Wed Oct 28 02:19:41 2020 Epoch 0, lr: 0.0001000, val loss: 149.25757, acc: 45.81000
Wed Oct 28 02:20:50 2020 Epoch 1, lr: 0.0001000, val loss: 130.75906, acc: 52.83000
Wed Oct 28 02:21:58 2020 Epoch 2, lr: 0.0001000, val loss: 119.69856, acc: 57.07000
Wed Oct 28 02:23:07 2020 Epoch 3, lr: 0.0001000, val loss: 114.19812, acc: 59.59000
Wed Oct 28 02:24:16 2020 Epoch 4, lr: 0.0001000, val loss: 108.78305, acc: 60.96000
Wed Oct 28 02:25:25 2020 Epoch 5, lr: 0.0001000, val loss: 102.78246, acc: 62.86000
Wed Oct 28 02:26:33 2020 Epoch 6, lr: 0.0001000, val loss: 101.42338, acc: 63.98000
Wed Oct 28 02:27:41 2020 Epoch 7, lr: 0.0001000, val loss: 96.00607, acc: 65.40000
Wed Oct 28 02:29:59 2020 Epoch 9, lr: 0.0001000, val loss: 89.91241, acc: 67.90000
Wed Oct 28 02:31:08 2020 Epoch 10, lr: 0.0001000, val loss: 88.34163, acc: 68.80000
Wed Oct 28 02:32:16 2020 Epoch 11, lr: 0.0001000, val loss: 86.33140, acc: 69.83000
Wed Oct 28 02:33:25 2020 Epoch 12, lr: 0.0001000, val loss: 83.79393, acc: 70.81000
Wed Oct 28 02:34:34 2020 Epoch 13, lr: 0.0001000, val loss: 82.32496, acc: 71.04000
Wed Oct 28 02:35:42 2020 Epoch 14, lr: 0.0001000, val loss: 82.08312, acc: 70.56000
Wed Oct 28 02:36:51 2020 Epoch 15, lr: 0.0001000, val loss: 77.11475, acc: 72.95000
Wed Oct 28 02:38:00 2020 Epoch 16, lr: 0.0001000, val loss: 76.48433, acc: 73.32000
Wed Oct 28 02:39:08 2020 Epoch 17, lr: 0.0001000, val loss: 75.59556, acc: 73.51000
Wed Oct 28 02:40:17 2020 Epoch 18, lr: 0.0001000, val loss: 74.29323, acc: 74.17000
Wed Oct 28 02:41:26 2020 Epoch 19, lr: 0.0001000, val loss: 73.56699, acc: 74.06000
Wed Oct 28 02:42:35 2020 Epoch 20, lr: 0.0001000, val loss: 72.80090, acc: 75.08000
Wed Oct 28 02:43:43 2020 Epoch 21, lr: 0.0001000, val loss: 75.17080, acc: 74.19000
Wed Oct 28 02:44:52 2020 Epoch 22, lr: 0.0001000, val loss: 71.65324, acc: 75.47000
Wed Oct 28 02:46:01 2020 Epoch 23, lr: 0.0001000, val loss: 69.89486, acc: 76.17000
Wed Oct 28 02:47:09 2020 Epoch 24, lr: 0.0001000, val loss: 71.35829, acc: 75.00000
Wed Oct 28 02:48:18 2020 Epoch 25, lr: 0.0001000, val loss: 70.00906, acc: 76.46000
Wed Oct 28 02:49:27 2020 Epoch 26, lr: 0.0001000, val loss: 68.82054, acc: 76.74000
Wed Oct 28 02:50:36 2020 Epoch 27, lr: 0.0001000, val loss: 67.50249, acc: 77.24000
Wed Oct 28 02:51:44 2020 Epoch 28, lr: 0.0001000, val loss: 67.71045, acc: 77.08000
Wed Oct 28 02:52:53 2020 Epoch 29, lr: 0.0001000, val loss: 68.44057, acc: 76.84000
Wed Oct 28 02:54:01 2020 Epoch 30, lr: 0.0001000, val loss: 67.50337, acc: 77.33000
Wed Oct 28 02:55:10 2020 Epoch 31, lr: 0.0001000, val loss: 67.98517, acc: 77.42000
Wed Oct 28 02:56:18 2020 Epoch 32, lr: 0.0001000, val loss: 67.19535, acc: 77.34000
Wed Oct 28 02:57:27 2020 Epoch 33, lr: 0.0001000, val loss: 67.21230, acc: 78.01000
Wed Oct 28 02:58:36 2020 Epoch 34, lr: 0.0001000, val loss: 69.19893, acc: 77.84000
Wed Oct 28 02:59:44 2020 Epoch 35, lr: 0.0001000, val loss: 64.88638, acc: 78.87000
Wed Oct 28 03:00:53 2020 Epoch 36, lr: 0.0001000, val loss: 66.69895, acc: 78.46000
Wed Oct 28 03:02:02 2020 Epoch 37, lr: 0.0001000, val loss: 66.10147, acc: 78.60000
Wed Oct 28 03:03:10 2020 Epoch 38, lr: 0.0001000, val loss: 64.60483, acc: 79.13000
Wed Oct 28 03:04:18 2020 Epoch 39, lr: 0.0001000, val loss: 68.31437, acc: 78.62000
Wed Oct 28 03:05:27 2020 Epoch 40, lr: 0.0001000, val loss: 64.75209, acc: 79.57000
Wed Oct 28 03:06:36 2020 Epoch 41, lr: 0.0001000, val loss: 64.46018, acc: 79.63000
Wed Oct 28 03:07:44 2020 Epoch 42, lr: 0.0001000, val loss: 67.03657, acc: 78.78000
Wed Oct 28 03:08:53 2020 Epoch 43, lr: 0.0001000, val loss: 67.35336, acc: 79.11000
Wed Oct 28 03:10:02 2020 Epoch 44, lr: 0.0001000, val loss: 67.63423, acc: 79.02000
Wed Oct 28 03:11:10 2020 Epoch 45, lr: 0.0001000, val loss: 67.07969, acc: 79.66000
Wed Oct 28 03:12:19 2020 Epoch 46, lr: 0.0000100, val loss: 69.18692, acc: 79.11000
Wed Oct 28 03:13:28 2020 Epoch 47, lr: 0.0000100, val loss: 64.23234, acc: 80.77000
Wed Oct 28 03:14:36 2020 Epoch 48, lr: 0.0000100, val loss: 64.81049, acc: 80.81000
Wed Oct 28 03:15:44 2020 Epoch 49, lr: 0.0000100, val loss: 65.04099, acc: 80.91000
Wed Oct 28 03:52:28 2020 Epoch 0, lr: 0.0001000, val loss: 145.21277, acc: 48.18000
Wed Oct 28 03:53:37 2020 Epoch 1, lr: 0.0001000, val loss: 130.14710, acc: 53.22000
Wed Oct 28 03:54:45 2020 Epoch 2, lr: 0.0001000, val loss: 119.99731, acc: 57.05000
Wed Oct 28 03:55:53 2020 Epoch 3, lr: 0.0001000, val loss: 113.94354, acc: 59.23000
Wed Oct 28 03:57:02 2020 Epoch 4, lr: 0.0001000, val loss: 106.74878, acc: 61.69000
Wed Oct 28 03:58:10 2020 Epoch 5, lr: 0.0001000, val loss: 104.91728, acc: 62.95000
Wed Oct 28 03:59:18 2020 Epoch 6, lr: 0.0001000, val loss: 98.78972, acc: 64.83000
Wed Oct 28 04:00:27 2020 Epoch 7, lr: 0.0001000, val loss: 96.17003, acc: 65.46000
Wed Oct 28 04:01:35 2020 Epoch 8, lr: 0.0001000, val loss: 94.82091, acc: 66.54000
Wed Oct 28 04:02:43 2020 Epoch 9, lr: 0.0001000, val loss: 96.35869, acc: 66.62000
Wed Oct 28 04:03:52 2020 Epoch 10, lr: 0.0001000, val loss: 90.63397, acc: 67.32000
Wed Oct 28 04:05:01 2020 Epoch 11, lr: 0.0001000, val loss: 86.54807, acc: 69.44000
Wed Oct 28 04:06:09 2020 Epoch 12, lr: 0.0001000, val loss: 83.59144, acc: 70.03000
Wed Oct 28 04:07:17 2020 Epoch 13, lr: 0.0001000, val loss: 84.07160, acc: 70.15000
Wed Oct 28 04:08:26 2020 Epoch 14, lr: 0.0001000, val loss: 82.46807, acc: 70.91000
Wed Oct 28 04:09:35 2020 Epoch 15, lr: 0.0001000, val loss: 79.90046, acc: 72.24000
Wed Oct 28 04:10:43 2020 Epoch 16, lr: 0.0001000, val loss: 79.96951, acc: 72.31000
Wed Oct 28 04:11:51 2020 Epoch 17, lr: 0.0001000, val loss: 78.79997, acc: 72.31000
Wed Oct 28 04:13:00 2020 Epoch 18, lr: 0.0001000, val loss: 78.89132, acc: 72.27000
Wed Oct 28 04:14:08 2020 Epoch 19, lr: 0.0001000, val loss: 74.17493, acc: 74.16000
Wed Oct 28 04:15:17 2020 Epoch 20, lr: 0.0001000, val loss: 73.21486, acc: 74.63000
Wed Oct 28 04:16:25 2020 Epoch 21, lr: 0.0001000, val loss: 73.42624, acc: 74.36000
Wed Oct 28 04:17:34 2020 Epoch 22, lr: 0.0001000, val loss: 73.11926, acc: 74.80000
