2025-09-24 00:56:43,490 - INFO - epoch: 0, lr: 1.000000e-01
2025-09-24 00:56:52,057 - INFO - Epoch train avg loss: 2.2198
2025-09-24 00:56:52,057 - INFO - Epoch train avg top1: 16.7000
2025-09-24 00:56:52,057 - INFO - Epoch train avg top5: 63.2000
2025-09-24 00:56:52,058 - INFO - train acc: 16.700000
2025-09-24 00:56:59,973 - INFO - Epoch valid avg loss: 2.3063
2025-09-24 00:56:59,973 - INFO - Epoch valid avg top1: 8.8000
2025-09-24 00:56:59,973 - INFO - Epoch valid avg top5: 46.6000
2025-09-24 00:56:59,973 - INFO - valid acc: 8.800000
2025-09-24 00:56:59,973 - INFO - epoch: 1, lr: 9.990134e-02
2025-09-24 00:57:08,475 - INFO - Epoch train avg loss: 2.0541
2025-09-24 00:57:08,475 - INFO - Epoch train avg top1: 22.2000
2025-09-24 00:57:08,475 - INFO - Epoch train avg top5: 77.5000
2025-09-24 00:57:08,475 - INFO - train acc: 22.200000
2025-09-24 00:57:16,383 - INFO - Epoch valid avg loss: 2.3242
2025-09-24 00:57:16,383 - INFO - Epoch valid avg top1: 8.8000
2025-09-24 00:57:16,383 - INFO - Epoch valid avg top5: 48.4000
2025-09-24 00:57:16,383 - INFO - valid acc: 8.800000
2025-09-24 00:57:16,383 - INFO - epoch: 2, lr: 9.960574e-02
2025-09-24 00:57:24,159 - INFO - Epoch train avg loss: 2.0525
2025-09-24 00:57:24,159 - INFO - Epoch train avg top1: 23.0000
2025-09-24 00:57:24,159 - INFO - Epoch train avg top5: 78.6000
2025-09-24 00:57:24,160 - INFO - train acc: 23.000000
2025-09-24 00:57:32,075 - INFO - Epoch valid avg loss: 2.3538
2025-09-24 00:57:32,075 - INFO - Epoch valid avg top1: 8.6000
2025-09-24 00:57:32,075 - INFO - Epoch valid avg top5: 53.2000
2025-09-24 00:57:32,075 - INFO - valid acc: 8.600000
2025-09-24 00:57:32,075 - INFO - epoch: 3, lr: 9.911436e-02
2025-09-24 00:57:40,016 - INFO - Epoch train avg loss: 2.0012
2025-09-24 00:57:40,016 - INFO - Epoch train avg top1: 26.8000
2025-09-24 00:57:40,017 - INFO - Epoch train avg top5: 79.7000
2025-09-24 00:57:40,017 - INFO - train acc: 26.800000
2025-09-24 00:57:47,876 - INFO - Epoch valid avg loss: 2.2977
2025-09-24 00:57:47,876 - INFO - Epoch valid avg top1: 9.6000
2025-09-24 00:57:47,876 - INFO - Epoch valid avg top5: 58.6000
2025-09-24 00:57:47,876 - INFO - valid acc: 9.600000
2025-09-24 00:57:47,876 - INFO - epoch: 4, lr: 9.842916e-02
2025-09-24 00:57:55,780 - INFO - Epoch train avg loss: 1.9573
2025-09-24 00:57:55,780 - INFO - Epoch train avg top1: 27.3000
2025-09-24 00:57:55,780 - INFO - Epoch train avg top5: 81.4000
2025-09-24 00:57:55,781 - INFO - train acc: 27.300000
2025-09-24 00:58:03,879 - INFO - Epoch valid avg loss: 2.2127
2025-09-24 00:58:03,879 - INFO - Epoch valid avg top1: 15.6000
2025-09-24 00:58:03,879 - INFO - Epoch valid avg top5: 70.0000
2025-09-24 00:58:03,879 - INFO - valid acc: 15.600000
2025-09-24 00:58:03,879 - INFO - epoch: 5, lr: 9.755283e-02
2025-09-24 00:58:11,812 - INFO - Epoch train avg loss: 1.9147
2025-09-24 00:58:11,812 - INFO - Epoch train avg top1: 29.4000
2025-09-24 00:58:11,812 - INFO - Epoch train avg top5: 82.9000
2025-09-24 00:58:11,813 - INFO - train acc: 29.400000
2025-09-24 00:58:19,705 - INFO - Epoch valid avg loss: 2.0889
2025-09-24 00:58:19,705 - INFO - Epoch valid avg top1: 20.0000
2025-09-24 00:58:19,705 - INFO - Epoch valid avg top5: 74.8000
2025-09-24 00:58:19,706 - INFO - valid acc: 20.000000
2025-09-24 00:58:19,706 - INFO - epoch: 6, lr: 9.648882e-02
2025-09-24 00:58:28,060 - INFO - Epoch train avg loss: 1.8350
2025-09-24 00:58:28,060 - INFO - Epoch train avg top1: 30.8000
2025-09-24 00:58:28,060 - INFO - Epoch train avg top5: 85.2000
2025-09-24 00:58:28,061 - INFO - train acc: 30.800000
2025-09-24 00:58:35,960 - INFO - Epoch valid avg loss: 2.0308
2025-09-24 00:58:35,960 - INFO - Epoch valid avg top1: 23.6000
2025-09-24 00:58:35,960 - INFO - Epoch valid avg top5: 79.8000
2025-09-24 00:58:35,961 - INFO - valid acc: 23.600000
2025-09-24 00:58:35,961 - INFO - epoch: 7, lr: 9.524135e-02
2025-09-24 00:58:44,074 - INFO - Epoch train avg loss: 1.8119
2025-09-24 00:58:44,074 - INFO - Epoch train avg top1: 33.0000
2025-09-24 00:58:44,074 - INFO - Epoch train avg top5: 85.8000
2025-09-24 00:58:44,075 - INFO - train acc: 33.000000
2025-09-24 00:58:51,907 - INFO - Epoch valid avg loss: 1.9968
2025-09-24 00:58:51,908 - INFO - Epoch valid avg top1: 29.4000
2025-09-24 00:58:51,908 - INFO - Epoch valid avg top5: 79.4000
2025-09-24 00:58:51,908 - INFO - valid acc: 29.400000
2025-09-24 00:58:51,908 - INFO - epoch: 8, lr: 9.381533e-02
2025-09-24 00:59:00,049 - INFO - Epoch train avg loss: 1.7869
2025-09-24 00:59:00,049 - INFO - Epoch train avg top1: 35.2000
2025-09-24 00:59:00,049 - INFO - Epoch train avg top5: 86.0000
2025-09-24 00:59:00,050 - INFO - train acc: 35.200000
2025-09-24 00:59:07,603 - INFO - Epoch valid avg loss: 1.9930
2025-09-24 00:59:07,603 - INFO - Epoch valid avg top1: 30.2000
2025-09-24 00:59:07,603 - INFO - Epoch valid avg top5: 75.6000
2025-09-24 00:59:07,603 - INFO - valid acc: 30.200000
2025-09-24 00:59:07,603 - INFO - epoch: 9, lr: 9.221640e-02
2025-09-24 00:59:15,435 - INFO - Epoch train avg loss: 1.7905
2025-09-24 00:59:15,435 - INFO - Epoch train avg top1: 33.8000
2025-09-24 00:59:15,436 - INFO - Epoch train avg top5: 87.8000
2025-09-24 00:59:15,436 - INFO - train acc: 33.800000
2025-09-24 00:59:22,978 - INFO - Epoch valid avg loss: 2.2333
2025-09-24 00:59:22,978 - INFO - Epoch valid avg top1: 24.2000
2025-09-24 00:59:22,978 - INFO - Epoch valid avg top5: 77.0000
2025-09-24 00:59:22,979 - INFO - valid acc: 24.200000
2025-09-24 00:59:22,979 - INFO - epoch: 10, lr: 9.045085e-02
2025-09-24 00:59:31,489 - INFO - Epoch train avg loss: 1.7964
2025-09-24 00:59:31,489 - INFO - Epoch train avg top1: 34.9000
2025-09-24 00:59:31,490 - INFO - Epoch train avg top5: 84.8000
2025-09-24 00:59:31,490 - INFO - train acc: 34.900000
2025-09-24 00:59:39,286 - INFO - Epoch valid avg loss: 2.1040
2025-09-24 00:59:39,286 - INFO - Epoch valid avg top1: 26.2000
2025-09-24 00:59:39,287 - INFO - Epoch valid avg top5: 77.8000
2025-09-24 00:59:39,287 - INFO - valid acc: 26.200000
2025-09-24 00:59:39,287 - INFO - epoch: 11, lr: 8.852566e-02
2025-09-24 00:59:47,408 - INFO - Epoch train avg loss: 1.7129
2025-09-24 00:59:47,408 - INFO - Epoch train avg top1: 37.8000
2025-09-24 00:59:47,408 - INFO - Epoch train avg top5: 88.7000
2025-09-24 00:59:47,408 - INFO - train acc: 37.800000
2025-09-24 00:59:55,326 - INFO - Epoch valid avg loss: 2.1196
2025-09-24 00:59:55,326 - INFO - Epoch valid avg top1: 25.4000
2025-09-24 00:59:55,326 - INFO - Epoch valid avg top5: 83.0000
2025-09-24 00:59:55,326 - INFO - valid acc: 25.400000
2025-09-24 00:59:55,326 - INFO - epoch: 12, lr: 8.644843e-02
2025-09-24 01:00:03,500 - INFO - Epoch train avg loss: 1.6921
2025-09-24 01:00:03,500 - INFO - Epoch train avg top1: 38.4000
2025-09-24 01:00:03,500 - INFO - Epoch train avg top5: 89.8000
2025-09-24 01:00:03,500 - INFO - train acc: 38.400000
2025-09-24 01:00:11,433 - INFO - Epoch valid avg loss: 1.8874
2025-09-24 01:00:11,433 - INFO - Epoch valid avg top1: 31.2000
2025-09-24 01:00:11,433 - INFO - Epoch valid avg top5: 84.2000
2025-09-24 01:00:11,434 - INFO - valid acc: 31.200000
2025-09-24 01:00:11,434 - INFO - epoch: 13, lr: 8.422736e-02
2025-09-24 01:00:19,336 - INFO - Epoch train avg loss: 1.6770
2025-09-24 01:00:19,336 - INFO - Epoch train avg top1: 37.7000
2025-09-24 01:00:19,336 - INFO - Epoch train avg top5: 87.9000
2025-09-24 01:00:19,337 - INFO - train acc: 37.700000
2025-09-24 01:00:27,056 - INFO - Epoch valid avg loss: 1.9160
2025-09-24 01:00:27,056 - INFO - Epoch valid avg top1: 30.6000
2025-09-24 01:00:27,056 - INFO - Epoch valid avg top5: 83.8000
2025-09-24 01:00:27,056 - INFO - valid acc: 30.600000
2025-09-24 01:00:27,056 - INFO - epoch: 14, lr: 8.187120e-02
2025-09-24 01:00:34,972 - INFO - Epoch train avg loss: 1.6493
2025-09-24 01:00:34,972 - INFO - Epoch train avg top1: 39.7000
2025-09-24 01:00:34,972 - INFO - Epoch train avg top5: 89.2000
2025-09-24 01:00:34,972 - INFO - train acc: 39.700000
2025-09-24 01:00:42,563 - INFO - Epoch valid avg loss: 2.1126
2025-09-24 01:00:42,563 - INFO - Epoch valid avg top1: 25.8000
2025-09-24 01:00:42,563 - INFO - Epoch valid avg top5: 80.0000
2025-09-24 01:00:42,563 - INFO - valid acc: 25.800000
2025-09-24 01:00:42,563 - INFO - epoch: 15, lr: 7.938926e-02
2025-09-24 01:00:50,459 - INFO - Epoch train avg loss: 1.6346
2025-09-24 01:00:50,459 - INFO - Epoch train avg top1: 38.4000
2025-09-24 01:00:50,459 - INFO - Epoch train avg top5: 89.9000
2025-09-24 01:00:50,460 - INFO - train acc: 38.400000
2025-09-24 01:00:58,273 - INFO - Epoch valid avg loss: 2.5457
2025-09-24 01:00:58,273 - INFO - Epoch valid avg top1: 22.4000
2025-09-24 01:00:58,273 - INFO - Epoch valid avg top5: 74.4000
2025-09-24 01:00:58,274 - INFO - valid acc: 22.400000
2025-09-24 01:00:58,274 - INFO - epoch: 16, lr: 7.679134e-02
2025-09-24 01:01:06,143 - INFO - Epoch train avg loss: 1.6317
2025-09-24 01:01:06,143 - INFO - Epoch train avg top1: 40.9000
2025-09-24 01:01:06,143 - INFO - Epoch train avg top5: 90.3000
2025-09-24 01:01:06,143 - INFO - train acc: 40.900000
