it/s] 73it [01:19, 1.07s/it] 74it [01:21, 1.10s/it] 75it [01:22, 1.07s/it] 76it [01:23, 1.11s/it] 77it [01:24, 1.08s/it] 78it [01:25, 1.00s/it] 79it [01:26, 1.03s/it] 80it [01:27, 1.01s/it] 81it [01:27, 1.03it/s] 81it [01:27, 1.09s/it] +[Training set] Epoch: 89, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.56it/s] 2it [00:01, 1.13it/s] 3it [00:03, 1.12s/it] 4it [00:04, 1.10s/it] 5it [00:05, 1.05s/it] 6it [00:06, 1.07s/it] 7it [00:07, 1.01it/s] 8it [00:08, 1.01it/s] 9it [00:08, 1.14it/s] 10it [00:09, 1.11it/s] 11it [00:10, 1.14it/s] 12it [00:13, 1.53s/it] 13it [00:14, 1.31s/it] 13it [00:14, 1.10s/it] +[Test set] Epoch: 89, Accuracy: 67.74% + +epoch 89, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.25s/it] 2it [00:04, 2.27s/it] 3it [00:05, 1.64s/it] 4it [00:07, 1.98s/it] 5it [00:09, 2.10s/it] 6it [00:12, 2.20s/it] 7it [00:15, 2.38s/it] 8it [00:17, 2.46s/it] 9it [00:20, 2.44s/it] 10it [00:23, 2.86s/it] 11it [00:25, 2.37s/it] 12it [00:26, 2.02s/it] 13it [00:27, 1.72s/it] 14it [00:30, 2.02s/it] 15it [00:32, 2.02s/it] 16it [00:35, 2.34s/it] 17it [00:37, 2.20s/it] 18it [00:38, 2.07s/it] 19it [00:42, 2.52s/it] 20it [00:44, 2.30s/it] 21it [00:45, 2.01s/it] 22it [00:46, 1.73s/it] 23it [00:47, 1.51s/it] 24it [00:48, 1.46s/it] 25it [00:49, 1.30s/it] 26it [00:50, 1.22s/it] 27it [00:51, 1.09s/it] 28it [00:52, 1.05s/it] 29it [00:53, 1.03s/it] 30it [00:54, 1.01s/it] 31it [00:55, 1.02it/s] 32it [00:56, 1.02it/s] 33it [00:57, 1.01s/it] 34it [00:58, 1.07s/it] 35it [00:59, 1.02s/it] 36it [01:00, 1.01it/s] 37it [01:01, 1.01s/it] 38it [01:02, 1.09s/it] 39it [01:03, 1.03s/it] 40it [01:04, 1.00it/s] 41it [01:05, 1.02it/s] 42it [01:07, 1.24s/it] 43it [01:09, 1.31s/it] 44it [01:10, 1.24s/it] 45it [01:11, 1.17s/it] 46it [01:12, 1.10s/it] 47it [01:12, 1.01it/s] 48it [01:13, 1.03it/s] 49it [01:14, 1.00it/s] 50it [01:15, 1.01s/it] 51it [01:16, 1.05s/it] 52it [01:17, 1.02it/s] 53it [01:18, 1.06it/s] 54it [01:19, 1.02it/s] 55it [01:21, 1.08s/it] 56it [01:21, 1.01s/it] 57it [01:22, 1.06it/s] 58it [01:23, 1.06it/s] 59it [01:24, 1.10it/s] 60it [01:25, 1.15it/s] 61it [01:26, 1.16it/s] 62it [01:27, 1.09it/s] 63it [01:28, 1.07it/s] 64it [01:29, 1.04it/s] 65it [01:30, 1.00s/it] 66it [01:30, 1.06it/s] 67it [01:31, 1.09it/s] 68it [01:32, 1.11it/s] 69it [01:33, 1.03it/s] 70it [01:34, 1.05it/s] 71it [01:35, 1.05it/s] 72it [01:37, 1.07s/it] 73it [01:37, 1.02s/it] 74it [01:38, 1.01it/s] 75it [01:39, 1.05it/s] 76it [01:40, 1.10it/s] 77it [01:41, 1.11it/s] 78it [01:42, 1.02it/s] 79it [01:43, 1.06s/it] 80it [01:44, 1.01s/it] 81it [01:45, 1.25it/s] 81it [01:45, 1.30s/it] +[Training set] Epoch: 90, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.51it/s] 2it [00:01, 1.42it/s] 3it [00:02, 1.36it/s] 4it [00:02, 1.29it/s] 5it [00:03, 1.26it/s] 6it [00:04, 1.37it/s] 7it [00:05, 1.20it/s] 8it [00:06, 1.27it/s] 9it [00:07, 1.24it/s] 10it [00:08, 1.13it/s] 11it [00:08, 1.23it/s] 12it [00:10, 1.20s/it] 13it [00:11, 1.14s/it] 13it [00:11, 1.10it/s] +[Test set] Epoch: 90, Accuracy: 67.74% + +epoch 90, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.02it/s] 2it [00:01, 1.00s/it] 3it [00:03, 1.03s/it] 4it [00:04, 1.19s/it] 5it [00:05, 1.05s/it] 6it [00:06, 1.07s/it] 7it [00:07, 1.02s/it] 8it [00:08, 1.05it/s] 9it [00:09, 1.01it/s] 10it [00:10, 1.01it/s] 11it [00:11, 1.23s/it] 12it [00:13, 1.46s/it] 