Fri May 13 09:46:10 2022 Epoch 0, lr: 0.0001000, val loss: 186.32578, acc: 31.80000
Fri May 13 09:46:56 2022 Epoch 1, lr: 0.0001000, val loss: 165.13335, acc: 41.05000
Fri May 13 09:47:42 2022 Epoch 2, lr: 0.0001000, val loss: 153.67964, acc: 44.92000
Fri May 13 09:48:28 2022 Epoch 3, lr: 0.0001000, val loss: 143.96455, acc: 48.87000
Fri May 13 09:49:16 2022 Epoch 4, lr: 0.0001000, val loss: 143.21953, acc: 48.59000
Fri May 13 09:50:07 2022 Epoch 5, lr: 0.0001000, val loss: 137.76531, acc: 50.67000
Fri May 13 09:50:57 2022 Epoch 6, lr: 0.0001000, val loss: 134.71908, acc: 52.12000
Fri May 13 09:51:47 2022 Epoch 7, lr: 0.0001000, val loss: 133.25791, acc: 52.79000
Fri May 13 09:52:36 2022 Epoch 8, lr: 0.0001000, val loss: 128.56783, acc: 54.54000
Fri May 13 09:53:22 2022 Epoch 9, lr: 0.0001000, val loss: 124.70334, acc: 56.27000
Fri May 13 09:54:10 2022 Epoch 10, lr: 0.0000999, val loss: 120.86676, acc: 56.62000
Fri May 13 09:54:59 2022 Epoch 11, lr: 0.0000999, val loss: 118.16068, acc: 57.71000
Fri May 13 09:55:47 2022 Epoch 12, lr: 0.0000999, val loss: 119.29417, acc: 57.82000
Fri May 13 09:56:35 2022 Epoch 13, lr: 0.0000999, val loss: 116.75865, acc: 58.98000
Fri May 13 09:57:21 2022 Epoch 14, lr: 0.0000999, val loss: 115.88862, acc: 58.66000
Fri May 13 09:58:12 2022 Epoch 15, lr: 0.0000998, val loss: 114.97736, acc: 58.88000
Fri May 13 09:59:01 2022 Epoch 16, lr: 0.0000998, val loss: 113.96598, acc: 60.09000
Fri May 13 09:59:49 2022 Epoch 17, lr: 0.0000998, val loss: 109.71707, acc: 60.73000
Fri May 13 10:00:36 2022 Epoch 18, lr: 0.0000997, val loss: 111.81350, acc: 60.58000
Fri May 13 10:01:25 2022 Epoch 19, lr: 0.0000997, val loss: 107.74100, acc: 61.83000
Fri May 13 10:02:10 2022 Epoch 20, lr: 0.0000997, val loss: 110.22871, acc: 60.75000
Fri May 13 10:02:57 2022 Epoch 21, lr: 0.0000996, val loss: 107.16719, acc: 61.64000
Fri May 13 10:03:43 2022 Epoch 22, lr: 0.0000996, val loss: 106.43296, acc: 61.15000
Fri May 13 10:04:30 2022 Epoch 23, lr: 0.0000996, val loss: 109.68294, acc: 61.55000
Fri May 13 10:05:17 2022 Epoch 24, lr: 0.0000995, val loss: 102.94730, acc: 63.41000
Fri May 13 10:06:06 2022 Epoch 25, lr: 0.0000995, val loss: 102.11439, acc: 63.63000
Fri May 13 10:06:54 2022 Epoch 26, lr: 0.0000994, val loss: 100.62476, acc: 64.09000
Fri May 13 10:07:45 2022 Epoch 27, lr: 0.0000994, val loss: 99.19454, acc: 64.71000
Fri May 13 10:08:30 2022 Epoch 28, lr: 0.0000993, val loss: 100.66056, acc: 64.28000
Fri May 13 10:09:15 2022 Epoch 29, lr: 0.0000993, val loss: 99.66835, acc: 64.54000
Fri May 13 10:10:10 2022 Epoch 30, lr: 0.0000992, val loss: 93.82746, acc: 66.73000
Fri May 13 10:10:55 2022 Epoch 31, lr: 0.0000992, val loss: 95.02329, acc: 66.31000
Fri May 13 10:11:41 2022 Epoch 32, lr: 0.0000991, val loss: 94.96985, acc: 66.49000
Fri May 13 10:12:27 2022 Epoch 33, lr: 0.0000991, val loss: 95.27761, acc: 66.04000
Fri May 13 10:13:16 2022 Epoch 34, lr: 0.0000990, val loss: 91.43571, acc: 67.70000
Fri May 13 10:14:01 2022 Epoch 35, lr: 0.0000989, val loss: 92.90290, acc: 66.98000
Fri May 13 10:14:47 2022 Epoch 36, lr: 0.0000989, val loss: 91.36008, acc: 67.63000
Fri May 13 10:15:35 2022 Epoch 37, lr: 0.0000988, val loss: 91.15754, acc: 67.71000
Fri May 13 10:16:24 2022 Epoch 38, lr: 0.0000987, val loss: 89.76988, acc: 68.22000
Fri May 13 10:17:14 2022 Epoch 39, lr: 0.0000987, val loss: 86.69555, acc: 69.38000
Fri May 13 10:17:59 2022 Epoch 40, lr: 0.0000986, val loss: 90.79335, acc: 67.77000
Fri May 13 10:18:46 2022 Epoch 41, lr: 0.0000985, val loss: 85.39566, acc: 69.56000
Fri May 13 10:19:48 2022 Epoch 42, lr: 0.0000984, val loss: 84.88175, acc: 70.61000
Fri May 13 10:20:37 2022 Epoch 43, lr: 0.0000984, val loss: 83.98548, acc: 70.68000
Fri May 13 10:21:22 2022 Epoch 44, lr: 0.0000983, val loss: 84.56096, acc: 69.62000
Fri May 13 10:22:07 2022 Epoch 45, lr: 0.0000982, val loss: 85.73017, acc: 69.73000
Fri May 13 10:22:55 2022 Epoch 46, lr: 0.0000981, val loss: 82.55102, acc: 70.98000
Fri May 13 10:23:45 2022 Epoch 47, lr: 0.0000980, val loss: 84.99982, acc: 70.14000
Fri May 13 10:24:31 2022 Epoch 48, lr: 0.0000979, val loss: 81.99402, acc: 70.91000
Fri May 13 10:25:16 2022 Epoch 49, lr: 0.0000978, val loss: 83.84377, acc: 70.16000
Fri May 13 10:26:03 2022 Epoch 50, lr: 0.0000977, val loss: 83.04921, acc: 70.84000
Fri May 13 10:26:53 2022 Epoch 51, lr: 0.0000976, val loss: 81.02276, acc: 71.37000
Fri May 13 10:27:40 2022 Epoch 52, lr: 0.0000976, val loss: 79.08723, acc: 72.23000
Fri May 13 10:28:28 2022 Epoch 53, lr: 0.0000975, val loss: 78.91399, acc: 71.68000
Fri May 13 10:29:14 2022 Epoch 54, lr: 0.0000974, val loss: 79.89702, acc: 71.67000
Fri May 13 10:30:00 2022 Epoch 55, lr: 0.0000973, val loss: 80.42743, acc: 71.28000
Fri May 13 10:30:48 2022 Epoch 56, lr: 0.0000971, val loss: 77.73396, acc: 72.34000
Fri May 13 10:31:38 2022 Epoch 57, lr: 0.0000970, val loss: 78.46437, acc: 72.43000
Fri May 13 10:32:26 2022 Epoch 58, lr: 0.0000969, val loss: 77.56988, acc: 72.85000
Fri May 13 10:33:14 2022 Epoch 59, lr: 0.0000968, val loss: 77.38019, acc: 73.01000
Fri May 13 10:34:10 2022 Epoch 60, lr: 0.0000967, val loss: 73.69211, acc: 73.84000
Fri May 13 10:34:55 2022 Epoch 61, lr: 0.0000966, val loss: 74.36392, acc: 73.66000
Fri May 13 10:35:46 2022 Epoch 62, lr: 0.0000965, val loss: 73.62028, acc: 74.17000
Fri May 13 10:36:36 2022 Epoch 63, lr: 0.0000964, val loss: 73.04523, acc: 74.01000
Fri May 13 10:37:24 2022 Epoch 64, lr: 0.0000963, val loss: 73.57965, acc: 74.42000
Fri May 13 10:38:15 2022 Epoch 65, lr: 0.0000961, val loss: 74.92059, acc: 73.43000
Fri May 13 10:39:08 2022 Epoch 66, lr: 0.0000960, val loss: 72.52279, acc: 74.51000
Fri May 13 10:39:54 2022 Epoch 67, lr: 0.0000959, val loss: 73.28664, acc: 73.79000
Fri May 13 10:40:42 2022 Epoch 68, lr: 0.0000958, val loss: 71.96504, acc: 74.56000
Fri May 13 10:41:27 2022 Epoch 69, lr: 0.0000956, val loss: 73.11141, acc: 73.90000
Fri May 13 10:42:13 2022 Epoch 70, lr: 0.0000955, val loss: 72.68809, acc: 74.30000
Fri May 13 10:42:59 2022 Epoch 71, lr: 0.0000954, val loss: 70.16106, acc: 75.63000