2025-09-24 01:01:13,990 - INFO - Epoch valid avg loss: 2.5351
2025-09-24 01:01:13,990 - INFO - Epoch valid avg top1: 20.2000
2025-09-24 01:01:13,990 - INFO - Epoch valid avg top5: 71.2000
2025-09-24 01:01:13,991 - INFO - valid acc: 20.200000
2025-09-24 01:01:13,991 - INFO - epoch: 17, lr: 7.408768e-02
2025-09-24 01:01:22,349 - INFO - Epoch train avg loss: 1.5727
2025-09-24 01:01:22,349 - INFO - Epoch train avg top1: 40.8000
2025-09-24 01:01:22,349 - INFO - Epoch train avg top5: 91.1000
2025-09-24 01:01:22,349 - INFO - train acc: 40.800000
2025-09-24 01:01:30,411 - INFO - Epoch valid avg loss: 2.1556
2025-09-24 01:01:30,411 - INFO - Epoch valid avg top1: 23.2000
2025-09-24 01:01:30,412 - INFO - Epoch valid avg top5: 80.4000
2025-09-24 01:01:30,412 - INFO - valid acc: 23.200000
2025-09-24 01:01:30,412 - INFO - epoch: 18, lr: 7.128896e-02
2025-09-24 01:01:38,557 - INFO - Epoch train avg loss: 1.5312
2025-09-24 01:01:38,557 - INFO - Epoch train avg top1: 43.5000
2025-09-24 01:01:38,557 - INFO - Epoch train avg top5: 91.3000
2025-09-24 01:01:38,557 - INFO - train acc: 43.500000
2025-09-24 01:01:46,526 - INFO - Epoch valid avg loss: 2.0209
2025-09-24 01:01:46,526 - INFO - Epoch valid avg top1: 30.2000
2025-09-24 01:01:46,526 - INFO - Epoch valid avg top5: 79.8000
2025-09-24 01:01:46,526 - INFO - valid acc: 30.200000
2025-09-24 01:01:46,526 - INFO - epoch: 19, lr: 6.840623e-02
2025-09-24 01:01:54,624 - INFO - Epoch train avg loss: 1.5670
2025-09-24 01:01:54,624 - INFO - Epoch train avg top1: 42.5000
2025-09-24 01:01:54,624 - INFO - Epoch train avg top5: 90.9000
2025-09-24 01:01:54,625 - INFO - train acc: 42.500000
2025-09-24 01:02:02,433 - INFO - Epoch valid avg loss: 1.8158
2025-09-24 01:02:02,433 - INFO - Epoch valid avg top1: 34.4000
2025-09-24 01:02:02,433 - INFO - Epoch valid avg top5: 84.4000
2025-09-24 01:02:02,434 - INFO - valid acc: 34.400000
2025-09-24 01:02:02,434 - INFO - epoch: 20, lr: 6.545085e-02
2025-09-24 01:02:10,356 - INFO - Epoch train avg loss: 1.5103
2025-09-24 01:02:10,356 - INFO - Epoch train avg top1: 45.3000
2025-09-24 01:02:10,356 - INFO - Epoch train avg top5: 90.8000
2025-09-24 01:02:10,357 - INFO - train acc: 45.300000
2025-09-24 01:02:18,130 - INFO - Epoch valid avg loss: 1.7917
2025-09-24 01:02:18,130 - INFO - Epoch valid avg top1: 34.6000
2025-09-24 01:02:18,130 - INFO - Epoch valid avg top5: 83.2000
2025-09-24 01:02:18,130 - INFO - valid acc: 34.600000
2025-09-24 01:02:18,131 - INFO - epoch: 21, lr: 6.243449e-02
2025-09-24 01:02:26,075 - INFO - Epoch train avg loss: 1.5243
2025-09-24 01:02:26,076 - INFO - Epoch train avg top1: 43.0000
2025-09-24 01:02:26,076 - INFO - Epoch train avg top5: 90.5000
2025-09-24 01:02:26,076 - INFO - train acc: 43.000000
2025-09-24 01:02:33,845 - INFO - Epoch valid avg loss: 2.3609
2025-09-24 01:02:33,845 - INFO - Epoch valid avg top1: 26.8000
2025-09-24 01:02:33,845 - INFO - Epoch valid avg top5: 74.6000
2025-09-24 01:02:33,845 - INFO - valid acc: 26.800000
2025-09-24 01:02:33,845 - INFO - epoch: 22, lr: 5.936907e-02
2025-09-24 01:02:41,783 - INFO - Epoch train avg loss: 1.4920
2025-09-24 01:02:41,783 - INFO - Epoch train avg top1: 44.9000
2025-09-24 01:02:41,783 - INFO - Epoch train avg top5: 91.9000
2025-09-24 01:02:41,784 - INFO - train acc: 44.900000
2025-09-24 01:02:49,466 - INFO - Epoch valid avg loss: 1.7792
2025-09-24 01:02:49,466 - INFO - Epoch valid avg top1: 36.4000
2025-09-24 01:02:49,466 - INFO - Epoch valid avg top5: 86.2000
2025-09-24 01:02:49,466 - INFO - valid acc: 36.400000
2025-09-24 01:02:49,466 - INFO - epoch: 23, lr: 5.626666e-02
2025-09-24 01:02:57,456 - INFO - Epoch train avg loss: 1.4029
2025-09-24 01:02:57,456 - INFO - Epoch train avg top1: 48.0000
2025-09-24 01:02:57,456 - INFO - Epoch train avg top5: 93.9000
2025-09-24 01:02:57,457 - INFO - train acc: 48.000000
2025-09-24 01:03:05,357 - INFO - Epoch valid avg loss: 1.9450
2025-09-24 01:03:05,357 - INFO - Epoch valid avg top1: 32.8000
2025-09-24 01:03:05,357 - INFO - Epoch valid avg top5: 84.2000
2025-09-24 01:03:05,357 - INFO - valid acc: 32.800000
2025-09-24 01:03:05,357 - INFO - epoch: 24, lr: 5.313953e-02
2025-09-24 01:03:13,293 - INFO - Epoch train avg loss: 1.4572
2025-09-24 01:03:13,293 - INFO - Epoch train avg top1: 48.1000
2025-09-24 01:03:13,293 - INFO - Epoch train avg top5: 91.4000
2025-09-24 01:03:13,293 - INFO - train acc: 48.100000
2025-09-24 01:03:21,121 - INFO - Epoch valid avg loss: 3.1278
2025-09-24 01:03:21,121 - INFO - Epoch valid avg top1: 21.8000
2025-09-24 01:03:21,121 - INFO - Epoch valid avg top5: 75.0000
2025-09-24 01:03:21,121 - INFO - valid acc: 21.800000
2025-09-24 01:03:21,121 - INFO - epoch: 25, lr: 5.000000e-02
2025-09-24 01:03:28,943 - INFO - Epoch train avg loss: 1.4352
2025-09-24 01:03:28,943 - INFO - Epoch train avg top1: 48.2000
2025-09-24 01:03:28,943 - INFO - Epoch train avg top5: 92.7000
2025-09-24 01:03:28,944 - INFO - train acc: 48.200000
2025-09-24 01:03:36,631 - INFO - Epoch valid avg loss: 1.9737
2025-09-24 01:03:36,631 - INFO - Epoch valid avg top1: 34.0000
2025-09-24 01:03:36,631 - INFO - Epoch valid avg top5: 83.2000
2025-09-24 01:03:36,631 - INFO - valid acc: 34.000000
2025-09-24 01:03:36,631 - INFO - epoch: 26, lr: 4.686047e-02
2025-09-24 01:03:44,525 - INFO - Epoch train avg loss: 1.3948
2025-09-24 01:03:44,525 - INFO - Epoch train avg top1: 49.1000
2025-09-24 01:03:44,525 - INFO - Epoch train avg top5: 93.4000
2025-09-24 01:03:44,525 - INFO - train acc: 49.100000
2025-09-24 01:03:52,354 - INFO - Epoch valid avg loss: 1.9133
2025-09-24 01:03:52,354 - INFO - Epoch valid avg top1: 34.2000
2025-09-24 01:03:52,354 - INFO - Epoch valid avg top5: 84.0000
2025-09-24 01:03:52,354 - INFO - valid acc: 34.200000
2025-09-24 01:03:52,354 - INFO - epoch: 27, lr: 4.373334e-02
2025-09-24 01:04:00,509 - INFO - Epoch train avg loss: 1.4124
2025-09-24 01:04:00,509 - INFO - Epoch train avg top1: 47.7000
2025-09-24 01:04:00,509 - INFO - Epoch train avg top5: 92.6000
2025-09-24 01:04:00,510 - INFO - train acc: 47.700000
2025-09-24 01:04:08,397 - INFO - Epoch valid avg loss: 1.8916
2025-09-24 01:04:08,397 - INFO - Epoch valid avg top1: 37.6000
2025-09-24 01:04:08,397 - INFO - Epoch valid avg top5: 86.8000
2025-09-24 01:04:08,397 - INFO - valid acc: 37.600000
2025-09-24 01:04:08,397 - INFO - epoch: 28, lr: 4.063093e-02
2025-09-24 01:04:16,547 - INFO - Epoch train avg loss: 1.3646
2025-09-24 01:04:16,547 - INFO - Epoch train avg top1: 49.5000
2025-09-24 01:04:16,547 - INFO - Epoch train avg top5: 93.6000
2025-09-24 01:04:16,547 - INFO - train acc: 49.500000
2025-09-24 01:04:24,383 - INFO - Epoch valid avg loss: 2.0867
2025-09-24 01:04:24,383 - INFO - Epoch valid avg top1: 31.6000
2025-09-24 01:04:24,383 - INFO - Epoch valid avg top5: 82.0000
2025-09-24 01:04:24,384 - INFO - valid acc: 31.600000
2025-09-24 01:04:24,384 - INFO - epoch: 29, lr: 3.756551e-02
2025-09-24 01:04:32,317 - INFO - Epoch train avg loss: 1.3621
2025-09-24 01:04:32,317 - INFO - Epoch train avg top1: 50.7000
2025-09-24 01:04:32,317 - INFO - Epoch train avg top5: 93.3000
2025-09-24 01:04:32,318 - INFO - train acc: 50.700000
2025-09-24 01:04:40,173 - INFO - Epoch valid avg loss: 1.8320
2025-09-24 01:04:40,173 - INFO - Epoch valid avg top1: 38.6000
2025-09-24 01:04:40,173 - INFO - Epoch valid avg top5: 89.4000
2025-09-24 01:04:40,174 - INFO - valid acc: 38.600000
2025-09-24 01:04:40,174 - INFO - epoch: 30, lr: 3.454915e-02
2025-09-24 01:04:48,074 - INFO - Epoch train avg loss: 1.3186
2025-09-24 01:04:48,074 - INFO - Epoch train avg top1: 53.3000
2025-09-24 01:04:48,074 - INFO - Epoch train avg top5: 93.2000
2025-09-24 01:04:48,075 - INFO - train acc: 53.300000
2025-09-24 01:04:55,860 - INFO - Epoch valid avg loss: 1.6965
2025-09-24 01:04:55,860 - INFO - Epoch valid avg top1: 38.2000
2025-09-24 01:04:55,860 - INFO - Epoch valid avg top5: 91.0000
2025-09-24 01:04:55,861 - INFO - valid acc: 38.200000
2025-09-24 01:04:55,861 - INFO - epoch: 31, lr: 3.159377e-02
2025-09-24 01:05:03,695 - INFO - Epoch train avg loss: 1.3079
2025-09-24 01:05:03,695 - INFO - Epoch train avg top1: 50.4000
2025-09-24 01:05:03,695 - INFO - Epoch train avg top5: 95.1000
2025-09-24 01:05:03,695 - INFO - train acc: 50.400000
2025-09-24 01:05:11,558 - INFO - Epoch valid avg loss: 1.7192
2025-09-24 01:05:11,558 - INFO - Epoch valid avg top1: 37.4000
2025-09-24 01:05:11,558 - INFO - Epoch valid avg top5: 90.8000
2025-09-24 01:05:11,558 - INFO - valid acc: 37.400000
2025-09-24 01:05:11,558 - INFO - epoch: 32, lr: 2.871104e-02
2025-09-24 01:05:19,544 - INFO - Epoch train avg loss: 1.3276
2025-09-24 01:05:19,544 - INFO - Epoch train avg top1: 53.1000
2025-09-24 01:05:19,544 - INFO - Epoch train avg top5: 94.4000
2025-09-24 01:05:19,545 - INFO - train acc: 53.100000
2025-09-24 01:05:27,425 - INFO - Epoch valid avg loss: 1.8418
2025-09-24 01:05:27,425 - INFO - Epoch valid avg top1: 34.8000
2025-09-24 01:05:27,425 - INFO - Epoch valid avg top5: 85.8000
2025-09-24 01:05:27,426 - INFO - valid acc: 34.800000
2025-09-24 01:05:27,426 - INFO - epoch: 33, lr: 2.591232e-02