13it [00:15, 1.47s/it] 14it [00:16, 1.34s/it] 15it [00:17, 1.34s/it] 16it [00:20, 1.75s/it] 17it [00:21, 1.47s/it] 18it [00:22, 1.35s/it] 19it [00:23, 1.27s/it] 20it [00:24, 1.18s/it] 21it [00:25, 1.09s/it] 22it [00:26, 1.02s/it] 23it [00:27, 1.02it/s] 24it [00:28, 1.06s/it] 25it [00:29, 1.07s/it] 26it [00:30, 1.08s/it] 27it [00:31, 1.05s/it] 28it [00:34, 1.49s/it] 29it [00:35, 1.38s/it] 30it [00:36, 1.33s/it] 31it [00:37, 1.25s/it] 32it [00:39, 1.44s/it] 33it [00:40, 1.48s/it] 34it [00:41, 1.31s/it] 35it [00:42, 1.23s/it] 36it [00:43, 1.17s/it] 37it [00:45, 1.21s/it] 38it [00:46, 1.11s/it] 39it [00:47, 1.06s/it] 40it [00:47, 1.02s/it] 41it [00:49, 1.32s/it] 42it [00:50, 1.20s/it] 43it [00:52, 1.27s/it] 44it [00:54, 1.44s/it] 45it [00:55, 1.53s/it] 46it [00:57, 1.41s/it] 47it [00:57, 1.27s/it] 48it [00:59, 1.41s/it] 49it [01:00, 1.33s/it] 50it [01:02, 1.34s/it] 51it [01:03, 1.28s/it] 52it [01:05, 1.53s/it] 53it [01:07, 1.77s/it] 54it [01:08, 1.52s/it] 55it [01:09, 1.29s/it] 56it [01:11, 1.45s/it] 57it [01:12, 1.39s/it] 58it [01:13, 1.36s/it] 59it [01:14, 1.15s/it] 60it [01:15, 1.07s/it] 61it [01:16, 1.07s/it] 62it [01:17, 1.05s/it] 63it [01:18, 1.02s/it] 64it [01:19, 1.00s/it] 65it [01:20, 1.02it/s] 66it [01:21, 1.07it/s] 67it [01:21, 1.11it/s] 68it [01:22, 1.18it/s] 69it [01:23, 1.10it/s] 70it [01:24, 1.10it/s] 71it [01:25, 1.12it/s] 72it [01:26, 1.11it/s] 73it [01:27, 1.01it/s] 74it [01:28, 1.01it/s] 75it [01:29, 1.08it/s] 76it [01:30, 1.12it/s] 77it [01:31, 1.14it/s] 78it [01:32, 1.12s/it] 79it [01:33, 1.13s/it] 80it [01:34, 1.07s/it] 81it [01:35, 1.12it/s] 81it [01:35, 1.18s/it] +[Training set] Epoch: 91, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.39it/s] 2it [00:01, 1.33it/s] 3it [00:02, 1.16it/s] 4it [00:03, 1.03it/s] 5it [00:04, 1.07it/s] 6it [00:05, 1.05it/s] 7it [00:06, 1.15it/s] 8it [00:06, 1.18it/s] 9it [00:07, 1.29it/s] 10it [00:08, 1.32it/s] 11it [00:09, 1.32it/s] 12it [00:09, 1.32it/s] 13it [00:10, 1.48it/s] 13it [00:10, 1.26it/s] +[Test set] Epoch: 91, Accuracy: 67.74% + +epoch 91, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.05it/s] 2it [00:01, 1.08it/s] 3it [00:03, 1.06s/it] 4it [00:03, 1.02it/s] 5it [00:04, 1.05it/s] 6it [00:05, 1.08it/s] 7it [00:06, 1.08it/s] 8it [00:07, 1.07it/s] 9it [00:08, 1.00it/s] 10it [00:09, 1.12it/s] 11it [00:10, 1.01it/s] 12it [00:11, 1.01s/it] 13it [00:12, 1.05it/s] 14it [00:13, 1.13it/s] 15it [00:14, 1.16it/s] 16it [00:14, 1.21it/s] 17it [00:15, 1.25it/s] 18it [00:16, 1.17it/s] 19it [00:17, 1.22it/s] 20it [00:18, 1.19it/s] 21it [00:19, 1.08it/s] 22it [00:20, 1.12it/s] 23it [00:20, 1.19it/s] 24it [00:21, 1.17it/s] 25it [00:22, 1.20it/s] 26it [00:23, 1.15it/s] 27it [00:24, 1.20it/s] 28it [00:24, 1.24it/s] 29it [00:26, 1.11it/s] 30it [00:26, 1.12it/s] 31it [00:27, 1.17it/s] 32it [00:28, 1.19it/s] 33it [00:29, 1.15it/s] 34it [00:30, 1.21it/s] 35it [00:30, 1.24it/s] 36it [00:31, 1.20it/s] 37it [00:32, 1.22it/s] 38it [00:33, 1.13it/s] 39it [00:34, 1.07it/s] 40it [00:35, 1.03s/it] 41it [00:37, 1.10s/it] 42it [00:38, 1.16s/it] 43it [00:39, 1.11s/it] 44it [00:40, 1.16s/it] 45it [00:41, 1.15s/it] 46it [00:43, 1.20s/it] 47it [00:44, 1.11s/it] 48it [00:45, 1.06s/it] 49it [00:46, 1.09s/it] 50it [00:47, 1.16s/it] 51it [00:48, 1.12s/it] 52it [00:49, 1.16s/it] 53it [00:50, 1.10s/it] 54it [00:51, 1.13s/it] 55it [00:52, 