Fri May 13 10:43:46 2022 Epoch 72, lr: 0.0000952, val loss: 69.92748, acc: 75.61000
Fri May 13 10:44:32 2022 Epoch 73, lr: 0.0000951, val loss: 69.10556, acc: 75.60000
Fri May 13 10:45:18 2022 Epoch 74, lr: 0.0000950, val loss: 72.38695, acc: 74.25000
Fri May 13 10:46:06 2022 Epoch 75, lr: 0.0000948, val loss: 68.78269, acc: 75.93000
Fri May 13 10:46:51 2022 Epoch 76, lr: 0.0000947, val loss: 69.21315, acc: 75.93000
Fri May 13 10:47:36 2022 Epoch 77, lr: 0.0000946, val loss: 69.39533, acc: 75.89000
Fri May 13 10:48:22 2022 Epoch 78, lr: 0.0000944, val loss: 67.34429, acc: 76.34000
Fri May 13 10:49:07 2022 Epoch 79, lr: 0.0000943, val loss: 71.94439, acc: 74.57000
Fri May 13 10:49:51 2022 Epoch 80, lr: 0.0000941, val loss: 67.52637, acc: 76.06000
Fri May 13 10:50:37 2022 Epoch 81, lr: 0.0000940, val loss: 69.03479, acc: 75.45000
Fri May 13 10:51:23 2022 Epoch 82, lr: 0.0000938, val loss: 68.01471, acc: 76.27000
Fri May 13 10:52:09 2022 Epoch 83, lr: 0.0000937, val loss: 66.61465, acc: 76.19000
Fri May 13 10:52:59 2022 Epoch 84, lr: 0.0000935, val loss: 65.26714, acc: 77.03000
Fri May 13 10:53:45 2022 Epoch 85, lr: 0.0000934, val loss: 65.92909, acc: 77.00000
Fri May 13 10:54:33 2022 Epoch 86, lr: 0.0000932, val loss: 65.32847, acc: 77.05000
Fri May 13 10:55:18 2022 Epoch 87, lr: 0.0000930, val loss: 65.72579, acc: 76.76000
Fri May 13 10:56:03 2022 Epoch 88, lr: 0.0000929, val loss: 66.60137, acc: 76.99000
Fri May 13 10:56:51 2022 Epoch 89, lr: 0.0000927, val loss: 63.65556, acc: 77.74000
Fri May 13 10:57:38 2022 Epoch 90, lr: 0.0000925, val loss: 64.75400, acc: 76.99000
Fri May 13 10:58:25 2022 Epoch 91, lr: 0.0000924, val loss: 63.50511, acc: 77.88000
Fri May 13 10:59:10 2022 Epoch 92, lr: 0.0000922, val loss: 63.75372, acc: 77.73000
Fri May 13 10:59:56 2022 Epoch 93, lr: 0.0000920, val loss: 62.20130, acc: 77.81000
Fri May 13 11:00:42 2022 Epoch 94, lr: 0.0000919, val loss: 63.71122, acc: 77.64000
Fri May 13 11:01:27 2022 Epoch 95, lr: 0.0000917, val loss: 64.82255, acc: 77.14000
Fri May 13 11:02:16 2022 Epoch 96, lr: 0.0000915, val loss: 61.69073, acc: 78.93000
Fri May 13 11:03:02 2022 Epoch 97, lr: 0.0000914, val loss: 63.02060, acc: 78.28000
Fri May 13 11:03:47 2022 Epoch 98, lr: 0.0000912, val loss: 62.34760, acc: 78.24000
Fri May 13 11:04:32 2022 Epoch 99, lr: 0.0000910, val loss: 61.26263, acc: 78.84000
Fri May 13 11:05:18 2022 Epoch 100, lr: 0.0000908, val loss: 60.29772, acc: 78.89000
Fri May 13 11:06:03 2022 Epoch 101, lr: 0.0000906, val loss: 60.12332, acc: 78.91000
Fri May 13 11:06:51 2022 Epoch 102, lr: 0.0000905, val loss: 62.48251, acc: 78.43000
Fri May 13 11:07:37 2022 Epoch 103, lr: 0.0000903, val loss: 62.96195, acc: 78.18000
Fri May 13 11:08:25 2022 Epoch 104, lr: 0.0000901, val loss: 61.08072, acc: 79.10000
Fri May 13 11:09:11 2022 Epoch 105, lr: 0.0000899, val loss: 60.88504, acc: 78.84000
Fri May 13 11:09:58 2022 Epoch 106, lr: 0.0000897, val loss: 59.38769, acc: 79.01000
Fri May 13 11:10:43 2022 Epoch 107, lr: 0.0000895, val loss: 59.21384, acc: 78.91000
Fri May 13 11:11:28 2022 Epoch 108, lr: 0.0000893, val loss: 61.70377, acc: 78.59000
Fri May 13 11:12:21 2022 Epoch 109, lr: 0.0000891, val loss: 58.22781, acc: 79.38000
Fri May 13 11:13:10 2022 Epoch 110, lr: 0.0000889, val loss: 61.52516, acc: 78.60000
Fri May 13 11:13:59 2022 Epoch 111, lr: 0.0000887, val loss: 56.11311, acc: 79.95000
Fri May 13 11:14:45 2022 Epoch 112, lr: 0.0000885, val loss: 59.46080, acc: 79.37000
Fri May 13 11:15:40 2022 Epoch 113, lr: 0.0000883, val loss: 57.79872, acc: 80.05000
Fri May 13 11:16:26 2022 Epoch 114, lr: 0.0000881, val loss: 57.74586, acc: 79.99000
Fri May 13 11:17:13 2022 Epoch 115, lr: 0.0000879, val loss: 56.85134, acc: 80.48000
Fri May 13 11:17:58 2022 Epoch 116, lr: 0.0000877, val loss: 59.37814, acc: 79.35000
Fri May 13 11:18:48 2022 Epoch 117, lr: 0.0000875, val loss: 56.83135, acc: 80.69000
Fri May 13 11:19:38 2022 Epoch 118, lr: 0.0000873, val loss: 56.58102, acc: 80.61000
Fri May 13 11:20:23 2022 Epoch 119, lr: 0.0000871, val loss: 57.30769, acc: 80.44000
Fri May 13 11:21:15 2022 Epoch 120, lr: 0.0000869, val loss: 57.07037, acc: 80.33000
Fri May 13 11:22:01 2022 Epoch 121, lr: 0.0000867, val loss: 57.09158, acc: 79.80000
Fri May 13 11:22:47 2022 Epoch 122, lr: 0.0000864, val loss: 55.81686, acc: 80.68000
Fri May 13 11:23:33 2022 Epoch 123, lr: 0.0000862, val loss: 55.94117, acc: 80.39000
Fri May 13 11:24:21 2022 Epoch 124, lr: 0.0000860, val loss: 54.45901, acc: 81.15000
Fri May 13 11:25:06 2022 Epoch 125, lr: 0.0000858, val loss: 56.20097, acc: 80.57000
Fri May 13 11:25:53 2022 Epoch 126, lr: 0.0000856, val loss: 53.95408, acc: 81.35000
Fri May 13 11:26:38 2022 Epoch 127, lr: 0.0000854, val loss: 55.58578, acc: 80.54000
Fri May 13 11:27:25 2022 Epoch 128, lr: 0.0000851, val loss: 54.58342, acc: 81.18000
Fri May 13 11:28:10 2022 Epoch 129, lr: 0.0000849, val loss: 53.79659, acc: 81.25000
Fri May 13 11:28:54 2022 Epoch 130, lr: 0.0000847, val loss: 54.91931, acc: 81.21000
Fri May 13 11:29:43 2022 Epoch 131, lr: 0.0000845, val loss: 54.04449, acc: 81.42000
Fri May 13 11:30:28 2022 Epoch 132, lr: 0.0000842, val loss: 53.31797, acc: 81.40000
Fri May 13 11:31:14 2022 Epoch 133, lr: 0.0000840, val loss: 52.44220, acc: 81.87000
Fri May 13 11:32:03 2022 Epoch 134, lr: 0.0000838, val loss: 53.68176, acc: 81.45000
Fri May 13 11:32:49 2022 Epoch 135, lr: 0.0000835, val loss: 53.29168, acc: 81.49000
Fri May 13 11:33:35 2022 Epoch 136, lr: 0.0000833, val loss: 55.08496, acc: 80.35000
Fri May 13 11:34:20 2022 Epoch 137, lr: 0.0000831, val loss: 53.92489, acc: 81.36000
Fri May 13 11:35:05 2022 Epoch 138, lr: 0.0000828, val loss: 52.45335, acc: 81.81000
Fri May 13 11:35:50 2022 Epoch 139, lr: 0.0000826, val loss: 54.26773, acc: 81.36000
Fri May 13 11:36:35 2022 Epoch 140, lr: 0.0000824, val loss: 52.90203, acc: 81.80000
Fri May 13 11:37:32 2022 Epoch 141, lr: 0.0000821, val loss: 51.54284, acc: 82.07000
Fri May 13 11:38:16 2022 Epoch 142, lr: 0.0000819, val loss: 54.15374, acc: 81.38000
Fri May 13 11:39:01 2022 Epoch 143, lr: 0.0000816, val loss: 52.25726, acc: 81.85000