2025-09-24 01:05:35,419 - INFO - Epoch train avg loss: 1.2618
2025-09-24 01:05:35,419 - INFO - Epoch train avg top1: 53.3000
2025-09-24 01:05:35,419 - INFO - Epoch train avg top5: 94.8000
2025-09-24 01:05:35,419 - INFO - train acc: 53.300000
2025-09-24 01:05:43,297 - INFO - Epoch valid avg loss: 1.8291
2025-09-24 01:05:43,297 - INFO - Epoch valid avg top1: 37.0000
2025-09-24 01:05:43,297 - INFO - Epoch valid avg top5: 87.4000
2025-09-24 01:05:43,298 - INFO - valid acc: 37.000000
2025-09-24 01:05:43,298 - INFO - epoch: 34, lr: 2.320866e-02
2025-09-24 01:05:51,246 - INFO - Epoch train avg loss: 1.2930
2025-09-24 01:05:51,246 - INFO - Epoch train avg top1: 53.9000
2025-09-24 01:05:51,246 - INFO - Epoch train avg top5: 94.9000
2025-09-24 01:05:51,246 - INFO - train acc: 53.900000
2025-09-24 01:05:58,744 - INFO - Epoch valid avg loss: 1.9483
2025-09-24 01:05:58,744 - INFO - Epoch valid avg top1: 36.6000
2025-09-24 01:05:58,744 - INFO - Epoch valid avg top5: 86.8000
2025-09-24 01:05:58,744 - INFO - valid acc: 36.600000
2025-09-24 01:05:58,744 - INFO - epoch: 35, lr: 2.061074e-02
2025-09-24 01:06:06,606 - INFO - Epoch train avg loss: 1.2433
2025-09-24 01:06:06,606 - INFO - Epoch train avg top1: 54.9000
2025-09-24 01:06:06,606 - INFO - Epoch train avg top5: 95.8000
2025-09-24 01:06:06,606 - INFO - train acc: 54.900000
2025-09-24 01:06:14,156 - INFO - Epoch valid avg loss: 1.8677
2025-09-24 01:06:14,156 - INFO - Epoch valid avg top1: 36.2000
2025-09-24 01:06:14,156 - INFO - Epoch valid avg top5: 88.4000
2025-09-24 01:06:14,156 - INFO - valid acc: 36.200000
2025-09-24 01:06:14,157 - INFO - epoch: 36, lr: 1.812880e-02
2025-09-24 01:06:22,132 - INFO - Epoch train avg loss: 1.2490
2025-09-24 01:06:22,132 - INFO - Epoch train avg top1: 53.9000
2025-09-24 01:06:22,132 - INFO - Epoch train avg top5: 94.9000
2025-09-24 01:06:22,134 - INFO - train acc: 53.900000
2025-09-24 01:06:30,320 - INFO - Epoch valid avg loss: 1.6729
2025-09-24 01:06:30,320 - INFO - Epoch valid avg top1: 40.4000
2025-09-24 01:06:30,321 - INFO - Epoch valid avg top5: 89.2000
2025-09-24 01:06:30,321 - INFO - valid acc: 40.400000
2025-09-24 01:06:30,321 - INFO - epoch: 37, lr: 1.577264e-02
2025-09-24 01:06:38,492 - INFO - Epoch train avg loss: 1.1880
2025-09-24 01:06:38,492 - INFO - Epoch train avg top1: 55.8000
2025-09-24 01:06:38,492 - INFO - Epoch train avg top5: 95.6000
2025-09-24 01:06:38,493 - INFO - train acc: 55.800000
2025-09-24 01:06:46,557 - INFO - Epoch valid avg loss: 1.7472
2025-09-24 01:06:46,557 - INFO - Epoch valid avg top1: 38.8000
2025-09-24 01:06:46,557 - INFO - Epoch valid avg top5: 87.6000
2025-09-24 01:06:46,557 - INFO - valid acc: 38.800000
2025-09-24 01:06:46,557 - INFO - epoch: 38, lr: 1.355157e-02
2025-09-24 01:06:54,544 - INFO - Epoch train avg loss: 1.1697
2025-09-24 01:06:54,545 - INFO - Epoch train avg top1: 57.3000
2025-09-24 01:06:54,545 - INFO - Epoch train avg top5: 96.0000
2025-09-24 01:06:54,545 - INFO - train acc: 57.300000
2025-09-24 01:07:02,112 - INFO - Epoch valid avg loss: 1.6331
2025-09-24 01:07:02,112 - INFO - Epoch valid avg top1: 43.0000
2025-09-24 01:07:02,112 - INFO - Epoch valid avg top5: 92.0000
2025-09-24 01:07:02,112 - INFO - valid acc: 43.000000
2025-09-24 01:07:02,112 - INFO - epoch: 39, lr: 1.147434e-02
2025-09-24 01:07:10,218 - INFO - Epoch train avg loss: 1.1830
2025-09-24 01:07:10,218 - INFO - Epoch train avg top1: 56.7000
2025-09-24 01:07:10,219 - INFO - Epoch train avg top5: 95.6000
2025-09-24 01:07:10,219 - INFO - train acc: 56.700000
2025-09-24 01:07:17,718 - INFO - Epoch valid avg loss: 1.6797
2025-09-24 01:07:17,718 - INFO - Epoch valid avg top1: 42.6000
2025-09-24 01:07:17,718 - INFO - Epoch valid avg top5: 88.6000
2025-09-24 01:07:17,718 - INFO - valid acc: 42.600000
2025-09-24 01:07:17,718 - INFO - epoch: 40, lr: 9.549150e-03
2025-09-24 01:07:25,598 - INFO - Epoch train avg loss: 1.1501
2025-09-24 01:07:25,598 - INFO - Epoch train avg top1: 58.5000
2025-09-24 01:07:25,598 - INFO - Epoch train avg top5: 96.7000
2025-09-24 01:07:25,599 - INFO - train acc: 58.500000
2025-09-24 01:07:33,490 - INFO - Epoch valid avg loss: 1.6371
2025-09-24 01:07:33,490 - INFO - Epoch valid avg top1: 40.6000
2025-09-24 01:07:33,490 - INFO - Epoch valid avg top5: 90.8000
2025-09-24 01:07:33,490 - INFO - valid acc: 40.600000
2025-09-24 01:07:58,673 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.9598 | MoM=+0.9045 | IQRfreq=+0.0000 | ROSE=+0.6332
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.7081 | MoM=-0.9045 | IQRfreq=+0.0000 | ROSE=-0.6332
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.2203 | MoM=-0.3941 | IQRfreq=+0.2000 | ROSE=-0.2158
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_0_3   | mean(z)=+0.6985 | MoM=+1.2127 | IQRfreq=+0.0000 | ROSE=+0.8489
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.2300 | MoM=+0.3015 | IQRfreq=+0.0000 | ROSE=+0.2111
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.1761 | MoM=-0.2265 | IQRfreq=+0.0000 | ROSE=-0.1585
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_1_1   | mean(z)=+0.1757 | MoM=+0.1936 | IQRfreq=+0.0000 | ROSE=+0.1355
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_1_2   | mean(z)=-0.7120 | MoM=-0.7863 | IQRfreq=+0.0000 | ROSE=-0.5504
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.4920 | MoM=+1.4326 | IQRfreq=+0.0000 | ROSE=+1.0029
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_1_4   | mean(z)=+0.0443 | MoM=-0.2710 | IQRfreq=+0.0000 | ROSE=-0.1897
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_2_0   | mean(z)=-1.2090 | MoM=-0.4121 | IQRfreq=-0.2000 | ROSE=-0.3485
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_2_1   | mean(z)=+0.0192 | MoM=+0.0000 | IQRfreq=+0.0000 | ROSE=+0.0000
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_2_2   | mean(z)=-0.6806 | MoM=-0.9879 | IQRfreq=+0.0000 | ROSE=-0.6915
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.5109 | MoM=+1.0690 | IQRfreq=+0.0000 | ROSE=+0.7483
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_2_4   | mean(z)=+0.1505 | MoM=+0.5345 | IQRfreq=+0.0000 | ROSE=+0.3742
2025-09-24 01:07:58,674 - INFO - [DIAG] op=normal_3_0   | mean(z)=-0.2248 | MoM=-0.3208 | IQRfreq=+0.0000 | ROSE=-0.2245
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.7971 | MoM=+1.0435 | IQRfreq=+0.0000 | ROSE=+0.7304
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.9956 | MoM=-0.8835 | IQRfreq=+0.0000 | ROSE=-0.6184
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_3_3   | mean(z)=-0.1905 | MoM=-0.3824 | IQRfreq=+0.0000 | ROSE=-0.2677
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_3_4   | mean(z)=+0.3890 | MoM=+0.4472 | IQRfreq=+0.0000 | ROSE=+0.3130
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_4_0   | mean(z)=-1.1477 | MoM=-0.1690 | IQRfreq=-0.2000 | ROSE=-0.1783
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_4_1   | mean(z)=+0.1087 | MoM=+0.5071 | IQRfreq=+0.0000 | ROSE=+0.3550
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.0448 | MoM=-0.3656 | IQRfreq=+0.0000 | ROSE=-0.2559
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.2939 | MoM=+1.1832 | IQRfreq=+0.0000 | ROSE=+0.8283
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.3578 | MoM=-0.1741 | IQRfreq=-0.2000 | ROSE=-0.1819
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_5_0   | mean(z)=-1.8353 | MoM=-1.2603 | IQRfreq=+0.0000 | ROSE=-0.8822
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.7260 | MoM=-0.9045 | IQRfreq=+0.2000 | ROSE=-0.5732
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_5_2   | mean(z)=+0.5017 | MoM=+0.3015 | IQRfreq=+0.0000 | ROSE=+0.2111
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_5_3   | mean(z)=+1.0809 | MoM=+1.4606 | IQRfreq=-0.2000 | ROSE=+0.9624
2025-09-24 01:07:58,675 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.8566 | MoM=-0.9045 | IQRfreq=+0.0000 | ROSE=-0.6332
2025-09-24 01:07:59,561 - INFO - normal estimation values:
[[ 0.63317376 -0.63317376 -0.21583861  0.84887475  0.21105795]
 [-0.15851879  0.13552053 -0.5504335   1.002852   -0.18972874]
 [-0.3484572   0.         -0.6915148   0.7483314   0.3741657 ]
 [-0.2245251   0.73044884 -0.6184165  -0.26765168  0.3130495 ]
 [-0.1783216   0.35496476 -0.25594535  0.82825106 -0.18185437]
 [-0.88217646 -0.5731739   0.21105795  0.9624154  -0.63317376]]
2025-09-24 01:07:59,564 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.0433, -0.0473, -0.0169,  0.0593,  0.0131],
        [-0.0129,  0.0093, -0.0406,  0.0708, -0.0155],
        [-0.0276, -0.0023, -0.0509,  0.0529,  0.0244],
        [-0.0187,  0.0512, -0.0458, -0.0202,  0.0208],
        [-0.0150,  0.0259, -0.0195,  0.0579, -0.0151],
        [-0.0661, -0.0421,  0.0146,  0.0668, -0.0485]], device='cuda:0')
2025-09-24 01:07:59,564 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('skip_connect', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:07:59,610 - INFO - epoch: 41, lr: 7.783604e-03
2025-09-24 01:08:07,411 - INFO - Epoch train avg loss: 1.1290
2025-09-24 01:08:07,411 - INFO - Epoch train avg top1: 58.6000