1.07s/it] 56it [00:53, 1.09s/it] 57it [00:55, 1.15s/it] 58it [00:56, 1.14s/it] 59it [00:57, 1.24s/it] 60it [00:59, 1.28s/it] 61it [01:00, 1.19s/it] 62it [01:01, 1.20s/it] 63it [01:02, 1.17s/it] 64it [01:03, 1.10s/it] 65it [01:04, 1.07s/it] 66it [01:05, 1.15s/it] 67it [01:06, 1.15s/it] 68it [01:08, 1.20s/it] 69it [01:09, 1.21s/it] 70it [01:10, 1.17s/it] 71it [01:11, 1.10s/it] 72it [01:12, 1.04s/it] 73it [01:13, 1.10s/it] 74it [01:14, 1.12s/it] 75it [01:16, 1.14s/it] 76it [01:17, 1.12s/it] 77it [01:18, 1.22s/it] 78it [01:19, 1.19s/it] 79it [01:21, 1.28s/it] 80it [01:22, 1.43s/it] 81it [01:23, 1.20s/it] 81it [01:23, 1.03s/it] +[Training set] Epoch: 92, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:01, 1.08s/it] 2it [00:01, 1.02it/s] 3it [00:02, 1.19it/s] 4it [00:03, 1.09it/s] 5it [00:04, 1.05it/s] 6it [00:05, 1.04it/s] 7it [00:06, 1.01it/s] 8it [00:07, 1.07s/it] 9it [00:08, 1.05s/it] 10it [00:09, 1.02s/it] 11it [00:10, 1.07it/s] 12it [00:11, 1.10it/s] 13it [00:12, 1.21it/s] 13it [00:12, 1.07it/s] +[Test set] Epoch: 92, Accuracy: 67.74% + +epoch 92, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.11s/it] 2it [00:01, 1.07it/s] 3it [00:03, 1.06s/it] 4it [00:04, 1.13s/it] 5it [00:05, 1.06s/it] 6it [00:06, 1.11s/it] 7it [00:07, 1.11s/it] 8it [00:08, 1.13s/it] 9it [00:09, 1.09s/it] 10it [00:10, 1.09s/it] 11it [00:11, 1.07s/it] 12it [00:12, 1.01s/it] 13it [00:14, 1.08s/it] 14it [00:15, 1.11s/it] 15it [00:16, 1.06s/it] 16it [00:17, 1.06s/it] 17it [00:18, 1.08s/it] 18it [00:19, 1.07s/it] 19it [00:20, 1.03s/it] 20it [00:21, 1.03s/it] 21it [00:22, 1.01s/it] 22it [00:23, 1.06s/it] 23it [00:24, 1.03s/it] 24it [00:25, 1.05s/it] 25it [00:26, 1.05s/it] 26it [00:27, 1.01it/s] 27it [00:28, 1.03it/s] 28it [00:29, 1.00it/s] 29it [00:30, 1.09it/s] 30it [00:31, 1.04it/s] 31it [00:32, 1.04it/s] 32it [00:33, 1.00s/it] 33it [00:34, 1.04s/it] 34it [00:35, 1.04s/it] 35it [00:36, 1.04s/it] 36it [00:37, 1.02s/it] 37it [00:38, 1.03it/s] 38it [00:39, 1.04it/s] 39it [00:40, 1.04s/it] 40it [00:41, 1.01s/it] 41it [00:42, 1.05s/it] 42it [00:43, 1.10s/it] 43it [00:44, 1.04s/it] 44it [00:45, 1.03s/it] 45it [00:46, 1.01it/s] 46it [00:47, 1.06it/s] 47it [00:48, 1.11it/s] 48it [00:49, 1.00it/s] 49it [00:50, 1.04it/s] 50it [00:51, 1.04s/it] 51it [00:52, 1.00it/s] 52it [00:53, 1.03it/s] 53it [00:54, 1.07it/s] 54it [00:55, 1.06it/s] 55it [00:55, 1.09it/s] 56it [00:57, 1.06s/it] 57it [00:58, 1.04s/it] 58it [00:59, 1.09s/it] 59it [01:00, 1.14s/it] 60it [01:01, 1.06s/it] 61it [01:02, 1.00s/it] 62it [01:03, 1.09s/it] 63it [01:04, 1.06s/it] 64it [01:06, 1.09s/it] 65it [01:06, 1.03s/it] 66it [01:07, 1.04it/s] 67it [01:08, 1.00s/it] 68it [01:10, 1.11s/it] 69it [01:11, 1.08s/it] 70it [01:12, 1.11s/it] 71it [01:13, 1.10s/it] 72it [01:14, 1.05s/it] 73it [01:15, 1.12s/it] 74it [01:17, 1.39s/it] 75it [01:19, 1.55s/it] 76it [01:20, 1.41s/it] 77it [01:21, 1.29s/it] 78it [01:22, 1.23s/it] 79it [01:23, 1.21s/it] 80it [01:24, 1.11s/it] 81it [01:25, 1.09it/s] 81it [01:25, 1.05s/it] +[Training set] Epoch: 93, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.09it/s] 2it [00:01, 1.02it/s] 3it [00:02, 1.12it/s] 4it [00:03, 1.10it/s] 5it [00:04, 1.02s/it] 6it [00:05, 1.11it/s] 7it [00:06, 1.07it/s] 8it [00:07, 1.01it/s] 9it [00:08, 1.00s/it] 10it [00:09, 1.01it/s] 11it [00:10, 1.04it/s] 12it [00:11, 1.01s/it] 13it [00:12, 1.19it/s] 13it [00:12, 1.07it/s] +[Test set] Epoch: 93, Accuracy: 67.74% + +epoch 93, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.16s/it] 2it [00:02, 1.12s/it] 3it [00:03, 1.16s/it] 4it [00:05, 1.33s/it] 5it [00:06, 1.22s/it] 6it [00:07, 1.22s/it] 7it [00:09, 1.39s/it] 8it [00:10, 1.26s/it] 9it [00:11, 1.26s/it] 10it [00:13, 1.53s/it] 11it [00:14, 1.43s/it] 12it [00:16, 1.45s/it] 13it [00:17, 1.42s/it] 14it [00:18, 1.43s/it] 15it [00:20, 1.43s/it] 16it [00:21, 1.42s/it] 17it [00:23, 1.42s/it] 18it [00:24, 1.39s/it] 19it [00:25, 1.33s/it] 20it [00:26, 1.33s/it] 21it [00:28, 1.44s/it] 22it [00:30, 1.55s/it] 23it [00:33, 1.94s/it] 24it [00:34, 1.70s/it] 25it [00:35, 1.53s/it] 26it [00:36, 1.38s/it] 27it [00:38, 1.51s/it] 28it [00:39, 1.44s/it] 29it [00:40, 1.28s/it] 30it [00:41, 1.23s/it] 31it [00:42, 1.13s/it] 32it [00:44, 1.28s/it] 33it [00:45, 1.29s/it] 34it [00:46, 1.23s/it] 35it [00:47, 1.17s/it] 36it [00:48, 1.11s/it] 37it [00:49, 1.02s/it] 38it [00:50, 1.00s/it] 39it [00:51, 1.05s/it] 40it [00:52, 1.09s/it] 41it [00:53, 1.03s/it] 42it [00:54, 1.02s/it] 43it [00:55, 1.05s/it] 44it [00:56, 1.00s/it] 45it [00:57, 1.01it/s] 46it [00:58, 1.02it/s] 47it [00:59, 1.04s/it] 48it [01:00, 1.02it/s] 49it [01:01, 1.06s/it] 50it [01:02, 1.05s/it] 51it [01:04, 1.08s/it] 52it [01:04, 1.03s/it] 53it [01:06, 1.09s/it] 54it [01:07, 1.14s/it] 55it [01:08, 1.12s/it] 56it [01:09, 1.11s/it] 57it [01:10, 1.18s/it] 58it [01:11, 1.08s/it] 59it [01:12, 1.01it/s] 60it [01:13, 1.03it/s] 61it [01:14, 1.01it/s] 62it [01:15, 1.02s/it] 63it [01:16, 1.08s/it] 64it [01:19, 1.41s/it] 65it [01:20, 1.37s/it] 66it [01:21, 1.27s/it] 67it [01:22, 1.26s/it] 68it [01:23, 1.30s/it] 69it [01:25, 1.24s/it] 70it [01:26, 1.19s/it] 71it [01:27, 1.18s/it] 72it [01:28, 1.26s/it] 73it [01:29, 1.21s/it] 74it [01:31, 1.22s/it] 75it [01:32, 1.29s/it] 76it [01:34, 1.35s/it] 77it [01:35, 1.32s/it] 78it [01:36, 1.37s/it] 79it [01:37, 1.27s/it] 80it [01:38, 1.23s/it] 81it [01:39, 1.07it/s] 81it [01:39, 1.22s/it] +[Training set] Epoch: 94, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.10it/s] 2it [00:01, 1.00s/it] 3it [00:02, 1.00it/s] 4it [00:03, 1.06it/s] 5it [00:04, 1.08it/s] 6it [00:05, 1.06it/s] 7it [00:06, 1.03it/s] 8it [00:07, 1.04it/s] 9it [00:08, 1.09it/s] 10it [00:09, 1.06s/it] 11it [00:10, 1.06s/it] 12it [00:11, 1.05it/s] 13it [00:12, 1.19it/s] 13it [00:12, 1.06it/s] +[Test set] Epoch: 94, Accuracy: 67.74% + +epoch 94, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.49s/it] 2it [00:02, 1.32s/it] 3it [00:03, 1.20s/it] 4it [00:05, 1.32s/it] 5it [00:07, 1.67s/it] 6it [00:09, 1.78s/it] 7it [00:13, 2.54s/it] 8it [00:15, 2.25s/it] 9it [00:16, 2.00s/it] 10it [00:19, 2.14s/it] 11it [00:20, 1.88s/it] 12it [00:21, 1.59s/it] 13it [00:22, 1.38s/it] 14it [00:23, 1.23s/it] 15it [00:24, 1.22s/it] 16it [00:25, 1.24s/it] 17it [00:26, 1.21s/it] 18it [00:27, 1.17s/it] 19it [00:29, 1.18s/it] 20it [00:30, 1.19s/it] 21it [00:31, 1.12s/it] 22it [00:32, 1.27s/it] 23it [00:33, 1.16s/it] 24it [00:35, 1.38s/it] 25it [00:36, 1.33s/it] 26it [00:38, 1.31s/it] 27it [00:39, 1.18s/it] 28it [00:40, 1.14s/it] 29it [00:41, 1.10s/it] 30it [00:42, 1.22s/it] 31it [00:44, 1.44s/it] 32it [00:46, 1.48s/it] 33it [00:47, 1.41s/it] 34it [00:48, 1.44s/it] 35it [00:50, 1.37s/it] 36it [00:51, 1.42s/it] 37it [00:52, 1.25s/it] 