Fri May 13 11:39:46 2022 Epoch 144, lr: 0.0000814, val loss: 52.88684, acc: 81.47000
Fri May 13 11:40:32 2022 Epoch 145, lr: 0.0000811, val loss: 52.08915, acc: 81.86000
Fri May 13 11:41:19 2022 Epoch 146, lr: 0.0000809, val loss: 53.16984, acc: 81.52000
Fri May 13 11:42:04 2022 Epoch 147, lr: 0.0000806, val loss: 52.77040, acc: 81.70000
Fri May 13 11:42:53 2022 Epoch 148, lr: 0.0000804, val loss: 52.07551, acc: 82.13000
Fri May 13 11:43:38 2022 Epoch 149, lr: 0.0000801, val loss: 51.41160, acc: 81.84000
Fri May 13 11:44:30 2022 Epoch 150, lr: 0.0000799, val loss: 50.38303, acc: 82.24000
Fri May 13 11:45:16 2022 Epoch 151, lr: 0.0000796, val loss: 52.08552, acc: 82.24000
Fri May 13 11:46:04 2022 Epoch 152, lr: 0.0000794, val loss: 51.08617, acc: 82.64000
Fri May 13 11:46:49 2022 Epoch 153, lr: 0.0000791, val loss: 50.17409, acc: 82.90000
Fri May 13 11:47:35 2022 Epoch 154, lr: 0.0000789, val loss: 51.24874, acc: 82.31000
Fri May 13 11:48:20 2022 Epoch 155, lr: 0.0000786, val loss: 52.54243, acc: 81.92000
Fri May 13 11:49:05 2022 Epoch 156, lr: 0.0000784, val loss: 51.96446, acc: 82.24000
Fri May 13 11:49:51 2022 Epoch 157, lr: 0.0000781, val loss: 50.37290, acc: 82.56000
Fri May 13 11:50:37 2022 Epoch 158, lr: 0.0000778, val loss: 49.23223, acc: 82.88000
Fri May 13 11:51:25 2022 Epoch 159, lr: 0.0000776, val loss: 49.64095, acc: 82.99000
Fri May 13 11:52:11 2022 Epoch 160, lr: 0.0000773, val loss: 50.57252, acc: 82.70000
Fri May 13 11:52:58 2022 Epoch 161, lr: 0.0000771, val loss: 49.48749, acc: 83.17000
Fri May 13 11:53:44 2022 Epoch 162, lr: 0.0000768, val loss: 49.43508, acc: 82.83000
Fri May 13 11:54:30 2022 Epoch 163, lr: 0.0000765, val loss: 50.16698, acc: 83.11000
Fri May 13 11:55:17 2022 Epoch 164, lr: 0.0000763, val loss: 51.99325, acc: 82.30000
Fri May 13 11:56:04 2022 Epoch 165, lr: 0.0000760, val loss: 50.48859, acc: 82.90000
Fri May 13 11:56:52 2022 Epoch 166, lr: 0.0000757, val loss: 50.40849, acc: 83.31000
Fri May 13 11:57:39 2022 Epoch 167, lr: 0.0000755, val loss: 50.24992, acc: 82.97000
Fri May 13 11:58:26 2022 Epoch 168, lr: 0.0000752, val loss: 50.46674, acc: 82.73000
Fri May 13 11:59:10 2022 Epoch 169, lr: 0.0000749, val loss: 50.80548, acc: 82.84000
Fri May 13 11:59:56 2022 Epoch 170, lr: 0.0000746, val loss: 48.35866, acc: 83.28000
Fri May 13 12:00:45 2022 Epoch 171, lr: 0.0000744, val loss: 49.23563, acc: 82.91000
Fri May 13 12:01:33 2022 Epoch 172, lr: 0.0000741, val loss: 48.78188, acc: 83.50000
Fri May 13 12:02:23 2022 Epoch 173, lr: 0.0000738, val loss: 48.50355, acc: 83.71000
Fri May 13 12:03:09 2022 Epoch 174, lr: 0.0000735, val loss: 48.67750, acc: 83.47000
Fri May 13 12:03:54 2022 Epoch 175, lr: 0.0000733, val loss: 48.69091, acc: 83.62000
Fri May 13 12:04:39 2022 Epoch 176, lr: 0.0000730, val loss: 49.82832, acc: 83.11000
Fri May 13 12:05:27 2022 Epoch 177, lr: 0.0000727, val loss: 48.73906, acc: 83.90000
Fri May 13 12:06:13 2022 Epoch 178, lr: 0.0000724, val loss: 47.51593, acc: 83.60000
Fri May 13 12:07:02 2022 Epoch 179, lr: 0.0000721, val loss: 47.86868, acc: 83.95000
Fri May 13 12:07:47 2022 Epoch 180, lr: 0.0000719, val loss: 49.50824, acc: 83.46000
Fri May 13 12:08:33 2022 Epoch 181, lr: 0.0000716, val loss: 47.85176, acc: 83.99000
Fri May 13 12:09:18 2022 Epoch 182, lr: 0.0000713, val loss: 48.87207, acc: 83.46000
Fri May 13 12:10:03 2022 Epoch 183, lr: 0.0000710, val loss: 49.30982, acc: 83.23000
Fri May 13 12:10:52 2022 Epoch 184, lr: 0.0000707, val loss: 48.39873, acc: 83.95000
Fri May 13 12:11:40 2022 Epoch 185, lr: 0.0000704, val loss: 45.53529, acc: 84.62000
Fri May 13 12:12:26 2022 Epoch 186, lr: 0.0000701, val loss: 47.80911, acc: 84.08000
Fri May 13 12:13:16 2022 Epoch 187, lr: 0.0000699, val loss: 46.08547, acc: 84.11000
Fri May 13 12:14:02 2022 Epoch 188, lr: 0.0000696, val loss: 46.97160, acc: 84.09000
Fri May 13 12:14:47 2022 Epoch 189, lr: 0.0000693, val loss: 46.60844, acc: 84.08000
Fri May 13 12:15:32 2022 Epoch 190, lr: 0.0000690, val loss: 47.11865, acc: 83.94000
Fri May 13 12:16:18 2022 Epoch 191, lr: 0.0000687, val loss: 47.37230, acc: 84.08000
Fri May 13 12:17:03 2022 Epoch 192, lr: 0.0000684, val loss: 47.73619, acc: 84.04000
Fri May 13 12:17:48 2022 Epoch 193, lr: 0.0000681, val loss: 45.96289, acc: 84.48000
Fri May 13 12:18:34 2022 Epoch 194, lr: 0.0000678, val loss: 47.04430, acc: 84.02000
Fri May 13 12:19:20 2022 Epoch 195, lr: 0.0000675, val loss: 45.50776, acc: 84.44000
Fri May 13 12:20:05 2022 Epoch 196, lr: 0.0000672, val loss: 45.30861, acc: 84.42000
Fri May 13 12:20:54 2022 Epoch 197, lr: 0.0000669, val loss: 45.06193, acc: 84.82000
Fri May 13 12:21:43 2022 Epoch 198, lr: 0.0000666, val loss: 45.28844, acc: 84.59000
Fri May 13 12:22:29 2022 Epoch 199, lr: 0.0000663, val loss: 46.55642, acc: 84.32000
Fri May 13 12:23:14 2022 Epoch 200, lr: 0.0000660, val loss: 46.92459, acc: 84.21000
Fri May 13 12:24:00 2022 Epoch 201, lr: 0.0000657, val loss: 47.52221, acc: 84.30000
Fri May 13 12:24:45 2022 Epoch 202, lr: 0.0000655, val loss: 46.84183, acc: 84.11000
Fri May 13 12:25:33 2022 Epoch 203, lr: 0.0000652, val loss: 46.18666, acc: 84.38000
Fri May 13 12:26:19 2022 Epoch 204, lr: 0.0000649, val loss: 45.73073, acc: 84.30000
Fri May 13 12:27:05 2022 Epoch 205, lr: 0.0000646, val loss: 45.53289, acc: 84.42000
Fri May 13 12:27:58 2022 Epoch 206, lr: 0.0000643, val loss: 45.56372, acc: 84.33000
Fri May 13 12:28:43 2022 Epoch 207, lr: 0.0000639, val loss: 45.30517, acc: 84.75000
Fri May 13 12:29:28 2022 Epoch 208, lr: 0.0000636, val loss: 46.32864, acc: 84.35000
Fri May 13 12:30:13 2022 Epoch 209, lr: 0.0000633, val loss: 45.35130, acc: 84.76000
Fri May 13 12:31:00 2022 Epoch 210, lr: 0.0000630, val loss: 43.60809, acc: 85.36000
Fri May 13 12:31:46 2022 Epoch 211, lr: 0.0000627, val loss: 45.34241, acc: 84.78000
Fri May 13 12:32:31 2022 Epoch 212, lr: 0.0000624, val loss: 44.34397, acc: 84.71000
Fri May 13 12:33:20 2022 Epoch 213, lr: 0.0000621, val loss: 44.74618, acc: 85.06000
Fri May 13 12:34:06 2022 Epoch 214, lr: 0.0000618, val loss: 43.73649, acc: 85.15000