2025-09-24 01:08:07,411 - INFO - Epoch train avg top5: 96.5000
2025-09-24 01:08:07,411 - INFO - train acc: 58.600000
2025-09-24 01:08:14,931 - INFO - Epoch valid avg loss: 1.6704
2025-09-24 01:08:14,931 - INFO - Epoch valid avg top1: 43.8000
2025-09-24 01:08:14,931 - INFO - Epoch valid avg top5: 90.4000
2025-09-24 01:08:14,932 - INFO - valid acc: 43.800000
2025-09-24 01:08:31,160 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_0_0   | mean(z)=-0.3783 | MoM=+0.5974 | IQRfreq=-0.2000 | ROSE=+0.3582
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.3208 | MoM=-0.6220 | IQRfreq=+0.0000 | ROSE=-0.4354
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.1386 | MoM=+0.2294 | IQRfreq=+0.0000 | ROSE=+0.1606
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_0_3   | mean(z)=+0.2815 | MoM=+1.4664 | IQRfreq=+0.0000 | ROSE=+1.0265
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.1779 | MoM=+0.1098 | IQRfreq=+0.0000 | ROSE=+0.0768
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.0754 | MoM=-0.4003 | IQRfreq=+0.0000 | ROSE=-0.2802
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.0433 | MoM=+0.3086 | IQRfreq=-0.2000 | ROSE=+0.1560
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_1_2   | mean(z)=-0.9893 | MoM=-1.4194 | IQRfreq=+0.0000 | ROSE=-0.9935
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.9652 | MoM=+1.2344 | IQRfreq=+0.0000 | ROSE=+0.8641
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_1_4   | mean(z)=+0.0674 | MoM=+0.0000 | IQRfreq=+0.0000 | ROSE=+0.0000
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.8237 | MoM=-1.4269 | IQRfreq=+0.0000 | ROSE=-0.9989
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.4464 | MoM=-0.8283 | IQRfreq=+0.2000 | ROSE=-0.5198
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_2_2   | mean(z)=-0.2590 | MoM=-0.2828 | IQRfreq=+0.0000 | ROSE=-0.1980
2025-09-24 01:08:31,160 - INFO - [DIAG] op=normal_2_3   | mean(z)=+1.0074 | MoM=+1.6206 | IQRfreq=-0.2000 | ROSE=+1.0744
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_2_4   | mean(z)=-0.3020 | MoM=-0.5657 | IQRfreq=+0.2000 | ROSE=-0.3360
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.2693 | MoM=-1.0690 | IQRfreq=+0.0000 | ROSE=-0.7483
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.2476 | MoM=+0.8165 | IQRfreq=+0.0000 | ROSE=+0.5715
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.3115 | MoM=-0.3015 | IQRfreq=+0.0000 | ROSE=-0.2111
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_3_3   | mean(z)=-0.1167 | MoM=+0.0000 | IQRfreq=+0.0000 | ROSE=+0.0000
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_3_4   | mean(z)=+0.1806 | MoM=+0.5657 | IQRfreq=+0.0000 | ROSE=+0.3960
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.0381 | MoM=+0.4062 | IQRfreq=+0.0000 | ROSE=+0.2843
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.5222 | MoM=-0.6769 | IQRfreq=+0.0000 | ROSE=-0.4739
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.1855 | MoM=-0.8575 | IQRfreq=+0.0000 | ROSE=-0.6002
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_4_3   | mean(z)=+1.1574 | MoM=+1.3950 | IQRfreq=-0.2000 | ROSE=+0.9165
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.4496 | MoM=-0.2325 | IQRfreq=-0.2000 | ROSE=-0.2227
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.6203 | MoM=-0.6789 | IQRfreq=+0.0000 | ROSE=-0.4752
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.2270 | MoM=-0.3464 | IQRfreq=+0.0000 | ROSE=-0.2425
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_5_2   | mean(z)=-0.3317 | MoM=-0.6789 | IQRfreq=+0.0000 | ROSE=-0.4752
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_5_3   | mean(z)=+1.2469 | MoM=+1.6784 | IQRfreq=+0.0000 | ROSE=+1.1749
2025-09-24 01:08:31,161 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.6883 | MoM=-0.6789 | IQRfreq=+0.0000 | ROSE=-0.4752
2025-09-24 01:08:32,094 - INFO - normal estimation values:
[[ 0.35820657 -0.43539822  0.160591    1.026507    0.07683498]
 [-0.28023168  0.1560247  -0.99354875  0.8640988   0.        ]
 [-0.9988548  -0.5198273  -0.19798991  1.0744448  -0.33597982]
 [-0.7483314   0.57154757 -0.21105795  0.          0.39597982]
 [ 0.28431502 -0.47385836 -0.60022056  0.9164801  -0.2227467 ]
 [-0.47524023 -0.2424871  -0.47524023  1.1748539  -0.47524023]]
2025-09-24 01:08:32,096 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.1037, -0.1129, -0.0189,  0.1764,  0.0304],
        [-0.0407,  0.0275, -0.1384,  0.1861, -0.0266],
        [-0.1141, -0.0368, -0.1041,  0.1675,  0.0237],
        [-0.0814,  0.1313, -0.0957, -0.0357,  0.0651],
        [-0.0065,  0.0150, -0.0742,  0.1666, -0.0404],
        [-0.1488, -0.0915, -0.0047,  0.2004, -0.1168]], device='cuda:0')
2025-09-24 01:08:32,097 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('skip_connect', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:08:32,134 - INFO - epoch: 42, lr: 6.184666e-03
2025-09-24 01:08:39,977 - INFO - Epoch train avg loss: 1.1483
2025-09-24 01:08:39,977 - INFO - Epoch train avg top1: 58.3000
2025-09-24 01:08:39,977 - INFO - Epoch train avg top5: 96.2000
2025-09-24 01:08:39,978 - INFO - train acc: 58.300000
2025-09-24 01:08:47,544 - INFO - Epoch valid avg loss: 1.7115
2025-09-24 01:08:47,545 - INFO - Epoch valid avg top1: 42.0000
2025-09-24 01:08:47,545 - INFO - Epoch valid avg top5: 92.2000
2025-09-24 01:08:47,545 - INFO - valid acc: 42.000000
2025-09-24 01:09:04,451 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:09:04,451 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.8031 | MoM=+1.2708 | IQRfreq=+0.0000 | ROSE=+0.8896
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.5038 | MoM=-0.4472 | IQRfreq=+0.0000 | ROSE=-0.3130
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_0_2   | mean(z)=-1.0679 | MoM=-1.2309 | IQRfreq=+0.0000 | ROSE=-0.8616
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.4288 | MoM=+1.3555 | IQRfreq=+0.0000 | ROSE=+0.9489
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.1428 | MoM=+0.4308 | IQRfreq=+0.0000 | ROSE=+0.3015
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_1_0   | mean(z)=-1.0620 | MoM=-1.0528 | IQRfreq=+0.0000 | ROSE=-0.7370
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.6704 | MoM=-0.6470 | IQRfreq=+0.0000 | ROSE=-0.4529
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.8884 | MoM=+1.0783 | IQRfreq=+0.0000 | ROSE=+0.7548
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.4101 | MoM=+0.8627 | IQRfreq=+0.0000 | ROSE=+0.6039
2025-09-24 01:09:04,452 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.6282 | MoM=-0.7325 | IQRfreq=+0.0000 | ROSE=-0.5127
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.5574 | MoM=-0.2157 | IQRfreq=+0.0000 | ROSE=-0.1510
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.9542 | MoM=-0.9045 | IQRfreq=+0.0000 | ROSE=-0.6332
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_2_2   | mean(z)=+0.9429 | MoM=+0.8184 | IQRfreq=+0.0000 | ROSE=+0.5729
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.8628 | MoM=+1.1294 | IQRfreq=+0.0000 | ROSE=+0.7906
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_2_4   | mean(z)=-0.8515 | MoM=-1.0768 | IQRfreq=+0.0000 | ROSE=-0.7538
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_3_0   | mean(z)=-0.5818 | MoM=-0.5345 | IQRfreq=+0.0000 | ROSE=-0.3742
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.0551 | MoM=+0.0000 | IQRfreq=+0.0000 | ROSE=+0.0000
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.4405 | MoM=-0.8227 | IQRfreq=+0.2000 | ROSE=-0.5159
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_3_3   | mean(z)=+0.9726 | MoM=+1.2074 | IQRfreq=-0.2000 | ROSE=+0.7852
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.5872 | MoM=-0.9879 | IQRfreq=+0.0000 | ROSE=-0.6915
2025-09-24 01:09:04,453 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.6628 | MoM=-0.1098 | IQRfreq=+0.2000 | ROSE=-0.0168
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.0956 | MoM=-0.3721 | IQRfreq=+0.0000 | ROSE=-0.2605
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.8831 | MoM=-0.9879 | IQRfreq=+0.0000 | ROSE=-0.6915
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.4058 | MoM=+0.9623 | IQRfreq=+0.0000 | ROSE=+0.6736
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_4_4   | mean(z)=+0.5728 | MoM=+0.9623 | IQRfreq=+0.0000 | ROSE=+0.6736
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.9365 | MoM=-0.5385 | IQRfreq=+0.0000 | ROSE=-0.3769
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.7501 | MoM=-1.0000 | IQRfreq=+0.2000 | ROSE=-0.6400
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_5_2   | mean(z)=+0.6554 | MoM=+1.0000 | IQRfreq=+0.0000 | ROSE=+0.7000
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_5_3   | mean(z)=+0.9891 | MoM=+1.0000 | IQRfreq=+0.0000 | ROSE=+0.7000
2025-09-24 01:09:04,454 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.8945 | MoM=-0.9012 | IQRfreq=+0.0000 | ROSE=-0.6308
2025-09-24 01:09:05,321 - INFO - normal estimation values:
[[ 0.889575   -0.3130495  -0.8616404   0.94887465  0.30154243]