38it [00:53, 1.32s/it] 39it [00:55, 1.29s/it] 40it [00:57, 1.47s/it] 41it [00:58, 1.59s/it] 42it [01:00, 1.44s/it] 43it [01:01, 1.37s/it] 44it [01:02, 1.38s/it] 45it [01:03, 1.29s/it] 46it [01:04, 1.20s/it] 47it [01:05, 1.18s/it] 48it [01:07, 1.25s/it] 49it [01:08, 1.23s/it] 50it [01:09, 1.13s/it] 51it [01:10, 1.08s/it] 52it [01:11, 1.07s/it] 53it [01:12, 1.04s/it] 54it [01:13, 1.00it/s] 55it [01:14, 1.02s/it] 56it [01:15, 1.04s/it] 57it [01:16, 1.12s/it] 58it [01:17, 1.17s/it] 59it [01:19, 1.20s/it] 60it [01:20, 1.09s/it] 61it [01:21, 1.09s/it] 62it [01:22, 1.21s/it] 63it [01:23, 1.25s/it] 64it [01:25, 1.28s/it] 65it [01:26, 1.24s/it] 66it [01:27, 1.15s/it] 67it [01:28, 1.11s/it] 68it [01:29, 1.01s/it] 69it [01:31, 1.37s/it] 70it [01:33, 1.74s/it] 71it [01:35, 1.55s/it] 72it [01:36, 1.46s/it] 73it [01:38, 1.65s/it] 74it [01:39, 1.50s/it] 75it [01:40, 1.30s/it] 76it [01:41, 1.33s/it] 77it [01:43, 1.38s/it] 78it [01:47, 2.19s/it] 79it [01:48, 1.92s/it] 80it [01:50, 2.01s/it] 81it [01:51, 1.66s/it] 81it [01:51, 1.38s/it] +[Training set] Epoch: 95, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:02, 2.45s/it] 2it [00:05, 2.86s/it] 3it [00:09, 3.17s/it] 4it [00:10, 2.61s/it] 5it [00:11, 2.02s/it] 6it [00:12, 1.66s/it] 7it [00:13, 1.38s/it] 8it [00:14, 1.16s/it] 9it [00:15, 1.02s/it] 10it [00:15, 1.05it/s] 11it [00:16, 1.05it/s] 12it [00:17, 1.04it/s] 13it [00:18, 1.12it/s] 13it [00:18, 1.42s/it] +[Test set] Epoch: 95, Accuracy: 67.74% + +epoch 95, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.28it/s] 2it [00:01, 1.07it/s] 3it [00:02, 1.20it/s] 4it [00:03, 1.25it/s] 5it [00:04, 1.17it/s] 6it [00:05, 1.17it/s] 7it [00:05, 1.16it/s] 8it [00:06, 1.10it/s] 9it [00:07, 1.15it/s] 10it [00:08, 1.19it/s] 11it [00:09, 1.26it/s] 12it [00:09, 1.30it/s] 13it [00:10, 1.23it/s] 14it [00:11, 1.16it/s] 15it [00:12, 1.07it/s] 16it [00:13, 1.11it/s] 17it [00:14, 1.10it/s] 18it [00:15, 1.09it/s] 19it [00:16, 1.06it/s] 20it [00:17, 1.11it/s] 21it [00:18, 1.06it/s] 22it [00:19, 1.03it/s] 23it [00:20, 1.00s/it] 24it [00:21, 1.05it/s] 25it [00:22, 1.06it/s] 26it [00:23, 1.01it/s] 27it [00:24, 1.06it/s] 28it [00:24, 1.14it/s] 29it [00:25, 1.16it/s] 30it [00:26, 1.16it/s] 31it [00:27, 1.18it/s] 32it [00:28, 1.10it/s] 33it [00:29, 1.10it/s] 34it [00:30, 1.01s/it] 35it [00:31, 1.07s/it] 36it [00:32, 1.01s/it] 37it [00:33, 1.00s/it] 38it [00:34, 1.07s/it] 39it [00:35, 1.02it/s] 40it [00:36, 1.04it/s] 41it [00:37, 1.01it/s] 42it [00:38, 1.03it/s] 43it [00:39, 1.00s/it] 44it [00:40, 1.01s/it] 45it [00:41, 1.03s/it] 46it [00:42, 1.00it/s] 47it [00:43, 1.03s/it] 48it [00:44, 1.02s/it] 49it [00:45, 1.04s/it] 50it [00:46, 1.04it/s] 51it [00:47, 1.13it/s] 52it [00:48, 1.14it/s] 53it [00:49, 1.07it/s] 54it [00:50, 1.11it/s] 55it [00:50, 1.16it/s] 56it [00:51, 1.15it/s] 57it [00:52, 1.07it/s] 58it [00:53, 1.08it/s] 59it [00:54, 1.14it/s] 60it [00:55, 1.17it/s] 61it [00:56, 1.08it/s] 62it [00:57, 1.05it/s] 63it [00:58, 1.06it/s] 64it [00:59, 1.15it/s] 65it [01:00, 1.10it/s] 66it [01:01, 1.02s/it] 67it [01:02, 1.06it/s] 68it [01:03, 1.01it/s] 69it [01:04, 1.07it/s] 70it [01:05, 1.04it/s] 71it [01:05, 1.08it/s] 72it [01:06, 1.06it/s] 73it [01:07, 1.13it/s] 74it [01:08, 1.01it/s] 75it [01:09, 1.13it/s] 76it [01:10, 1.08it/s] 77it [01:11, 1.10it/s] 78it [01:12, 1.13it/s] 79it [01:13, 1.05it/s] 80it [01:14, 1.04it/s] 81it [01:14, 1.32it/s] 81it [01:14, 1.09it/s] +[Training set] Epoch: 96, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.64it/s] 2it [00:01, 1.57it/s] 3it [00:02, 1.36it/s] 4it [00:02, 1.50it/s] 5it [00:03, 1.46it/s] 6it [00:04, 1.31it/s] 7it [00:05, 1.33it/s] 8it [00:05, 1.32it/s] 9it [00:06, 1.37it/s] 10it [00:07, 1.45it/s] 11it [00:07, 1.33it/s] 12it [00:08, 1.30it/s] 13it [00:09, 1.54it/s] 13it [00:09, 1.42it/s] +[Test set] Epoch: 96, Accuracy: 67.74% + +epoch 96, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.14it/s] 2it [00:01, 1.07it/s] 3it [00:02, 1.20it/s] 4it [00:03, 1.15it/s] 5it [00:04, 1.15it/s] 6it [00:05, 1.04it/s] 7it [00:06, 1.01it/s] 8it [00:07, 1.04it/s] 9it [00:08, 1.05s/it] 10it [00:09, 1.08s/it] 11it [00:10, 1.07s/it] 12it [00:11, 1.00s/it] 13it [00:13, 1.09s/it] 14it [00:15, 1.38s/it] 15it [00:16, 1.45s/it] 16it [00:18, 1.60s/it] 17it [00:19, 1.46s/it] 18it [00:20, 1.25s/it] 19it [00:22, 1.36s/it] 20it [00:23, 1.39s/it] 21it [00:24, 1.29s/it] 22it [00:25, 1.14s/it] 23it [00:26, 1.18s/it] 24it [00:28, 1.29s/it] 25it [00:29, 1.19s/it] 26it [00:32, 1.74s/it] 27it [00:36, 2.54s/it] 28it [00:38, 2.29s/it] 29it [00:39, 2.07s/it] 30it [00:40, 1.72s/it] 31it [00:42, 1.59s/it] 32it [00:43, 1.39s/it] 33it [00:43, 1.25s/it] 34it [00:45, 1.20s/it] 35it [00:46, 1.17s/it] 36it [00:47, 1.14s/it] 37it [00:48, 1.08s/it] 38it [00:48, 1.02it/s] 39it [00:49, 1.00it/s] 40it [00:50, 1.03it/s] 41it [00:52, 1.03s/it] 42it [00:53, 1.28s/it] 43it [00:55, 1.30s/it] 44it [00:56, 1.33s/it] 45it [00:57, 1.17s/it] 46it [00:58, 1.20s/it] 47it [00:59, 1.16s/it] 48it [01:00, 1.12s/it] 49it [01:01, 1.07s/it] 50it [01:02, 1.03s/it] 51it [01:03, 1.12s/it] 52it [01:05, 1.22s/it] 53it [01:06, 1.29s/it] 54it [01:07, 1.22s/it] 55it [01:08, 1.13s/it] 56it [01:10, 1.14s/it] 57it [01:11, 1.18s/it] 58it [01:12, 1.19s/it] 59it [01:13, 1.26s/it] 60it [01:15, 1.38s/it] 61it [01:16, 1.30s/it] 62it [01:17, 1.22s/it] 63it [01:18, 1.16s/it] 64it [01:19, 1.11s/it] 65it [01:21, 1.19s/it] 66it [01:22, 1.18s/it] 67it [01:23, 1.07s/it] 68it [01:24, 1.10s/it] 69it [01:25, 1.23s/it] 70it [01:26, 1.20s/it] 71it [01:27, 1.10s/it] 72it [01:28, 1.02s/it] 73it [01:29, 1.03it/s] 74it [01:30, 1.09s/it] 75it [01:32, 1.15s/it] 76it [01:33, 1.14s/it] 77it [01:34, 1.06s/it] 78it [01:35, 1.05s/it] 79it [01:36, 1.03s/it] 80it [01:36, 1.05it/s] 81it [01:37, 1.34it/s] 81it [01:37, 1.20s/it] +[Training set] Epoch: 97, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.09it/s] 2it [00:01, 1.28it/s] 3it [00:02, 1.32it/s] 4it [00:03, 1.20it/s] 5it [00:04, 1.23it/s] 6it [00:04, 1.25it/s] 7it [00:05, 1.26it/s] 8it [00:06, 1.33it/s] 9it [00:06, 1.40it/s] 10it [00:07, 1.27it/s] 11it [00:08, 1.27it/s] 12it [00:09, 1.25it/s] 13it [00:09, 1.48it/s] 13it [00:09, 1.32it/s] +[Test set] Epoch: 97, Accuracy: 67.49% + +epoch 97, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:00, 1.16it/s] 2it [00:01, 1.19it/s] 3it [00:02, 1.07it/s] 4it [00:03, 1.02it/s] 5it [00:04, 1.02s/it] 6it [00:06, 1.10s/it] 7it [00:07, 1.08s/it] 8it [00:08, 1.06s/it] 9it [00:09, 1.12s/it] 10it [00:10, 1.15s/it] 11it [00:11, 1.04s/it] 12it [00:12, 1.05s/it] 13it [00:13, 1.05it/s] 14it [00:14, 1.05it/s] 15it [00:15, 1.03it/s] 16it [00:16, 1.09s/it] 17it [00:17, 1.03s/it] 18it [00:18, 1.02it/s] 19it [00:19, 1.09it/s] 20it [00:20, 1.00it/s] 21it [00:21, 1.07s/it] 22it [00:22, 1.00s/it] 23it [00:23, 1.06it/s] 24it [00:23, 1.13it/s] 25it [00:24, 1.11it/s] 26it [00:25, 1.12it/s] 27it [00:26, 1.17it/s] 28it [00:27, 1.16it/s] 29it [00:28, 1.13it/s] 30it [00:29, 1.06it/s] 31it [00:30, 1.03it/s] 32it [00:31, 1.07s/it] 33it [00:32, 1.08s/it] 34it [00:33, 1.01s/it] 35it [00:34, 1.02it/s] 36it [00:35, 1.06s/it] 37it [00:36, 1.04s/it] 38it [00:38, 1.11s/it] 39it [00:38, 1.02s/it] 40it [00:40, 1.06s/it] 41it [00:41, 1.05s/it] 42it [00:41, 1.01it/s] 43it [00:42, 1.05it/s] 44it [00:43, 1.13it/s] 45it [00:44, 1.20it/s] 46it [00:45, 1.13it/s] 47it [00:46, 1.12it/s] 48it [00:47, 1.12it/s] 49it [00:48, 1.07it/s] 50it [00:49, 1.04it/s] 51it [00:50, 1.02it/s] 52it [00:51, 1.02it/s] 53it [00:52, 1.04it/s] 54it [00:53, 1.09s/it] 55it [00:55, 1.30s/it] 56it [00:57, 1.48s/it] 57it [01:00, 2.05s/it] 58it [01:01, 1.77s/it] 59it [01:02, 1.55s/it] 60it [01:03, 1.38s/it] 61it [01:04, 1.28s/it] 62it [01:05, 1.15s/it] 63it [01:06, 1.08s/it] 64it [01:07, 1.09s/it] 65it [01:08, 1.03s/it] 66it [01:09, 1.01s/it] 67it [01:10, 1.05it/s] 68it [01:11, 1.03it/s] 69it [01:12, 1.02s/it] 70it [01:13, 1.05s/it] 71it [01:14, 1.01s/it] 72it [01:15, 1.01s/it] 73it [01:16, 1.02it/s] 74it [01:17, 1.01it/s] 75it [01:18, 1.04s/it] 76it [01:19, 1.04s/it] 77it [01:20, 1.02s/it] 78it [01:21, 1.01s/it] 79it [01:22, 1.02s/it] 80it [01:23, 1.01it/s] 81it [01:23, 1.34it/s] 81it [01:23, 1.03s/it] +[Training set] Epoch: 98, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.32it/s] 2it [00:01, 1.36it/s] 3it [00:02, 1.11it/s] 4it [00:03, 1.08it/s] 5it [00:04, 1.17it/s] 6it [00:05, 1.13it/s] 7it [00:05, 1.22it/s] 8it [00:06, 1.12it/s] 9it [00:07, 1.15it/s] 10it [00:09, 1.09s/it] 11it [00:10, 1.01s/it] 12it [00:11, 1.12s/it] 13it [00:12, 1.05s/it] 13it [00:12, 1.05it/s] +[Test set] Epoch: 98, Accuracy: 67.74% + +epoch 98, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:02, 2.53s/it] 2it [00:05, 2.84s/it] 3it [00:06, 2.05s/it] 4it [00:07, 1.68s/it] 5it [00:08, 1.45s/it] 6it [00:09, 1.33s/it] 7it [00:11, 1.25s/it] 8it [00:12, 1.17s/it] 9it [00:12, 1.08s/it] 10it [00:13, 1.02s/it] 11it [00:14, 1.06s/it] 12it [00:16, 1.07s/it] 13it [00:16, 1.02s/it] 14it [00:17, 1.05it/s] 15it [00:19, 1.15s/it] 16it [00:20, 1.13s/it] 17it [00:21, 1.10s/it] 18it [00:22, 1.03s/it] 19it [00:23, 1.03it/s] 20it [00:23, 1.10it/s] 21it [00:24, 1.09it/s] 22it [00:25, 1.11it/s] 23it [00:26, 1.01it/s] 24it [00:27, 1.00it/s] 25it [00:28, 1.01it/s] 26it [00:30, 1.03s/it] 27it [00:31, 1.03s/it] 28it [00:32, 1.06s/it] 29it [00:33, 1.03s/it] 30it [00:34, 1.07s/it] 31it [00:35, 1.05s/it] 32it [00:36, 1.04s/it] 33it [00:37, 1.07s/it] 34it [00:38, 1.00s/it] 35it [00:39, 1.02it/s] 36it [00:40, 1.01s/it] 37it [00:41, 1.05it/s] 38it [00:42, 1.04it/s] 39it [00:43, 1.05it/s] 40it [00:44, 1.03it/s] 41it [00:45, 1.04s/it] 42it [00:46, 1.01it/s] 43it [00:47, 1.01it/s] 44it [00:48, 1.14s/it] 45it [00:49, 1.03s/it] 46it [00:50, 1.10s/it] 47it [00:51, 1.03s/it] 48it [00:52, 1.06s/it] 49it [00:53, 1.10s/it] 50it [00:55, 1.12s/it] 51it [00:56, 1.12s/it] 52it [00:57, 1.07s/it] 53it [00:57, 1.01it/s] 54it [00:58, 1.01s/it] 55it [01:00, 1.02s/it] 56it [01:01, 1.04s/it] 57it [01:02, 1.10s/it] 58it [01:03, 1.03s/it] 59it [01:04, 1.04it/s] 60it [01:05, 1.16s/it] 61it [01:06, 1.14s/it] 62it [01:07, 