Fri May 13 12:34:51 2022 Epoch 215, lr: 0.0000615, val loss: 44.19245, acc: 84.92000
Fri May 13 12:35:36 2022 Epoch 216, lr: 0.0000612, val loss: 46.18043, acc: 84.79000
Fri May 13 12:36:25 2022 Epoch 217, lr: 0.0000609, val loss: 45.37750, acc: 84.72000
Fri May 13 12:37:11 2022 Epoch 218, lr: 0.0000606, val loss: 44.58054, acc: 84.64000
Fri May 13 12:37:57 2022 Epoch 219, lr: 0.0000603, val loss: 44.50621, acc: 84.95000
Fri May 13 12:38:43 2022 Epoch 220, lr: 0.0000600, val loss: 44.12440, acc: 85.18000
Fri May 13 12:39:30 2022 Epoch 221, lr: 0.0000597, val loss: 45.43155, acc: 84.93000
Fri May 13 12:40:15 2022 Epoch 222, lr: 0.0000594, val loss: 46.25909, acc: 84.45000
Fri May 13 12:41:01 2022 Epoch 223, lr: 0.0000591, val loss: 45.51389, acc: 84.62000
Fri May 13 12:42:00 2022 Epoch 224, lr: 0.0000588, val loss: 44.26300, acc: 85.35000
Fri May 13 12:42:45 2022 Epoch 225, lr: 0.0000584, val loss: 46.08588, acc: 84.67000
Fri May 13 12:43:30 2022 Epoch 226, lr: 0.0000581, val loss: 44.22795, acc: 85.29000
Fri May 13 12:44:16 2022 Epoch 227, lr: 0.0000578, val loss: 45.93590, acc: 84.75000
Fri May 13 12:45:06 2022 Epoch 228, lr: 0.0000575, val loss: 42.83990, acc: 86.02000
Fri May 13 12:45:51 2022 Epoch 229, lr: 0.0000572, val loss: 45.25584, acc: 84.93000
Fri May 13 12:46:37 2022 Epoch 230, lr: 0.0000569, val loss: 45.38739, acc: 84.78000
Fri May 13 12:47:23 2022 Epoch 231, lr: 0.0000566, val loss: 44.83166, acc: 85.02000
Fri May 13 12:48:14 2022 Epoch 232, lr: 0.0000563, val loss: 43.82331, acc: 85.24000
Fri May 13 12:49:00 2022 Epoch 233, lr: 0.0000560, val loss: 43.19336, acc: 85.56000
Fri May 13 12:49:45 2022 Epoch 234, lr: 0.0000556, val loss: 44.38243, acc: 85.27000
Fri May 13 12:50:32 2022 Epoch 235, lr: 0.0000553, val loss: 44.49043, acc: 84.92000
Fri May 13 12:51:17 2022 Epoch 236, lr: 0.0000550, val loss: 42.85331, acc: 85.69000
Fri May 13 12:52:02 2022 Epoch 237, lr: 0.0000547, val loss: 43.70688, acc: 85.64000
Fri May 13 12:52:47 2022 Epoch 238, lr: 0.0000544, val loss: 42.64535, acc: 85.47000
Fri May 13 12:53:32 2022 Epoch 239, lr: 0.0000541, val loss: 43.66483, acc: 85.48000
Fri May 13 12:54:18 2022 Epoch 240, lr: 0.0000538, val loss: 44.06118, acc: 85.47000
Fri May 13 12:55:04 2022 Epoch 241, lr: 0.0000535, val loss: 43.56675, acc: 85.73000
Fri May 13 12:55:53 2022 Epoch 242, lr: 0.0000531, val loss: 44.34671, acc: 85.20000
Fri May 13 12:56:38 2022 Epoch 243, lr: 0.0000528, val loss: 43.98537, acc: 85.65000
Fri May 13 12:57:23 2022 Epoch 244, lr: 0.0000525, val loss: 44.84326, acc: 85.44000
Fri May 13 12:58:13 2022 Epoch 245, lr: 0.0000522, val loss: 43.88019, acc: 85.60000
Fri May 13 12:58:58 2022 Epoch 246, lr: 0.0000519, val loss: 42.51610, acc: 85.96000
Fri May 13 12:59:43 2022 Epoch 247, lr: 0.0000516, val loss: 41.95259, acc: 85.86000
Fri May 13 13:00:28 2022 Epoch 248, lr: 0.0000513, val loss: 42.29279, acc: 85.86000
Fri May 13 13:01:14 2022 Epoch 249, lr: 0.0000509, val loss: 42.85478, acc: 85.77000
Fri May 13 13:01:59 2022 Epoch 250, lr: 0.0000506, val loss: 42.77135, acc: 85.98000
Fri May 13 13:02:44 2022 Epoch 251, lr: 0.0000503, val loss: 43.08333, acc: 85.85000
Fri May 13 13:03:31 2022 Epoch 252, lr: 0.0000500, val loss: 43.64526, acc: 85.56000
Fri May 13 13:04:18 2022 Epoch 253, lr: 0.0000497, val loss: 43.13259, acc: 85.57000
Fri May 13 13:05:03 2022 Epoch 254, lr: 0.0000494, val loss: 42.02291, acc: 85.63000
Fri May 13 13:05:49 2022 Epoch 255, lr: 0.0000491, val loss: 43.67816, acc: 85.64000
Fri May 13 13:06:36 2022 Epoch 256, lr: 0.0000487, val loss: 41.46236, acc: 86.37000
Fri May 13 13:07:21 2022 Epoch 257, lr: 0.0000484, val loss: 44.11490, acc: 85.31000
Fri May 13 13:08:06 2022 Epoch 258, lr: 0.0000481, val loss: 42.09141, acc: 86.28000
Fri May 13 13:08:51 2022 Epoch 259, lr: 0.0000478, val loss: 43.29750, acc: 85.94000
Fri May 13 13:09:39 2022 Epoch 260, lr: 0.0000475, val loss: 41.65581, acc: 86.46000
Fri May 13 13:10:24 2022 Epoch 261, lr: 0.0000472, val loss: 42.87959, acc: 86.20000
Fri May 13 13:11:11 2022 Epoch 262, lr: 0.0000469, val loss: 42.84642, acc: 85.95000
Fri May 13 13:11:56 2022 Epoch 263, lr: 0.0000465, val loss: 42.31417, acc: 85.91000
Fri May 13 13:12:41 2022 Epoch 264, lr: 0.0000462, val loss: 41.69448, acc: 86.06000
Fri May 13 13:13:26 2022 Epoch 265, lr: 0.0000459, val loss: 43.34471, acc: 85.76000
Fri May 13 13:14:13 2022 Epoch 266, lr: 0.0000456, val loss: 41.07442, acc: 86.56000
Fri May 13 13:14:58 2022 Epoch 267, lr: 0.0000453, val loss: 43.55135, acc: 85.91000
Fri May 13 13:15:44 2022 Epoch 268, lr: 0.0000450, val loss: 42.27827, acc: 86.05000
Fri May 13 13:16:30 2022 Epoch 269, lr: 0.0000447, val loss: 43.34376, acc: 85.92000
Fri May 13 13:17:15 2022 Epoch 270, lr: 0.0000444, val loss: 41.38303, acc: 86.15000
Fri May 13 13:18:03 2022 Epoch 271, lr: 0.0000440, val loss: 42.31104, acc: 86.57000
Fri May 13 13:18:49 2022 Epoch 272, lr: 0.0000437, val loss: 43.34205, acc: 85.99000
Fri May 13 13:19:34 2022 Epoch 273, lr: 0.0000434, val loss: 41.46909, acc: 86.51000
Fri May 13 13:20:19 2022 Epoch 274, lr: 0.0000431, val loss: 41.68334, acc: 86.26000
Fri May 13 13:21:07 2022 Epoch 275, lr: 0.0000428, val loss: 42.90393, acc: 86.35000
Fri May 13 13:21:59 2022 Epoch 276, lr: 0.0000425, val loss: 41.40641, acc: 86.66000
Fri May 13 13:22:44 2022 Epoch 277, lr: 0.0000422, val loss: 41.01602, acc: 86.35000
Fri May 13 13:23:30 2022 Epoch 278, lr: 0.0000419, val loss: 43.59753, acc: 85.73000
Fri May 13 13:24:16 2022 Epoch 279, lr: 0.0000416, val loss: 41.77501, acc: 86.40000
Fri May 13 13:25:02 2022 Epoch 280, lr: 0.0000412, val loss: 41.22347, acc: 86.54000
Fri May 13 13:25:47 2022 Epoch 281, lr: 0.0000409, val loss: 41.59668, acc: 86.48000
Fri May 13 13:26:32 2022 Epoch 282, lr: 0.0000406, val loss: 41.32199, acc: 86.36000
Fri May 13 13:27:17 2022 Epoch 283, lr: 0.0000403, val loss: 41.34604, acc: 86.43000
Fri May 13 13:28:03 2022 Epoch 284, lr: 0.0000400, val loss: 41.33644, acc: 86.61000
Fri May 13 13:28:49 2022 Epoch 285, lr: 0.0000397, val loss: 43.47366, acc: 86.01000