 [-0.7369555  -0.45289764  0.75482935  0.60386354 -0.5127269 ]
 [-0.15096588 -0.6331738   0.57287157  0.7906029  -0.75377834]
 [-0.3741657   0.         -0.5158813   0.7851848  -0.6915148 ]
 [-0.01683498 -0.26047292 -0.6915148   0.67357534  0.67357534]
 [-0.37692308 -0.64        0.7         0.7        -0.6308086 ]]
2025-09-24 01:09:05,323 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.2092, -0.1849, -0.0749,  0.3312,  0.0639],
        [-0.1095,  0.0135, -0.1680,  0.3174, -0.0677],
        [-0.1925, -0.1044, -0.1097,  0.3100, -0.0244],
        [-0.1549,  0.1959, -0.1681,  0.0024,  0.0569],
        [-0.0004, -0.0099, -0.1616,  0.2970, -0.0173],
        [-0.2385, -0.1713,  0.0250,  0.3524, -0.2112]], device='cuda:0')
2025-09-24 01:09:05,323 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('skip_connect', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:09:05,362 - INFO - epoch: 43, lr: 4.758647e-03
2025-09-24 01:09:13,502 - INFO - Epoch train avg loss: 1.1300
2025-09-24 01:09:13,502 - INFO - Epoch train avg top1: 57.7000
2025-09-24 01:09:13,502 - INFO - Epoch train avg top5: 95.9000
2025-09-24 01:09:13,502 - INFO - train acc: 57.700000
2025-09-24 01:09:21,521 - INFO - Epoch valid avg loss: 1.7150
2025-09-24 01:09:21,521 - INFO - Epoch valid avg top1: 42.8000
2025-09-24 01:09:21,521 - INFO - Epoch valid avg top5: 91.6000
2025-09-24 01:09:21,521 - INFO - valid acc: 42.800000
2025-09-24 01:09:38,553 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.0255 | MoM=+1.7021 | IQRfreq=-0.2000 | ROSE=+1.1314
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.8019 | MoM=-0.9507 | IQRfreq=+0.0000 | ROSE=-0.6655
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.2628 | MoM=-0.4837 | IQRfreq=+0.0000 | ROSE=-0.3386
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.4118 | MoM=+1.3894 | IQRfreq=+0.2000 | ROSE=+1.0326
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_0_4   | mean(z)=-0.3471 | MoM=-0.4161 | IQRfreq=+0.0000 | ROSE=-0.2912
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_1_0   | mean(z)=+1.1575 | MoM=+0.8199 | IQRfreq=+0.2000 | ROSE=+0.6339
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.7789 | MoM=-0.6060 | IQRfreq=-0.2000 | ROSE=-0.4842
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.3968 | MoM=+0.8199 | IQRfreq=+0.0000 | ROSE=+0.5739
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.9929 | MoM=+1.1050 | IQRfreq=+0.0000 | ROSE=+0.7735
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.6107 | MoM=-0.6402 | IQRfreq=+0.0000 | ROSE=-0.4481
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_2_0   | mean(z)=-1.9514 | MoM=+0.5488 | IQRfreq=+0.0000 | ROSE=+0.3842
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_2_1   | mean(z)=+0.0564 | MoM=-0.4472 | IQRfreq=+0.0000 | ROSE=-0.3130
2025-09-24 01:09:38,553 - INFO - [DIAG] op=normal_2_2   | mean(z)=-0.6702 | MoM=-1.0000 | IQRfreq=+0.0000 | ROSE=-0.7000
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.0466 | MoM=+0.1098 | IQRfreq=+0.0000 | ROSE=+0.0768
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_2_4   | mean(z)=+0.5672 | MoM=+0.9428 | IQRfreq=-0.2000 | ROSE=+0.6000
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.7482 | MoM=+0.1525 | IQRfreq=+0.0000 | ROSE=+0.1067
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_3_1   | mean(z)=-0.0683 | MoM=+0.2294 | IQRfreq=+0.0000 | ROSE=+0.1606
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.6639 | MoM=-0.6325 | IQRfreq=+0.0000 | ROSE=-0.4427
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_3_3   | mean(z)=+1.3979 | MoM=+1.3416 | IQRfreq=+0.0000 | ROSE=+0.9391
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.6657 | MoM=-0.8642 | IQRfreq=+0.0000 | ROSE=-0.6049
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.2854 | MoM=+0.2462 | IQRfreq=+0.0000 | ROSE=+0.1723
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.0971 | MoM=-0.4924 | IQRfreq=+0.0000 | ROSE=-0.3447
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.6233 | MoM=-0.2828 | IQRfreq=+0.0000 | ROSE=-0.1980
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_4_3   | mean(z)=+1.0218 | MoM=+1.4771 | IQRfreq=+0.0000 | ROSE=+1.0340
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.3014 | MoM=-0.8485 | IQRfreq=+0.0000 | ROSE=-0.5940
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.7792 | MoM=-0.5623 | IQRfreq=-0.2000 | ROSE=-0.4536
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.6994 | MoM=-0.6900 | IQRfreq=+0.0000 | ROSE=-0.4830
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_5_2   | mean(z)=+0.7339 | MoM=+0.3419 | IQRfreq=+0.0000 | ROSE=+0.2393
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_5_3   | mean(z)=+0.9255 | MoM=+1.4190 | IQRfreq=+0.0000 | ROSE=+0.9933
2025-09-24 01:09:38,554 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.9600 | MoM=-1.0256 | IQRfreq=+0.0000 | ROSE=-0.7180
2025-09-24 01:09:39,382 - INFO - normal estimation values:
[[ 1.1314394  -0.6654579  -0.3386207   1.0325923  -0.29124075]
 [ 0.633903   -0.48418918  0.573903    0.7735214  -0.4481291 ]
 [ 0.38417488 -0.3130495  -0.7         0.07683498  0.59996635]
 [ 0.106749    0.160591   -0.44271886  0.9391485  -0.60491097]
 [ 0.17232808 -0.34465617 -0.19798991  1.0339684  -0.5939697 ]
 [-0.45357746 -0.48297784  0.23931721  0.9933339  -0.7179516 ]]
2025-09-24 01:09:39,384 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.3638, -0.2899, -0.1458,  0.5187,  0.0678],
        [-0.1270, -0.0331, -0.1581,  0.4691, -0.1337],
        [-0.2339, -0.1828, -0.1639,  0.4252, -0.0275],
        [-0.2107,  0.2542, -0.2588,  0.0904,  0.0069],
        [ 0.0120, -0.0562, -0.2483,  0.4651, -0.0415],
        [-0.3439, -0.2707,  0.0605,  0.5351, -0.3375]], device='cuda:0')
2025-09-24 01:09:39,384 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('skip_connect', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:09:39,418 - INFO - epoch: 44, lr: 3.511176e-03
2025-09-24 01:09:47,393 - INFO - Epoch train avg loss: 1.1983
2025-09-24 01:09:47,393 - INFO - Epoch train avg top1: 56.4000
2025-09-24 01:09:47,393 - INFO - Epoch train avg top5: 95.8000
2025-09-24 01:09:47,393 - INFO - train acc: 56.400000
2025-09-24 01:09:55,253 - INFO - Epoch valid avg loss: 1.7403
2025-09-24 01:09:55,253 - INFO - Epoch valid avg top1: 40.8000
2025-09-24 01:09:55,253 - INFO - Epoch valid avg top5: 86.6000
2025-09-24 01:09:55,253 - INFO - valid acc: 40.800000
2025-09-24 01:10:11,851 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.0375 | MoM=+0.8944 | IQRfreq=+0.2000 | ROSE=+0.6861
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.5657 | MoM=-0.5517 | IQRfreq=+0.0000 | ROSE=-0.3862
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.9311 | MoM=-0.9926 | IQRfreq=+0.2000 | ROSE=-0.6348
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.5614 | MoM=+1.5881 | IQRfreq=+0.0000 | ROSE=+1.1117
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_0_4   | mean(z)=-0.0646 | MoM=+0.0993 | IQRfreq=+0.0000 | ROSE=+0.0695
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.0280 | MoM=-0.4234 | IQRfreq=+0.2000 | ROSE=-0.2364
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.3799 | MoM=-0.4472 | IQRfreq=+0.2000 | ROSE=-0.2530
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.1339 | MoM=+0.4472 | IQRfreq=+0.0000 | ROSE=+0.3130
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.7587 | MoM=+1.2702 | IQRfreq=-0.2000 | ROSE=+0.8291
2025-09-24 01:10:11,851 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.5127 | MoM=-0.9799 | IQRfreq=+0.0000 | ROSE=-0.6859
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.7741 | MoM=-0.6351 | IQRfreq=+0.2000 | ROSE=-0.3846
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.8022 | MoM=-0.8412 | IQRfreq=+0.2000 | ROSE=-0.5288
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_2_2   | mean(z)=+0.3874 | MoM=+0.9941 | IQRfreq=+0.0000 | ROSE=+0.6959
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.6518 | MoM=+0.9802 | IQRfreq=+0.0000 | ROSE=+0.6861
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_2_4   | mean(z)=-0.2370 | MoM=-0.4397 | IQRfreq=+0.0000 | ROSE=-0.3078
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.7241 | MoM=+1.0988 | IQRfreq=+0.0000 | ROSE=+0.7692
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.2920 | MoM=+0.1735 | IQRfreq=+0.0000 | ROSE=+0.1214
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.8316 | MoM=-0.8675 | IQRfreq=+0.2000 | ROSE=-0.5472
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_3_3   | mean(z)=+1.1504 | MoM=+1.5615 | IQRfreq=+0.0000 | ROSE=+1.0930
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.6108 | MoM=-0.7518 | IQRfreq=+0.0000 | ROSE=-0.5263
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_4_0   | mean(z)=-0.2693 | MoM=-0.8792 | IQRfreq=+0.0000 | ROSE=-0.6155
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_4_1   | mean(z)=+0.0949 | MoM=+0.0463 | IQRfreq=+0.0000 | ROSE=+0.0324
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_4_2   | mean(z)=+0.1414 | MoM=+0.4472 | IQRfreq=+0.0000 | ROSE=+0.3130