1.06s/it] 63it [01:08, 1.15s/it] 64it [01:10, 1.13s/it] 65it [01:11, 1.14s/it] 66it [01:12, 1.07s/it] 67it [01:13, 1.02s/it] 68it [01:14, 1.01s/it] 69it [01:15, 1.10s/it] 70it [01:16, 1.05s/it] 71it [01:17, 1.01s/it] 72it [01:18, 1.09s/it] 73it [01:19, 1.06s/it] 74it [01:20, 1.01it/s] 75it [01:21, 1.03s/it] 76it [01:22, 1.02it/s] 77it [01:23, 1.02it/s] 78it [01:24, 1.02s/it] 79it [01:25, 1.00s/it] 80it [01:26, 1.04it/s] 81it [01:26, 1.23it/s] 81it [01:26, 1.07s/it] +[Training set] Epoch: 99, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.15it/s] 2it [00:02, 1.05s/it] 3it [00:02, 1.09it/s] 4it [00:03, 1.15it/s] 5it [00:04, 1.23it/s] 6it [00:05, 1.21it/s] 7it [00:06, 1.18it/s] 8it [00:06, 1.17it/s] 9it [00:07, 1.15it/s] 10it [00:08, 1.24it/s] 11it [00:09, 1.26it/s] 12it [00:10, 1.09it/s] 13it [00:10, 1.30it/s] 13it [00:10, 1.19it/s] +[Test set] Epoch: 99, Accuracy: 67.74% + +epoch 99, best_acc 0.6972704714640199 +now training + 0it [00:00, ?it/s] 1it [00:01, 1.36s/it] 2it [00:03, 2.04s/it] 3it [00:07, 2.81s/it] 4it [00:09, 2.48s/it] 5it [00:14, 3.24s/it] 6it [00:15, 2.67s/it] 7it [00:20, 3.25s/it] 8it [00:24, 3.66s/it] 9it [00:28, 3.55s/it] 10it [00:28, 2.73s/it] 11it [00:29, 2.17s/it] 12it [00:30, 1.86s/it] 13it [00:32, 1.76s/it] 14it [00:33, 1.58s/it] 15it [00:34, 1.37s/it] 16it [00:35, 1.20s/it] 17it [00:36, 1.12s/it] 18it [00:37, 1.14s/it] 19it [00:38, 1.15s/it] 20it [00:39, 1.05s/it] 21it [00:40, 1.03s/it] 22it [00:41, 1.03s/it] 23it [00:42, 1.03it/s] 24it [00:43, 1.01s/it] 25it [00:45, 1.26s/it] 26it [00:47, 1.49s/it] 27it [00:48, 1.44s/it] 28it [00:51, 1.74s/it] 29it [00:52, 1.64s/it] 30it [00:54, 1.64s/it] 31it [00:55, 1.47s/it] 32it [00:56, 1.49s/it] 33it [00:58, 1.65s/it] 34it [01:00, 1.55s/it] 35it [01:01, 1.55s/it] 36it [01:03, 1.65s/it] 37it [01:04, 1.49s/it] 38it [01:06, 1.60s/it] 39it [01:07, 1.35s/it] 40it [01:08, 1.33s/it] 41it [01:09, 1.23s/it] 42it [01:10, 1.08s/it] 43it [01:11, 1.03s/it] 44it [01:12, 1.04s/it] 45it [01:13, 1.03it/s] 46it [01:14, 1.02s/it] 47it [01:15, 1.06s/it] 48it [01:16, 1.01s/it] 49it [01:17, 1.01it/s] 50it [01:17, 1.09it/s] 51it [01:18, 1.12it/s] 52it [01:19, 1.06it/s] 53it [01:21, 1.04s/it] 54it [01:22, 1.12s/it] 55it [01:23, 1.07s/it] 56it [01:24, 1.12s/it] 57it [01:26, 1.27s/it] 58it [01:27, 1.27s/it] 59it [01:28, 1.21s/it] 60it [01:29, 1.18s/it] 61it [01:30, 1.21s/it] 62it [01:32, 1.28s/it] 63it [01:33, 1.28s/it] 64it [01:34, 1.15s/it] 65it [01:35, 1.14s/it] 66it [01:36, 1.02s/it] 67it [01:37, 1.03s/it] 68it [01:38, 1.02it/s] 69it [01:39, 1.00s/it] 70it [01:40, 1.05it/s] 71it [01:41, 1.00it/s] 72it [01:42, 1.01it/s] 73it [01:43, 1.03it/s] 74it [01:43, 1.10it/s] 75it [01:44, 1.03it/s] 76it [01:45, 1.10it/s] 77it [01:46, 1.01it/s] 78it [01:47, 1.08it/s] 79it [01:48, 1.03it/s] 80it [01:49, 1.07it/s] 81it [01:49, 1.36it/s] 81it [01:49, 1.36s/it] +[Training set] Epoch: 100, Average loss: 0.0000 +now testing + 0it [00:00, ?it/s] 1it [00:00, 1.26it/s] 2it [00:01, 1.44it/s] 3it [00:02, 1.36it/s] 4it [00:03, 1.25it/s] 5it [00:03, 1.31it/s] 6it [00:04, 1.18it/s] 7it [00:05, 1.27it/s] 8it [00:06, 1.34it/s] 9it [00:07, 1.23it/s] 10it [00:07, 1.33it/s] 11it [00:08, 1.20it/s] 12it [00:09, 1.26it/s] 13it [00:09, 1.42it/s] 13it [00:09, 1.31it/s] +[Test set] Epoch: 100, Accuracy: 67.74% + +epoch 100, best_acc 0.6972704714640199