Fri May 13 13:29:34 2022 Epoch 286, lr: 0.0000394, val loss: 42.54472, acc: 86.45000
Fri May 13 13:30:19 2022 Epoch 287, lr: 0.0000391, val loss: 41.62572, acc: 86.53000
Fri May 13 13:31:05 2022 Epoch 288, lr: 0.0000388, val loss: 41.19149, acc: 86.49000
Fri May 13 13:31:50 2022 Epoch 289, lr: 0.0000385, val loss: 41.67350, acc: 86.66000
Fri May 13 13:32:40 2022 Epoch 290, lr: 0.0000382, val loss: 40.57103, acc: 86.72000
Fri May 13 13:33:27 2022 Epoch 291, lr: 0.0000379, val loss: 41.32356, acc: 86.75000
Fri May 13 13:34:13 2022 Epoch 292, lr: 0.0000376, val loss: 42.58682, acc: 86.30000
Fri May 13 13:35:00 2022 Epoch 293, lr: 0.0000373, val loss: 40.21429, acc: 86.93000
Fri May 13 13:35:44 2022 Epoch 294, lr: 0.0000370, val loss: 42.67136, acc: 86.30000
Fri May 13 13:36:30 2022 Epoch 295, lr: 0.0000367, val loss: 41.42215, acc: 86.60000
Fri May 13 13:37:15 2022 Epoch 296, lr: 0.0000364, val loss: 42.33838, acc: 86.40000
Fri May 13 13:38:00 2022 Epoch 297, lr: 0.0000361, val loss: 40.43263, acc: 86.79000
Fri May 13 13:38:45 2022 Epoch 298, lr: 0.0000357, val loss: 40.66053, acc: 86.92000
Fri May 13 13:39:31 2022 Epoch 299, lr: 0.0000354, val loss: 41.24526, acc: 86.79000
Fri May 13 13:40:18 2022 Epoch 300, lr: 0.0000351, val loss: 40.13971, acc: 87.24000
Fri May 13 13:41:03 2022 Epoch 301, lr: 0.0000348, val loss: 40.57173, acc: 87.10000
Fri May 13 13:41:48 2022 Epoch 302, lr: 0.0000345, val loss: 40.86468, acc: 86.91000
Fri May 13 13:42:33 2022 Epoch 303, lr: 0.0000343, val loss: 41.35342, acc: 86.74000
Fri May 13 13:43:18 2022 Epoch 304, lr: 0.0000340, val loss: 40.63913, acc: 87.09000
Fri May 13 13:44:03 2022 Epoch 305, lr: 0.0000337, val loss: 40.96532, acc: 87.17000
Fri May 13 13:44:48 2022 Epoch 306, lr: 0.0000334, val loss: 40.33879, acc: 87.05000
Fri May 13 13:45:36 2022 Epoch 307, lr: 0.0000331, val loss: 40.54802, acc: 87.25000
Fri May 13 13:46:21 2022 Epoch 308, lr: 0.0000328, val loss: 40.70801, acc: 87.19000
Fri May 13 13:47:06 2022 Epoch 309, lr: 0.0000325, val loss: 40.84348, acc: 86.82000
Fri May 13 13:47:53 2022 Epoch 310, lr: 0.0000322, val loss: 39.96489, acc: 87.41000
Fri May 13 13:48:38 2022 Epoch 311, lr: 0.0000319, val loss: 40.16313, acc: 87.28000
Fri May 13 13:49:24 2022 Epoch 312, lr: 0.0000316, val loss: 41.78110, acc: 86.68000
Fri May 13 13:50:09 2022 Epoch 313, lr: 0.0000313, val loss: 41.05566, acc: 87.00000
Fri May 13 13:50:55 2022 Epoch 314, lr: 0.0000310, val loss: 41.24541, acc: 87.06000
Fri May 13 13:51:40 2022 Epoch 315, lr: 0.0000307, val loss: 40.61641, acc: 87.30000
Fri May 13 13:52:25 2022 Epoch 316, lr: 0.0000304, val loss: 40.67178, acc: 87.04000
Fri May 13 13:53:14 2022 Epoch 317, lr: 0.0000301, val loss: 40.68779, acc: 87.24000
Fri May 13 13:53:59 2022 Epoch 318, lr: 0.0000299, val loss: 41.58506, acc: 86.77000
Fri May 13 13:54:44 2022 Epoch 319, lr: 0.0000296, val loss: 41.27162, acc: 86.90000
Fri May 13 13:55:29 2022 Epoch 320, lr: 0.0000293, val loss: 42.40598, acc: 86.82000
Fri May 13 13:56:14 2022 Epoch 321, lr: 0.0000290, val loss: 41.93146, acc: 86.59000
Fri May 13 13:56:59 2022 Epoch 322, lr: 0.0000287, val loss: 41.02366, acc: 86.98000
Fri May 13 13:57:44 2022 Epoch 323, lr: 0.0000284, val loss: 40.44928, acc: 87.23000
Fri May 13 13:58:30 2022 Epoch 324, lr: 0.0000281, val loss: 40.79618, acc: 87.10000
Fri May 13 13:59:15 2022 Epoch 325, lr: 0.0000279, val loss: 40.37529, acc: 87.08000
Fri May 13 14:00:00 2022 Epoch 326, lr: 0.0000276, val loss: 40.89343, acc: 86.98000
Fri May 13 14:00:46 2022 Epoch 327, lr: 0.0000273, val loss: 40.80426, acc: 86.98000
Fri May 13 14:01:31 2022 Epoch 328, lr: 0.0000270, val loss: 40.05220, acc: 87.18000
Fri May 13 14:02:20 2022 Epoch 329, lr: 0.0000267, val loss: 40.65402, acc: 87.14000
Fri May 13 14:03:08 2022 Epoch 330, lr: 0.0000265, val loss: 39.18620, acc: 87.82000
Fri May 13 14:03:53 2022 Epoch 331, lr: 0.0000262, val loss: 40.48587, acc: 87.08000
Fri May 13 14:04:38 2022 Epoch 332, lr: 0.0000259, val loss: 40.34685, acc: 87.42000
Fri May 13 14:05:23 2022 Epoch 333, lr: 0.0000256, val loss: 39.98512, acc: 87.40000
Fri May 13 14:06:08 2022 Epoch 334, lr: 0.0000254, val loss: 39.34686, acc: 87.41000
Fri May 13 14:06:53 2022 Epoch 335, lr: 0.0000251, val loss: 39.97677, acc: 87.26000
Fri May 13 14:07:38 2022 Epoch 336, lr: 0.0000248, val loss: 40.17950, acc: 87.18000
Fri May 13 14:08:23 2022 Epoch 337, lr: 0.0000245, val loss: 40.18111, acc: 87.26000
Fri May 13 14:09:08 2022 Epoch 338, lr: 0.0000243, val loss: 40.89569, acc: 87.29000
Fri May 13 14:09:53 2022 Epoch 339, lr: 0.0000240, val loss: 40.89573, acc: 87.09000
Fri May 13 14:10:40 2022 Epoch 340, lr: 0.0000237, val loss: 40.06365, acc: 87.28000
Fri May 13 14:11:25 2022 Epoch 341, lr: 0.0000235, val loss: 40.35160, acc: 87.24000
Fri May 13 14:12:10 2022 Epoch 342, lr: 0.0000232, val loss: 40.83490, acc: 86.93000
Fri May 13 14:12:56 2022 Epoch 343, lr: 0.0000229, val loss: 41.06784, acc: 87.27000
Fri May 13 14:13:42 2022 Epoch 344, lr: 0.0000227, val loss: 40.98876, acc: 87.16000
Fri May 13 14:14:27 2022 Epoch 345, lr: 0.0000224, val loss: 41.31385, acc: 87.23000
Fri May 13 14:15:12 2022 Epoch 346, lr: 0.0000222, val loss: 40.28254, acc: 87.30000
Fri May 13 14:15:57 2022 Epoch 347, lr: 0.0000219, val loss: 40.04894, acc: 87.41000
Fri May 13 14:16:43 2022 Epoch 348, lr: 0.0000216, val loss: 40.93862, acc: 87.28000
Fri May 13 14:17:28 2022 Epoch 349, lr: 0.0000214, val loss: 40.79786, acc: 87.18000
Fri May 13 14:18:13 2022 Epoch 350, lr: 0.0000211, val loss: 40.60698, acc: 87.28000
Fri May 13 14:18:59 2022 Epoch 351, lr: 0.0000209, val loss: 40.92473, acc: 87.36000
Fri May 13 14:19:44 2022 Epoch 352, lr: 0.0000206, val loss: 40.47172, acc: 87.21000
Fri May 13 14:20:30 2022 Epoch 353, lr: 0.0000204, val loss: 40.50681, acc: 87.09000
Fri May 13 14:21:16 2022 Epoch 354, lr: 0.0000201, val loss: 39.81994, acc: 87.55000
Fri May 13 14:22:01 2022 Epoch 355, lr: 0.0000199, val loss: 39.83234, acc: 87.31000
Fri May 13 14:22:50 2022 Epoch 356, lr: 0.0000196, val loss: 40.31490, acc: 87.11000