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.1007 | MoM=+0.4241 | IQRfreq=+0.0000 | ROSE=+0.2969
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.3369 | MoM=-0.4472 | IQRfreq=+0.2000 | ROSE=-0.2530
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_5_0   | mean(z)=-1.0317 | MoM=-1.2400 | IQRfreq=+0.2000 | ROSE=-0.8080
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.9247 | MoM=-0.9802 | IQRfreq=-0.2000 | ROSE=-0.7461
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_5_2   | mean(z)=+0.9491 | MoM=+0.8115 | IQRfreq=+0.0000 | ROSE=+0.5681
2025-09-24 01:10:11,852 - INFO - [DIAG] op=normal_5_3   | mean(z)=+0.8096 | MoM=+1.1717 | IQRfreq=-0.2000 | ROSE=+0.7602
2025-09-24 01:10:11,853 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.8340 | MoM=-0.9802 | IQRfreq=+0.0000 | ROSE=-0.6861
2025-09-24 01:10:12,761 - INFO - normal estimation values:
[[ 0.686099   -0.38617408 -0.63480836  1.1116934   0.06948084]
 [-0.23637313 -0.2530495   0.3130495   0.8291194  -0.68590456]
 [-0.38456407 -0.52883375  0.6958944   0.68613726 -0.30777514]
 [ 0.76915884  0.12144613 -0.54723066  1.0930152  -0.5262666 ]
 [-0.61545056  0.03239214  0.3130495   0.29686612 -0.2530495 ]
 [-0.8079653  -0.74613726  0.5680519   0.7601901  -0.68613726]]
2025-09-24 01:10:12,763 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.5310, -0.4010, -0.2460,  0.7403,  0.0738],
        [-0.1581, -0.0888, -0.1311,  0.6435, -0.2334],
        [-0.2940, -0.2820, -0.1630,  0.5609, -0.0520],
        [-0.2062,  0.3072, -0.3691,  0.2313, -0.0694],
        [-0.0204, -0.0928, -0.2987,  0.6175, -0.0792],
        [-0.4830, -0.4010,  0.1247,  0.7297, -0.4855]], device='cuda:0')
2025-09-24 01:10:12,763 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('skip_connect', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:10:12,799 - INFO - epoch: 45, lr: 2.447174e-03
2025-09-24 01:10:20,667 - INFO - Epoch train avg loss: 1.2721
2025-09-24 01:10:20,667 - INFO - Epoch train avg top1: 53.4000
2025-09-24 01:10:20,667 - INFO - Epoch train avg top5: 93.9000
2025-09-24 01:10:20,668 - INFO - train acc: 53.400000
2025-09-24 01:10:28,176 - INFO - Epoch valid avg loss: 1.8367
2025-09-24 01:10:28,176 - INFO - Epoch valid avg top1: 41.0000
2025-09-24 01:10:28,176 - INFO - Epoch valid avg top5: 88.4000
2025-09-24 01:10:28,176 - INFO - valid acc: 41.000000
2025-09-24 01:10:44,390 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:10:44,390 - INFO - [DIAG] op=normal_0_0   | mean(z)=+2.0389 | MoM=+1.6057 | IQRfreq=+0.0000 | ROSE=+1.1240
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.7991 | MoM=-0.7829 | IQRfreq=-0.2000 | ROSE=-0.6080
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.5960 | MoM=-0.7278 | IQRfreq=+0.0000 | ROSE=-0.5095
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.5947 | MoM=+1.6636 | IQRfreq=-0.2000 | ROSE=+1.1045
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_0_4   | mean(z)=-0.1996 | MoM=-0.1403 | IQRfreq=+0.0000 | ROSE=-0.0982
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.1544 | MoM=-0.0519 | IQRfreq=+0.0000 | ROSE=-0.0363
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.7182 | MoM=-0.6975 | IQRfreq=+0.0000 | ROSE=-0.4882
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.1517 | MoM=+0.2540 | IQRfreq=+0.0000 | ROSE=+0.1778
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_1_3   | mean(z)=+1.4821 | MoM=+1.4501 | IQRfreq=+0.0000 | ROSE=+1.0151
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.9157 | MoM=-1.1625 | IQRfreq=+0.0000 | ROSE=-0.8137
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_2_0   | mean(z)=-1.3419 | MoM=-0.2027 | IQRfreq=-0.2000 | ROSE=-0.2019
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.7969 | MoM=-0.7433 | IQRfreq=+0.0000 | ROSE=-0.5203
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_2_2   | mean(z)=+0.3860 | MoM=+0.5774 | IQRfreq=+0.0000 | ROSE=+0.4041
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.5089 | MoM=+0.5774 | IQRfreq=+0.0000 | ROSE=+0.4041
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_2_4   | mean(z)=-0.0980 | MoM=-0.7035 | IQRfreq=+0.0000 | ROSE=-0.4925
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.7998 | MoM=+0.9623 | IQRfreq=-0.2000 | ROSE=+0.6136
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.0639 | MoM=+0.1374 | IQRfreq=+0.0000 | ROSE=+0.0962
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.2302 | MoM=-0.4121 | IQRfreq=+0.0000 | ROSE=-0.2885
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_3_3   | mean(z)=+1.2652 | MoM=+1.2568 | IQRfreq=+0.0000 | ROSE=+0.8797
2025-09-24 01:10:44,391 - INFO - [DIAG] op=normal_3_4   | mean(z)=-1.0990 | MoM=-1.3472 | IQRfreq=+0.2000 | ROSE=-0.8830
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.4877 | MoM=+0.8321 | IQRfreq=+0.0000 | ROSE=+0.5824
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.4540 | MoM=-0.2774 | IQRfreq=+0.0000 | ROSE=-0.1941
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.5189 | MoM=-1.3868 | IQRfreq=+0.0000 | ROSE=-0.9707
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_4_3   | mean(z)=+1.0297 | MoM=+1.2875 | IQRfreq=-0.2000 | ROSE=+0.8412
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.0568 | MoM=+0.1170 | IQRfreq=+0.0000 | ROSE=+0.0819
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.2052 | MoM=-0.1255 | IQRfreq=+0.0000 | ROSE=-0.0879
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.7282 | MoM=-0.7145 | IQRfreq=+0.0000 | ROSE=-0.5002
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_5_2   | mean(z)=+1.5907 | MoM=+1.5484 | IQRfreq=+0.0000 | ROSE=+1.0839
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_5_3   | mean(z)=-0.0396 | MoM=+0.2092 | IQRfreq=+0.0000 | ROSE=+0.1465
2025-09-24 01:10:44,392 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.8229 | MoM=-0.7145 | IQRfreq=-0.2000 | ROSE=-0.5602
2025-09-24 01:10:45,288 - INFO - normal estimation values:
[[ 1.1239587  -0.60801697 -0.50947773  1.1045206  -0.09820998]
 [-0.03634219 -0.48824006  0.17780016  1.0150734  -0.81373346]
 [-0.20190485 -0.5203178   0.40414518  0.40414518 -0.49246854]
 [ 0.61357534  0.09615239 -0.28845719  0.8797302  -0.88300544]
 [ 0.5824352  -0.19414507 -0.9707253   0.84121686  0.0819288 ]
 [-0.08788226 -0.50018126  1.0838811   0.14647043 -0.56018126]]
2025-09-24 01:10:45,290 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.7328, -0.5309, -0.3609,  0.9843,  0.0698],
        [-0.1881, -0.1668, -0.1011,  0.8442, -0.3671],
        [-0.3575, -0.3968, -0.1396,  0.6922, -0.1052],
        [-0.1668,  0.3530, -0.4782,  0.3965, -0.1888],
        [-0.0123, -0.1369, -0.4028,  0.7896, -0.1069],
        [-0.6026, -0.5394,  0.2415,  0.8919, -0.6418]], device='cuda:0')
2025-09-24 01:10:45,290 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:10:45,325 - INFO - epoch: 46, lr: 1.570842e-03
2025-09-24 01:10:53,050 - INFO - Epoch train avg loss: 1.3384
2025-09-24 01:10:53,050 - INFO - Epoch train avg top1: 51.7000
2025-09-24 01:10:53,050 - INFO - Epoch train avg top5: 94.1000
2025-09-24 01:10:53,050 - INFO - train acc: 51.700000
2025-09-24 01:11:00,543 - INFO - Epoch valid avg loss: 1.8970
2025-09-24 01:11:00,544 - INFO - Epoch valid avg top1: 36.8000
2025-09-24 01:11:00,544 - INFO - Epoch valid avg top5: 87.8000
2025-09-24 01:11:00,544 - INFO - valid acc: 36.800000
2025-09-24 01:11:16,734 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.6994 | MoM=+1.9433 | IQRfreq=+0.0000 | ROSE=+1.3603
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.8226 | MoM=-1.0459 | IQRfreq=+0.0000 | ROSE=-0.7322
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.5633 | MoM=-0.5740 | IQRfreq=+0.0000 | ROSE=-0.4018
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.6362 | MoM=+1.6503 | IQRfreq=+0.0000 | ROSE=+1.1552
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_0_4   | mean(z)=-0.2503 | MoM=-0.3022 | IQRfreq=+0.0000 | ROSE=-0.2115
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_1_0   | mean(z)=-0.0593 | MoM=+0.1116 | IQRfreq=-0.2000 | ROSE=+0.0181
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.9309 | MoM=-0.9298 | IQRfreq=-0.2000 | ROSE=-0.7108
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.4362 | MoM=+0.4091 | IQRfreq=+0.0000 | ROSE=+0.2864
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_1_3   | mean(z)=+1.3753 | MoM=+1.4504 | IQRfreq=+0.0000 | ROSE=+1.0153
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.8806 | MoM=-0.9298 | IQRfreq=+0.2000 | ROSE=-0.5908
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.4372 | MoM=-0.4284 | IQRfreq=+0.0000 | ROSE=-0.2999
2025-09-24 01:11:16,734 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.3689 | MoM=-0.7625 | IQRfreq=+0.0000 | ROSE=-0.5337
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_2_2   | mean(z)=+0.1373 | MoM=+0.3275 | IQRfreq=+0.0000 | ROSE=+0.2293
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.1872 | MoM=-0.1690 | IQRfreq=+0.0000 | ROSE=-0.1183
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_2_4   | mean(z)=+0.0444 | MoM=+0.0612 | IQRfreq=+0.0000 | ROSE=+0.0428
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.4700 | MoM=+0.5479 | IQRfreq=+0.0000 | ROSE=+0.3835
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.4076 | MoM=+0.8461 | IQRfreq=+0.0000 | ROSE=+0.5922
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.6109 | MoM=-0.9196 | IQRfreq=+0.2000 | ROSE=-0.5837
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_3_3   | mean(z)=+0.7894 | MoM=+1.1404 | IQRfreq=-0.2000 | ROSE=+0.7382
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.5860 | MoM=-0.6322 | IQRfreq=+0.0000 | ROSE=-0.4425
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.2072 | MoM=+0.0936 | IQRfreq=+0.0000 | ROSE=+0.0655
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.1384 | MoM=-0.1525 | IQRfreq=+0.0000 | ROSE=-0.1067
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_4_2   | mean(z)=-1.0628 | MoM=-1.0442 | IQRfreq=+0.0000 | ROSE=-0.7309
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_4_3   | mean(z)=+1.3299 | MoM=+1.5261 | IQRfreq=-0.2000 | ROSE=+1.0083
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.1287 | MoM=-0.2774 | IQRfreq=+0.0000 | ROSE=-0.1941
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.5047 | MoM=-0.6277 | IQRfreq=+0.0000 | ROSE=-0.4394
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.5668 | MoM=-0.7373 | IQRfreq=+0.2000 | ROSE=-0.4561
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_5_2   | mean(z)=+1.3683 | MoM=+1.5484 | IQRfreq=+0.0000 | ROSE=+1.0839
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_5_3   | mean(z)=-0.4103 | MoM=-0.4096 | IQRfreq=+0.0000 | ROSE=-0.2867
2025-09-24 01:11:16,735 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.3912 | MoM=-0.5735 | IQRfreq=+0.2000 | ROSE=-0.3414
2025-09-24 01:11:17,384 - INFO - normal estimation values:
[[ 1.3603079  -0.7321623  -0.40177134  1.1551893  -0.21151353]
 [ 0.01809984 -0.710832    0.2863661   1.0152979  -0.590832  ]
 [-0.2998751  -0.533745    0.22928049 -0.11832159  0.0428393 ]
 [ 0.3835193   0.5922481  -0.58374786  0.7382474  -0.44252223]
 [ 0.06552908 -0.106749   -0.7309296   1.0082817  -0.19414507]
 [-0.43941128 -0.45611608  1.0838811  -0.28673118 -0.34142366]]
2025-09-24 01:11:17,386 - INFO - alpha logits:
Parameter containing:
tensor([[ 0.9797, -0.6834, -0.4803,  1.2519,  0.0512],
        [-0.2126, -0.2764, -0.0604,  1.0681, -0.5136],
        [-0.4292, -0.5246, -0.1079,  0.7879, -0.1468],
        [-0.1123,  0.4258, -0.6046,  0.5744, -0.3143],
        [-0.0034, -0.1808, -0.5347,  0.9903, -0.1432],
        [-0.7281, -0.6811,  0.4028,  1.0016, -0.7904]], device='cuda:0')
2025-09-24 01:11:17,386 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:11:17,428 - INFO - epoch: 47, lr: 8.856375e-04
2025-09-24 01:11:25,195 - INFO - Epoch train avg loss: 1.4108
2025-09-24 01:11:25,196 - INFO - Epoch train avg top1: 48.0000
2025-09-24 01:11:25,196 - INFO - Epoch train avg top5: 93.9000
2025-09-24 01:11:25,196 - INFO - train acc: 48.000000
2025-09-24 01:11:32,716 - INFO - Epoch valid avg loss: 1.8530
2025-09-24 01:11:32,716 - INFO - Epoch valid avg top1: 38.0000
2025-09-24 01:11:32,716 - INFO - Epoch valid avg top5: 89.4000
2025-09-24 01:11:32,716 - INFO - valid acc: 38.000000
2025-09-24 01:11:48,976 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:11:48,976 - INFO - [DIAG] op=normal_0_0   | mean(z)=+1.7190 | MoM=+1.6402 | IQRfreq=+0.0000 | ROSE=+1.1481
2025-09-24 01:11:48,976 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.7407 | MoM=-0.7784 | IQRfreq=+0.0000 | ROSE=-0.5449
2025-09-24 01:11:48,976 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.9355 | MoM=-0.6948 | IQRfreq=+0.0000 | ROSE=-0.4864
2025-09-24 01:11:48,976 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.4465 | MoM=+1.5070 | IQRfreq=-0.2000 | ROSE=+0.9949
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.2296 | MoM=+0.0558 | IQRfreq=+0.2000 | ROSE=+0.0991
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.8087 | MoM=+1.0690 | IQRfreq=+0.0000 | ROSE=+0.7483
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.7549 | MoM=-0.9623 | IQRfreq=+0.0000 | ROSE=-0.6736
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.8329 | MoM=+1.1722 | IQRfreq=+0.0000 | ROSE=+0.8205
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.2962 | MoM=+0.0642 | IQRfreq=+0.0000 | ROSE=+0.0449
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.3742 | MoM=-0.8485 | IQRfreq=+0.2000 | ROSE=-0.5340
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.1250 | MoM=-0.1690 | IQRfreq=-0.2000 | ROSE=-0.1783
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.4626 | MoM=-0.3015 | IQRfreq=-0.2000 | ROSE=-0.2711
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_2_2   | mean(z)=-0.0953 | MoM=+0.0000 | IQRfreq=+0.0000 | ROSE=+0.0000
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_2_3   | mean(z)=-0.0537 | MoM=-0.2621 | IQRfreq=+0.0000 | ROSE=-0.1835
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_2_4   | mean(z)=+0.6115 | MoM=+0.9045 | IQRfreq=+0.0000 | ROSE=+0.6332
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_3_0   | mean(z)=+0.4703 | MoM=+0.2157 | IQRfreq=+0.0000 | ROSE=+0.1510
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_3_1   | mean(z)=+0.2428 | MoM=+0.6470 | IQRfreq=+0.0000 | ROSE=+0.4529
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.5499 | MoM=-0.9802 | IQRfreq=+0.0000 | ROSE=-0.6861
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_3_3   | mean(z)=+0.7829 | MoM=+1.0258 | IQRfreq=-0.2000 | ROSE=+0.6580
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.4758 | MoM=-0.8627 | IQRfreq=+0.0000 | ROSE=-0.6039
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.5350 | MoM=+0.1525 | IQRfreq=+0.0000 | ROSE=+0.1067
2025-09-24 01:11:48,977 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.8059 | MoM=-0.9045 | IQRfreq=+0.0000 | ROSE=-0.6332
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_4_2   | mean(z)=+0.4598 | MoM=+0.3333 | IQRfreq=+0.2000 | ROSE=+0.2933
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.3770 | MoM=+0.5774 | IQRfreq=-0.2000 | ROSE=+0.3441
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.0309 | MoM=+0.3333 | IQRfreq=+0.0000 | ROSE=+0.2333
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.3820 | MoM=-0.0498 | IQRfreq=-0.2000 | ROSE=-0.0949
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.4447 | MoM=-0.4685 | IQRfreq=+0.0000 | ROSE=-0.3280
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_5_2   | mean(z)=+1.3063 | MoM=+1.5442 | IQRfreq=-0.2000 | ROSE=+1.0210
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_5_3   | mean(z)=-0.5165 | MoM=-0.7809 | IQRfreq=+0.2000 | ROSE=-0.4866
2025-09-24 01:11:48,978 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.3451 | MoM=-0.3737 | IQRfreq=+0.0000 | ROSE=-0.2616
2025-09-24 01:11:49,912 - INFO - normal estimation values:
[[ 1.1481067  -0.5448636  -0.48635092  0.99489516  0.09907019]
 [ 0.7483314  -0.67357534  0.8205193   0.04490502 -0.5339697 ]
 [-0.1783216  -0.27105796  0.         -0.18347785  0.63317376]
 [ 0.15096588  0.45289764 -0.68613726  0.65802866 -0.60386354]
 [ 0.106749   -0.63317376  0.29333335  0.34414518  0.23333333]
 [-0.09486949 -0.32796487  1.0209539  -0.48660815 -0.26160228]]
2025-09-24 01:11:49,914 - INFO - alpha logits:
Parameter containing:
tensor([[ 1.2559, -0.8491, -0.6152,  1.5336,  0.0393],
        [-0.1824, -0.4171,  0.0272,  1.2462, -0.6737],
        [-0.5038, -0.6507, -0.0868,  0.8469, -0.1386],
        [-0.0622,  0.5125, -0.7596,  0.7599, -0.4626],
        [ 0.0071, -0.2660, -0.6233,  1.1713, -0.1598],
        [-0.8397, -0.8224,  0.6012,  1.0499, -0.9325]], device='cuda:0')
2025-09-24 01:11:49,914 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:11:49,956 - INFO - epoch: 48, lr: 3.942649e-04
2025-09-24 01:11:57,537 - INFO - Epoch train avg loss: 1.4814
2025-09-24 01:11:57,537 - INFO - Epoch train avg top1: 47.3000
2025-09-24 01:11:57,537 - INFO - Epoch train avg top5: 92.4000
2025-09-24 01:11:57,537 - INFO - train acc: 47.300000
2025-09-24 01:12:05,101 - INFO - Epoch valid avg loss: 1.9130
2025-09-24 01:12:05,102 - INFO - Epoch valid avg top1: 37.6000
2025-09-24 01:12:05,102 - INFO - Epoch valid avg top5: 85.8000
2025-09-24 01:12:05,102 - INFO - valid acc: 37.600000
2025-09-24 01:12:21,215 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_0_0   | mean(z)=+2.0747 | MoM=+1.9603 | IQRfreq=+0.0000 | ROSE=+1.3722
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.7338 | MoM=-0.7027 | IQRfreq=+0.0000 | ROSE=-0.4919
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_0_2   | mean(z)=-0.9536 | MoM=-0.9592 | IQRfreq=+0.0000 | ROSE=-0.6715
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.5589 | MoM=+1.5732 | IQRfreq=+0.0000 | ROSE=+1.1013
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.1285 | MoM=+0.1210 | IQRfreq=+0.0000 | ROSE=+0.0847
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.8623 | MoM=+0.1562 | IQRfreq=+0.0000 | ROSE=+0.1093
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.4292 | MoM=-0.6868 | IQRfreq=+0.2000 | ROSE=-0.4208
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.1118 | MoM=+0.3015 | IQRfreq=+0.0000 | ROSE=+0.2111