Fri May 13 14:23:38 2022 Epoch 357, lr: 0.0000194, val loss: 39.01387, acc: 87.93000
Fri May 13 14:24:23 2022 Epoch 358, lr: 0.0000191, val loss: 41.19286, acc: 87.37000
Fri May 13 14:25:08 2022 Epoch 359, lr: 0.0000189, val loss: 39.76871, acc: 87.54000
Fri May 13 14:25:53 2022 Epoch 360, lr: 0.0000186, val loss: 40.61990, acc: 87.30000
Fri May 13 14:26:38 2022 Epoch 361, lr: 0.0000184, val loss: 40.88854, acc: 87.38000
Fri May 13 14:27:24 2022 Epoch 362, lr: 0.0000181, val loss: 40.01185, acc: 87.57000
Fri May 13 14:28:09 2022 Epoch 363, lr: 0.0000179, val loss: 41.04012, acc: 87.36000
Fri May 13 14:28:55 2022 Epoch 364, lr: 0.0000176, val loss: 41.36097, acc: 87.25000
Fri May 13 14:29:41 2022 Epoch 365, lr: 0.0000174, val loss: 40.71971, acc: 87.38000
Fri May 13 14:30:26 2022 Epoch 366, lr: 0.0000172, val loss: 40.43107, acc: 87.34000
Fri May 13 14:31:13 2022 Epoch 367, lr: 0.0000169, val loss: 39.75809, acc: 87.55000
Fri May 13 14:31:58 2022 Epoch 368, lr: 0.0000167, val loss: 40.54968, acc: 87.32000
Fri May 13 14:32:43 2022 Epoch 369, lr: 0.0000165, val loss: 40.55265, acc: 87.43000
Fri May 13 14:33:28 2022 Epoch 370, lr: 0.0000162, val loss: 40.44649, acc: 87.69000
Fri May 13 14:34:16 2022 Epoch 371, lr: 0.0000160, val loss: 40.48237, acc: 87.46000
Fri May 13 14:35:01 2022 Epoch 372, lr: 0.0000158, val loss: 40.38269, acc: 87.52000
Fri May 13 14:35:46 2022 Epoch 373, lr: 0.0000155, val loss: 40.70950, acc: 87.34000
Fri May 13 14:36:32 2022 Epoch 374, lr: 0.0000153, val loss: 40.00676, acc: 87.41000
Fri May 13 14:37:18 2022 Epoch 375, lr: 0.0000151, val loss: 40.18000, acc: 87.49000
Fri May 13 14:38:03 2022 Epoch 376, lr: 0.0000149, val loss: 40.68059, acc: 87.28000
Fri May 13 14:38:48 2022 Epoch 377, lr: 0.0000146, val loss: 39.77732, acc: 87.68000
Fri May 13 14:39:36 2022 Epoch 378, lr: 0.0000144, val loss: 40.30000, acc: 87.51000
Fri May 13 14:40:22 2022 Epoch 379, lr: 0.0000142, val loss: 40.20485, acc: 87.55000
Fri May 13 14:41:07 2022 Epoch 380, lr: 0.0000140, val loss: 40.71779, acc: 87.51000
Fri May 13 14:41:52 2022 Epoch 381, lr: 0.0000138, val loss: 40.06050, acc: 87.48000
Fri May 13 14:42:38 2022 Epoch 382, lr: 0.0000136, val loss: 39.67124, acc: 87.56000
Fri May 13 14:43:22 2022 Epoch 383, lr: 0.0000133, val loss: 39.21352, acc: 87.90000
Fri May 13 14:44:08 2022 Epoch 384, lr: 0.0000131, val loss: 39.53603, acc: 87.89000
Fri May 13 14:44:53 2022 Epoch 385, lr: 0.0000129, val loss: 39.65339, acc: 87.78000
Fri May 13 14:45:37 2022 Epoch 386, lr: 0.0000127, val loss: 40.11022, acc: 87.72000
Fri May 13 14:46:22 2022 Epoch 387, lr: 0.0000125, val loss: 39.89140, acc: 87.80000
Fri May 13 14:47:08 2022 Epoch 388, lr: 0.0000123, val loss: 40.19155, acc: 87.73000
Fri May 13 14:47:53 2022 Epoch 389, lr: 0.0000121, val loss: 39.61786, acc: 87.91000
Fri May 13 14:48:39 2022 Epoch 390, lr: 0.0000119, val loss: 40.43856, acc: 87.45000
Fri May 13 14:49:24 2022 Epoch 391, lr: 0.0000117, val loss: 40.26079, acc: 87.58000
Fri May 13 14:50:09 2022 Epoch 392, lr: 0.0000115, val loss: 40.13127, acc: 87.61000
Fri May 13 14:50:54 2022 Epoch 393, lr: 0.0000113, val loss: 40.23411, acc: 87.53000
Fri May 13 14:51:39 2022 Epoch 394, lr: 0.0000111, val loss: 40.22033, acc: 87.80000
Fri May 13 14:52:24 2022 Epoch 395, lr: 0.0000109, val loss: 40.29964, acc: 87.59000
Fri May 13 14:53:08 2022 Epoch 396, lr: 0.0000107, val loss: 39.98006, acc: 87.69000
Fri May 13 14:53:53 2022 Epoch 397, lr: 0.0000105, val loss: 40.57703, acc: 87.54000
Fri May 13 14:54:38 2022 Epoch 398, lr: 0.0000103, val loss: 40.38021, acc: 87.51000
Fri May 13 14:55:23 2022 Epoch 399, lr: 0.0000101, val loss: 40.38897, acc: 87.68000
Fri May 13 14:56:08 2022 Epoch 400, lr: 0.0000099, val loss: 39.98293, acc: 87.62000
Fri May 13 14:56:53 2022 Epoch 401, lr: 0.0000097, val loss: 39.82676, acc: 87.71000
Fri May 13 14:57:38 2022 Epoch 402, lr: 0.0000095, val loss: 39.93433, acc: 87.78000
Fri May 13 14:58:23 2022 Epoch 403, lr: 0.0000094, val loss: 40.10360, acc: 87.63000
Fri May 13 14:59:08 2022 Epoch 404, lr: 0.0000092, val loss: 39.82641, acc: 87.63000
Fri May 13 14:59:55 2022 Epoch 405, lr: 0.0000090, val loss: 39.42979, acc: 87.80000
Fri May 13 15:00:40 2022 Epoch 406, lr: 0.0000088, val loss: 39.30943, acc: 87.79000
Fri May 13 15:01:25 2022 Epoch 407, lr: 0.0000086, val loss: 40.00332, acc: 87.75000
Fri May 13 15:02:10 2022 Epoch 408, lr: 0.0000085, val loss: 40.26179, acc: 87.77000
Fri May 13 15:02:56 2022 Epoch 409, lr: 0.0000083, val loss: 40.31324, acc: 87.71000
Fri May 13 15:03:42 2022 Epoch 410, lr: 0.0000081, val loss: 39.93941, acc: 87.73000
Fri May 13 15:04:30 2022 Epoch 411, lr: 0.0000080, val loss: 39.77999, acc: 87.88000
Fri May 13 15:05:15 2022 Epoch 412, lr: 0.0000078, val loss: 39.74117, acc: 87.92000
Fri May 13 15:06:00 2022 Epoch 413, lr: 0.0000076, val loss: 39.64612, acc: 87.75000
Fri May 13 15:06:46 2022 Epoch 414, lr: 0.0000075, val loss: 40.16039, acc: 87.58000
Fri May 13 15:07:31 2022 Epoch 415, lr: 0.0000073, val loss: 40.23023, acc: 87.72000
Fri May 13 15:08:17 2022 Epoch 416, lr: 0.0000071, val loss: 39.94528, acc: 87.80000
Fri May 13 15:09:04 2022 Epoch 417, lr: 0.0000070, val loss: 40.07733, acc: 87.70000
Fri May 13 15:09:50 2022 Epoch 418, lr: 0.0000068, val loss: 39.87723, acc: 87.62000
Fri May 13 15:10:36 2022 Epoch 419, lr: 0.0000066, val loss: 40.24176, acc: 87.67000
Fri May 13 15:11:24 2022 Epoch 420, lr: 0.0000065, val loss: 39.22829, acc: 87.98000
Fri May 13 15:12:10 2022 Epoch 421, lr: 0.0000063, val loss: 40.12952, acc: 87.84000
Fri May 13 15:12:56 2022 Epoch 422, lr: 0.0000062, val loss: 40.30727, acc: 87.70000
Fri May 13 15:13:43 2022 Epoch 423, lr: 0.0000060, val loss: 40.37176, acc: 87.71000
Fri May 13 15:14:28 2022 Epoch 424, lr: 0.0000059, val loss: 40.11958, acc: 87.66000
Fri May 13 15:15:13 2022 Epoch 425, lr: 0.0000057, val loss: 40.31877, acc: 87.58000
Fri May 13 15:15:59 2022 Epoch 426, lr: 0.0000056, val loss: 40.19285, acc: 87.65000
Fri May 13 15:16:44 2022 Epoch 427, lr: 0.0000054, val loss: 39.87937, acc: 87.71000
Fri May 13 15:17:29 2022 Epoch 428, lr: 0.0000053, val loss: 40.29725, acc: 87.75000