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.8964 | MoM=+1.4292 | IQRfreq=-0.2000 | ROSE=+0.9404
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.5790 | MoM=-0.9045 | IQRfreq=+0.2000 | ROSE=-0.5732
2025-09-24 01:12:21,215 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.7716 | MoM=-0.5685 | IQRfreq=-0.2000 | ROSE=-0.4580
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.9798 | MoM=-0.8960 | IQRfreq=+0.0000 | ROSE=-0.6272
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_2_2   | mean(z)=+0.3380 | MoM=+0.6622 | IQRfreq=+0.0000 | ROSE=+0.4636
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_2_3   | mean(z)=+1.2502 | MoM=+1.2855 | IQRfreq=+0.0000 | ROSE=+0.8998
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_2_4   | mean(z)=-0.6084 | MoM=-0.7107 | IQRfreq=+0.0000 | ROSE=-0.4975
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_3_0   | mean(z)=-0.1731 | MoM=-0.2203 | IQRfreq=+0.0000 | ROSE=-0.1542
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_3_1   | mean(z)=+1.4848 | MoM=+1.5717 | IQRfreq=+0.0000 | ROSE=+1.1002
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_3_2   | mean(z)=-1.0785 | MoM=-1.2019 | IQRfreq=+0.2000 | ROSE=-0.7813
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_3_3   | mean(z)=-0.1240 | MoM=-0.2774 | IQRfreq=+0.0000 | ROSE=-0.1941
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.2824 | MoM=-0.2774 | IQRfreq=+0.0000 | ROSE=-0.1941
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.0039 | MoM=-0.1925 | IQRfreq=+0.0000 | ROSE=-0.1347
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_4_1   | mean(z)=+0.5895 | MoM=+0.5774 | IQRfreq=+0.0000 | ROSE=+0.4041
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.6711 | MoM=-0.9623 | IQRfreq=+0.2000 | ROSE=-0.6136
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.2619 | MoM=+0.5774 | IQRfreq=+0.0000 | ROSE=+0.4041
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.1803 | MoM=-0.2294 | IQRfreq=+0.0000 | ROSE=-0.1606
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.5167 | MoM=-0.4603 | IQRfreq=+0.0000 | ROSE=-0.3222
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.8287 | MoM=-0.7951 | IQRfreq=+0.0000 | ROSE=-0.5566
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_5_2   | mean(z)=+1.0247 | MoM=+1.1314 | IQRfreq=-0.2000 | ROSE=+0.7320
2025-09-24 01:12:21,216 - INFO - [DIAG] op=normal_5_3   | mean(z)=+0.6935 | MoM=+0.8485 | IQRfreq=+0.0000 | ROSE=+0.5940
2025-09-24 01:12:21,217 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.8895 | MoM=-0.8669 | IQRfreq=+0.2000 | ROSE=-0.5468
2025-09-24 01:12:22,102 - INFO - normal estimation values:
[[ 1.372193   -0.49191827 -0.671463    1.1012721   0.08471324]
 [ 0.10932163 -0.42076194  0.21105795  0.9404053  -0.57317376]
 [-0.45797467 -0.6271669   0.46355817  0.89984816 -0.49746832]
 [-0.15422843  1.1001554  -0.7812953  -0.19414507 -0.19414507]
 [-0.13471507  0.4041452  -0.61357534  0.4041452  -0.160591  ]
 [-0.32223496 -0.55658764  0.73195964  0.5939697  -0.54684496]]
2025-09-24 01:12:22,103 - INFO - alpha logits:
Parameter containing:
tensor([[ 1.5624, -1.0153, -0.7683,  1.8271,  0.0329],
        [-0.1535, -0.5588,  0.1085,  1.4466, -0.8406],
        [-0.5949, -0.7938, -0.0424,  0.9495, -0.1660],
        [-0.0341,  0.6501, -0.9358,  0.8937, -0.5959],
        [ 0.0048, -0.3105, -0.7356,  1.3399, -0.1854],
        [-0.9518, -0.9733,  0.8046,  1.1243, -1.0834]], device='cuda:0')
2025-09-24 01:12:22,104 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:12:22,141 - INFO - epoch: 49, lr: 9.866358e-05
2025-09-24 01:12:29,930 - INFO - Epoch train avg loss: 1.6292
2025-09-24 01:12:29,930 - INFO - Epoch train avg top1: 42.6000
2025-09-24 01:12:29,930 - INFO - Epoch train avg top5: 88.5000
2025-09-24 01:12:29,930 - INFO - train acc: 42.600000
2025-09-24 01:12:37,448 - INFO - Epoch valid avg loss: 1.9748
2025-09-24 01:12:37,448 - INFO - Epoch valid avg top1: 34.0000
2025-09-24 01:12:37,448 - INFO - Epoch valid avg top5: 86.8000
2025-09-24 01:12:37,448 - INFO - valid acc: 34.000000
2025-09-24 01:12:53,663 - INFO - ====== MoM / IQRfreq / ROSE ϣ + Ƚܣ ======
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_0_0   | mean(z)=+2.7438 | MoM=+2.6725 | IQRfreq=+0.0000 | ROSE=+1.8707
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_0_1   | mean(z)=-0.6577 | MoM=-0.6572 | IQRfreq=+0.2000 | ROSE=-0.4000
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_0_2   | mean(z)=-1.0982 | MoM=-1.1294 | IQRfreq=+0.2000 | ROSE=-0.7306
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_0_3   | mean(z)=+1.1817 | MoM=+1.3804 | IQRfreq=-0.2000 | ROSE=+0.9063
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_0_4   | mean(z)=+0.5742 | MoM=+0.5020 | IQRfreq=+0.0000 | ROSE=+0.3514
2025-09-24 01:12:53,663 - INFO - [DIAG] op=normal_1_0   | mean(z)=+0.2789 | MoM=+0.2027 | IQRfreq=+0.0000 | ROSE=+0.1419
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_1_1   | mean(z)=-0.0348 | MoM=-0.3379 | IQRfreq=+0.0000 | ROSE=-0.2365
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_1_2   | mean(z)=+0.5012 | MoM=+0.9941 | IQRfreq=+0.0000 | ROSE=+0.6959
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_1_3   | mean(z)=+0.2221 | MoM=+0.4730 | IQRfreq=+0.0000 | ROSE=+0.3311
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_1_4   | mean(z)=-0.6885 | MoM=-0.9309 | IQRfreq=+0.0000 | ROSE=-0.6517
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_2_0   | mean(z)=-0.5012 | MoM=-0.3859 | IQRfreq=-0.2000 | ROSE=-0.3301
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_2_1   | mean(z)=-0.7612 | MoM=-0.8270 | IQRfreq=+0.0000 | ROSE=-0.5789
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_2_2   | mean(z)=-0.2053 | MoM=-0.3634 | IQRfreq=+0.2000 | ROSE=-0.1944
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_2_3   | mean(z)=+0.4339 | MoM=+1.2979 | IQRfreq=+0.0000 | ROSE=+0.9086
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_2_4   | mean(z)=+0.5327 | MoM=+0.4673 | IQRfreq=+0.0000 | ROSE=+0.3271
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_3_0   | mean(z)=-0.7308 | MoM=-0.6588 | IQRfreq=+0.0000 | ROSE=-0.4611
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_3_1   | mean(z)=+1.4514 | MoM=+1.4419 | IQRfreq=+0.0000 | ROSE=+1.0093
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_3_2   | mean(z)=-0.7533 | MoM=-0.7801 | IQRfreq=+0.2000 | ROSE=-0.4861
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_3_3   | mean(z)=+0.1589 | MoM=+0.4241 | IQRfreq=+0.0000 | ROSE=+0.2969
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_3_4   | mean(z)=-0.8571 | MoM=-0.8879 | IQRfreq=+0.0000 | ROSE=-0.6215
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_4_0   | mean(z)=+0.0532 | MoM=-0.5443 | IQRfreq=+0.0000 | ROSE=-0.3810
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_4_1   | mean(z)=-0.5144 | MoM=-0.6539 | IQRfreq=+0.0000 | ROSE=-0.4577
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_4_2   | mean(z)=-0.2286 | MoM=-0.1222 | IQRfreq=+0.0000 | ROSE=-0.0855
2025-09-24 01:12:53,664 - INFO - [DIAG] op=normal_4_3   | mean(z)=+0.9365 | MoM=+1.5272 | IQRfreq=-0.2000 | ROSE=+1.0090
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_4_4   | mean(z)=-0.1935 | MoM=-0.2774 | IQRfreq=+0.2000 | ROSE=-0.1341
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_5_0   | mean(z)=-0.9856 | MoM=-0.8824 | IQRfreq=+0.0000 | ROSE=-0.6176
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_5_1   | mean(z)=-0.9032 | MoM=-0.9299 | IQRfreq=+0.0000 | ROSE=-0.6510
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_5_2   | mean(z)=+0.9113 | MoM=+1.1931 | IQRfreq=-0.2000 | ROSE=+0.7752
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_5_3   | mean(z)=+0.9314 | MoM=+0.7593 | IQRfreq=+0.2000 | ROSE=+0.5915
2025-09-24 01:12:53,665 - INFO - [DIAG] op=normal_5_4   | mean(z)=-0.9395 | MoM=-0.9733 | IQRfreq=+0.0000 | ROSE=-0.6813
2025-09-24 01:12:54,563 - INFO - normal estimation values:
[[ 1.870721   -0.40001336 -0.73059434  0.90628195  0.35137528]
 [ 0.14190485 -0.23650809  0.6958944   0.33111128 -0.6516645 ]
 [-0.33014575 -0.5788837  -0.1943953   0.90855473  0.3270797 ]
 [-0.46113068  1.0093448  -0.48607564  0.29686612 -0.6215239 ]
 [-0.38103175 -0.4577175  -0.08551861  1.0090075  -0.13414507]
 [-0.61764705 -0.6509506   0.77518225  0.5914796  -0.68132997]]
2025-09-24 01:12:54,564 - INFO - alpha logits:
Parameter containing:
tensor([[ 1.9159, -1.1750, -0.9371,  2.1129,  0.0458],
        [-0.1249, -0.6891,  0.2120,  1.6236, -1.0158],
        [-0.6904, -0.9458, -0.0215,  1.0826, -0.1714],
        [-0.0420,  0.8171, -1.1086,  1.0155, -0.7425],
        [-0.0227, -0.3762, -0.8335,  1.5317, -0.2169],
        [-1.0811, -1.1356,  1.0104,  1.2160, -1.2475]], device='cuda:0')
2025-09-24 01:12:54,565 - INFO - genotype for current epoch: Genotype(normal=[('conv_3x3', 0), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 0), ('conv_3x3', 1), ('conv_3x3', 2)], normal_concat=[1, 2, 3])
2025-09-24 01:12:54,599 - INFO - total cost 971.11s