Fri May 13 15:18:14 2022 Epoch 429, lr: 0.0000052, val loss: 40.17167, acc: 87.72000
Fri May 13 15:19:00 2022 Epoch 430, lr: 0.0000050, val loss: 40.07531, acc: 87.83000
Fri May 13 15:19:45 2022 Epoch 431, lr: 0.0000049, val loss: 40.28126, acc: 87.78000
Fri May 13 15:20:31 2022 Epoch 432, lr: 0.0000048, val loss: 40.30429, acc: 87.83000
Fri May 13 15:21:16 2022 Epoch 433, lr: 0.0000046, val loss: 40.04754, acc: 87.82000
Fri May 13 15:22:03 2022 Epoch 434, lr: 0.0000045, val loss: 39.89723, acc: 87.95000
Fri May 13 15:22:48 2022 Epoch 435, lr: 0.0000044, val loss: 40.05440, acc: 87.84000
Fri May 13 15:23:33 2022 Epoch 436, lr: 0.0000042, val loss: 40.16839, acc: 87.94000
Fri May 13 15:24:18 2022 Epoch 437, lr: 0.0000041, val loss: 39.86017, acc: 87.98000
Fri May 13 15:25:04 2022 Epoch 438, lr: 0.0000040, val loss: 40.44589, acc: 87.69000
Fri May 13 15:25:49 2022 Epoch 439, lr: 0.0000039, val loss: 40.25179, acc: 87.90000
Fri May 13 15:26:35 2022 Epoch 440, lr: 0.0000037, val loss: 40.00802, acc: 87.94000
Fri May 13 15:27:20 2022 Epoch 441, lr: 0.0000036, val loss: 40.16239, acc: 87.93000
Fri May 13 15:28:06 2022 Epoch 442, lr: 0.0000035, val loss: 40.15471, acc: 87.85000
Fri May 13 15:28:52 2022 Epoch 443, lr: 0.0000034, val loss: 40.34482, acc: 87.86000
Fri May 13 15:29:36 2022 Epoch 444, lr: 0.0000033, val loss: 39.93167, acc: 87.97000
Fri May 13 15:30:24 2022 Epoch 445, lr: 0.0000032, val loss: 39.62775, acc: 88.09000
Fri May 13 15:31:10 2022 Epoch 446, lr: 0.0000031, val loss: 39.90535, acc: 87.93000
Fri May 13 15:31:55 2022 Epoch 447, lr: 0.0000030, val loss: 39.81832, acc: 88.01000
Fri May 13 15:32:41 2022 Epoch 448, lr: 0.0000029, val loss: 39.73982, acc: 87.89000
Fri May 13 15:33:26 2022 Epoch 449, lr: 0.0000027, val loss: 39.70016, acc: 88.01000
Fri May 13 15:34:11 2022 Epoch 450, lr: 0.0000026, val loss: 39.95144, acc: 87.97000
Fri May 13 15:34:57 2022 Epoch 451, lr: 0.0000025, val loss: 39.64150, acc: 87.97000
Fri May 13 15:35:43 2022 Epoch 452, lr: 0.0000024, val loss: 39.84524, acc: 87.94000
Fri May 13 15:36:28 2022 Epoch 453, lr: 0.0000024, val loss: 40.02142, acc: 87.92000
Fri May 13 15:37:13 2022 Epoch 454, lr: 0.0000023, val loss: 40.01255, acc: 87.79000
Fri May 13 15:37:58 2022 Epoch 455, lr: 0.0000022, val loss: 39.86919, acc: 87.91000
Fri May 13 15:38:43 2022 Epoch 456, lr: 0.0000021, val loss: 39.92572, acc: 87.83000
Fri May 13 15:39:28 2022 Epoch 457, lr: 0.0000020, val loss: 39.86521, acc: 87.97000
Fri May 13 15:40:14 2022 Epoch 458, lr: 0.0000019, val loss: 39.75808, acc: 87.98000
Fri May 13 15:40:59 2022 Epoch 459, lr: 0.0000018, val loss: 39.81512, acc: 87.87000
Fri May 13 15:41:44 2022 Epoch 460, lr: 0.0000017, val loss: 40.09038, acc: 87.90000
Fri May 13 15:42:29 2022 Epoch 461, lr: 0.0000016, val loss: 39.96346, acc: 87.97000
Fri May 13 15:43:14 2022 Epoch 462, lr: 0.0000016, val loss: 39.91886, acc: 87.95000
Fri May 13 15:43:59 2022 Epoch 463, lr: 0.0000015, val loss: 39.90036, acc: 87.99000
Fri May 13 15:44:44 2022 Epoch 464, lr: 0.0000014, val loss: 39.91422, acc: 87.93000
Fri May 13 15:45:29 2022 Epoch 465, lr: 0.0000013, val loss: 39.98050, acc: 87.95000
Fri May 13 15:46:14 2022 Epoch 466, lr: 0.0000013, val loss: 40.00224, acc: 87.87000
Fri May 13 15:46:58 2022 Epoch 467, lr: 0.0000012, val loss: 39.97774, acc: 87.96000
Fri May 13 15:47:49 2022 Epoch 468, lr: 0.0000011, val loss: 39.93614, acc: 87.93000
Fri May 13 15:48:34 2022 Epoch 469, lr: 0.0000011, val loss: 39.88860, acc: 88.02000
Fri May 13 15:49:19 2022 Epoch 470, lr: 0.0000010, val loss: 39.90873, acc: 88.01000
Fri May 13 15:50:05 2022 Epoch 471, lr: 0.0000009, val loss: 39.94941, acc: 87.96000
Fri May 13 15:50:50 2022 Epoch 472, lr: 0.0000009, val loss: 39.92837, acc: 87.94000
Fri May 13 15:51:35 2022 Epoch 473, lr: 0.0000008, val loss: 39.98137, acc: 87.88000
Fri May 13 15:52:22 2022 Epoch 474, lr: 0.0000008, val loss: 39.91226, acc: 87.92000
Fri May 13 15:53:08 2022 Epoch 475, lr: 0.0000007, val loss: 39.94581, acc: 87.89000
Fri May 13 15:53:54 2022 Epoch 476, lr: 0.0000007, val loss: 39.90696, acc: 87.98000
Fri May 13 15:54:41 2022 Epoch 477, lr: 0.0000006, val loss: 39.85787, acc: 87.96000
Fri May 13 15:55:26 2022 Epoch 478, lr: 0.0000006, val loss: 39.95910, acc: 87.95000
Fri May 13 15:56:11 2022 Epoch 479, lr: 0.0000005, val loss: 39.92993, acc: 87.94000
Fri May 13 15:56:56 2022 Epoch 480, lr: 0.0000005, val loss: 40.00149, acc: 87.94000
Fri May 13 15:57:42 2022 Epoch 481, lr: 0.0000004, val loss: 39.98476, acc: 87.92000
Fri May 13 15:58:26 2022 Epoch 482, lr: 0.0000004, val loss: 39.92654, acc: 87.95000
Fri May 13 15:59:11 2022 Epoch 483, lr: 0.0000004, val loss: 39.90735, acc: 87.97000
Fri May 13 15:59:59 2022 Epoch 484, lr: 0.0000003, val loss: 39.85496, acc: 87.98000
Fri May 13 16:00:44 2022 Epoch 485, lr: 0.0000003, val loss: 39.92746, acc: 87.94000
Fri May 13 16:01:30 2022 Epoch 486, lr: 0.0000003, val loss: 39.94127, acc: 87.98000
Fri May 13 16:02:15 2022 Epoch 487, lr: 0.0000002, val loss: 39.94183, acc: 88.02000
Fri May 13 16:03:02 2022 Epoch 488, lr: 0.0000002, val loss: 39.91937, acc: 88.00000
Fri May 13 16:03:47 2022 Epoch 489, lr: 0.0000002, val loss: 39.98400, acc: 87.96000
Fri May 13 16:04:33 2022 Epoch 490, lr: 0.0000001, val loss: 39.99717, acc: 87.93000
Fri May 13 16:05:18 2022 Epoch 491, lr: 0.0000001, val loss: 39.99530, acc: 87.92000
Fri May 13 16:06:03 2022 Epoch 492, lr: 0.0000001, val loss: 39.97333, acc: 87.94000
Fri May 13 16:06:48 2022 Epoch 493, lr: 0.0000001, val loss: 39.96857, acc: 87.91000
Fri May 13 16:07:33 2022 Epoch 494, lr: 0.0000001, val loss: 39.97470, acc: 87.92000
Fri May 13 16:08:18 2022 Epoch 495, lr: 0.0000000, val loss: 39.98724, acc: 87.93000
Fri May 13 16:09:03 2022 Epoch 496, lr: 0.0000000, val loss: 39.99036, acc: 87.94000
Fri May 13 16:09:49 2022 Epoch 497, lr: 0.0000000, val loss: 39.99427, acc: 87.93000
Fri May 13 16:10:34 2022 Epoch 498, lr: 0.0000000, val loss: 39.99566, acc: 87.94000
Fri May 13 16:11:19 2022 Epoch 499, lr: 0.0000000, val loss: 39.99567, acc: 87.94000
