examples/hrnet/voc_aug/hrnet_w18.sh 2020-11-12 21:38:04 [INFO] ------------Environment Information------------- platform: Linux-3.10.0-1062.18.1.el7.x86_64-x86_64-with-centos-7.7.1908-Core Python: 3.7.7 (default, Mar 26 2020, 15:48:22) [GCC 7.3.0] Paddle compiled with cuda: True NVCC: Cuda compilation tools, release 10.2, V10.2.89 cudnn: 7.6 GPUs used: 4 CUDA_VISIBLE_DEVICES: 4,5,6,7 GPU: ['GPU 0: Tesla V100-SXM2-16GB', 'GPU 1: Tesla V100-SXM2-16GB', 'GPU 2: Tesla V100-SXM2-16GB', 'GPU 3: Tesla V100-SXM2-16GB', 'GPU 4: Tesla V100-SXM2-16GB', 'GPU 5: Tesla V100-SXM2-16GB', 'GPU 6: Tesla V100-SXM2-16GB', 'GPU 7: Tesla V100-SXM2-16GB'] GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-39) PaddlePaddle: 0.0.0 OpenCV: 4.2.0 ------------------------------------------------ 2020-11-12 21:38:04 [INFO] ---------------Config Information--------------- batch_size: 4 iters: 40000 learning_rate: decay: end_lr: 0.0 power: 0.9 type: poly value: 0.01 loss: coef: - 1 types: - ignore_index: 255 type: CrossEntropyLoss model: backbone: align_corners: false pretrained: https://bj.bcebos.com/paddleseg/dygraph/hrnet_w18_ssld.tar.gz type: HRNet_W18 backbone_indices: - -1 num_classes: 21 pretrained: null type: FCN optimizer: momentum: 0.9 type: sgd weight_decay: 0.0005 train_dataset: dataset_root: data/VOCdevkit/ mode: trainaug transforms: - max_scale_factor: 2.0 min_scale_factor: 0.5 scale_step_size: 0.25 type: ResizeStepScaling - crop_size: - 512 - 512 type: RandomPaddingCrop - type: RandomHorizontalFlip - brightness_range: 0.4 contrast_range: 0.4 saturation_range: 0.4 type: RandomDistort - type: Normalize type: PascalVOC val_dataset: dataset_root: data/VOCdevkit/ mode: val transforms: - target_size: - 512 - 512 type: Padding - type: Normalize type: PascalVOC ------------------------------------------------ 2020-11-12 21:38:09 [INFO] Loading pretrained model from https://bj.bcebos.com/paddleseg/dygraph/hrnet_w18_ssld.tar.gz 2020-11-12 21:38:10 [INFO] There are 1525/1525 variables loaded into HRNet. 2020-11-12 21:38:31 [INFO] [TRAIN] epoch=1, iter=10/40000, loss=1.9448, lr=0.009998, batch_cost=1.3576, reader_cost=0.1844 | ETA 15:04:49 2020-11-12 21:38:40 [INFO] [TRAIN] epoch=1, iter=20/40000, loss=1.0621, lr=0.009996, batch_cost=0.8995, reader_cost=0.0005 | ETA 09:59:23 2020-11-12 21:38:49 [INFO] [TRAIN] epoch=1, iter=30/40000, loss=1.3772, lr=0.009993, batch_cost=0.9163, reader_cost=0.0002 | ETA 10:10:23 2020-11-12 21:38:58 [INFO] [TRAIN] epoch=1, iter=40/40000, loss=1.1882, lr=0.009991, batch_cost=0.8990, reader_cost=0.0002 | ETA 09:58:43 2020-11-12 21:39:07 [INFO] [TRAIN] epoch=1, iter=50/40000, loss=1.1537, lr=0.009989, batch_cost=0.8834, reader_cost=0.0002 | ETA 09:48:11 2020-11-12 21:39:15 [INFO] [TRAIN] epoch=1, iter=60/40000, loss=1.2140, lr=0.009987, batch_cost=0.8799, reader_cost=0.0002 | ETA 09:45:43 2020-11-12 21:39:24 [INFO] [TRAIN] epoch=1, iter=70/40000, loss=1.3410, lr=0.009984, batch_cost=0.8916, reader_cost=0.0002 | ETA 09:53:21 2020-11-12 21:39:33 [INFO] [TRAIN] epoch=1, iter=80/40000, loss=1.0346, lr=0.009982, batch_cost=0.8843, reader_cost=0.0002 | ETA 09:48:23 2020-11-12 21:39:42 [INFO] [TRAIN] epoch=1, iter=90/40000, loss=1.1490, lr=0.009980, batch_cost=0.8752, reader_cost=0.0002 | ETA 09:42:10 2020-11-12 21:39:51 [INFO] [TRAIN] epoch=1, iter=100/40000, loss=0.9491, lr=0.009978, batch_cost=0.8833, reader_cost=0.0002 | ETA 09:47:25 2020-11-12 21:40:00 [INFO] [TRAIN] epoch=1, iter=110/40000, loss=0.9708, lr=0.009975, batch_cost=0.8735, reader_cost=0.0002 | ETA 09:40:44 2020-11-12 21:40:08 [INFO] [TRAIN] epoch=1, iter=120/40000, loss=1.0960, lr=0.009973, batch_cost=0.8794, reader_cost=0.0002 | ETA 09:44:31 2020-11-12 21:40:17 [INFO] [TRAIN] epoch=1, iter=130/40000, loss=0.8854, lr=0.009971, batch_cost=0.8730, reader_cost=0.0002 | ETA 09:40:05 2020-11-12 21:40:26 [INFO] [TRAIN] epoch=1, iter=140/40000, loss=0.7425, lr=0.009969, batch_cost=0.8708, reader_cost=0.0002 | ETA 09:38:30 2020-11-12 21:40:35 [INFO] [TRAIN] epoch=1, iter=150/40000, loss=1.1374, lr=0.009966, batch_cost=0.8887, reader_cost=0.0002 | ETA 09:50:13 2020-11-12 21:40:44 [INFO] [TRAIN] epoch=1, iter=160/40000, loss=0.9079, lr=0.009964, batch_cost=0.9057, reader_cost=0.0002 | ETA 10:01:24 2020-11-12 21:40:53 [INFO] [TRAIN] epoch=1, iter=170/40000, loss=0.7600, lr=0.009962, batch_cost=0.9378, reader_cost=0.0002 | ETA 10:22:31 2020-11-12 21:41:00 [INFO] [TRAIN] epoch=1, iter=180/40000, loss=0.8964, lr=0.009960, batch_cost=0.6527, reader_cost=0.0002 | ETA 07:13:11 2020-11-12 21:41:05 [INFO] [TRAIN] epoch=1, iter=190/40000, loss=0.7848, lr=0.009957, batch_cost=0.5578, reader_cost=0.0002 | ETA 06:10:04 2020-11-12 21:41:11 [INFO] [TRAIN] epoch=1, iter=200/40000, loss=0.8957, lr=0.009955, batch_cost=0.5653, reader_cost=0.0002 | ETA 06:14:57 2020-11-12 21:41:17 [INFO] [TRAIN] epoch=1, iter=210/40000, loss=0.7477, lr=0.009953, batch_cost=0.5696, reader_cost=0.0002 | ETA 06:17:45 2020-11-12 21:41:22 [INFO] [TRAIN] epoch=1, iter=220/40000, loss=0.7516, lr=0.009951, batch_cost=0.5869, reader_cost=0.0002 | ETA 06:29:07 2020-11-12 21:41:28 [INFO] [TRAIN] epoch=1, iter=230/40000, loss=0.8293, lr=0.009948, batch_cost=0.5799, reader_cost=0.0002 | ETA 06:24:23 2020-11-12 21:41:34 [INFO] [TRAIN] epoch=1, iter=240/40000, loss=0.7068, lr=0.009946, batch_cost=0.5745, reader_cost=0.0002 | ETA 06:20:43 2020-11-12 21:41:43 [INFO] [TRAIN] epoch=1, iter=250/40000, loss=0.6035, lr=0.009944, batch_cost=0.8946, reader_cost=0.0004 | ETA 09:52:41 2020-11-12 21:41:53 [INFO] [TRAIN] epoch=1, iter=260/40000, loss=0.5840, lr=0.009942, batch_cost=1.0312, reader_cost=0.0004 | ETA 11:22:59 2020-11-12 21:42:02 [INFO] [TRAIN] epoch=1, iter=270/40000, loss=0.9154, lr=0.009939, batch_cost=0.8376, reader_cost=0.0015 | ETA 09:14:37 2020-11-12 21:42:07 [INFO] [TRAIN] epoch=1, iter=280/40000, loss=0.6322, lr=0.009937, batch_cost=0.5826, reader_cost=0.0002 | ETA 06:25:38 2020-11-12 21:42:13 [INFO] [TRAIN] epoch=1, iter=290/40000, loss=0.7856, lr=0.009935, batch_cost=0.5698, reader_cost=0.0002 | ETA 06:17:06 2020-11-12 21:42:19 [INFO] [TRAIN] epoch=1, iter=300/40000, loss=0.9162, lr=0.009933, batch_cost=0.6150, reader_cost=0.0002 | ETA 06:46:53 2020-11-12 21:42:25 [INFO] [TRAIN] epoch=1, iter=310/40000, loss=0.6486, lr=0.009930, batch_cost=0.5516, reader_cost=0.0002 | ETA 06:04:53 2020-11-12 21:42:30 [INFO] [TRAIN] epoch=1, iter=320/40000, loss=0.7410, lr=0.009928, batch_cost=0.5162, reader_cost=0.0002 | ETA 05:41:20 2020-11-12 21:42:35 [INFO] [TRAIN] epoch=1, iter=330/40000, loss=0.7160, lr=0.009926, batch_cost=0.5144, reader_cost=0.0002 | ETA 05:40:05 2020-11-12 21:42:40 [INFO] [TRAIN] epoch=1, iter=340/40000, loss=0.6449, lr=0.009924, batch_cost=0.5096, reader_cost=0.0002 | ETA 05:36:51 2020-11-12 21:42:45 [INFO] [TRAIN] epoch=1, iter=350/40000, loss=0.6621, lr=0.009921, batch_cost=0.5186, reader_cost=0.0002 | ETA 05:42:42 2020-11-12 21:42:51 [INFO] [TRAIN] epoch=1, iter=360/40000, loss=0.9842, lr=0.009919, batch_cost=0.5181, reader_cost=0.0002 | ETA 05:42:17 2020-11-12 21:42:56 [INFO] [TRAIN] epoch=1, iter=370/40000, loss=0.6430, lr=0.009917, batch_cost=0.5211, reader_cost=0.0002 | ETA 05:44:10 2020-11-12 21:43:01 [INFO] [TRAIN] epoch=1, iter=380/40000, loss=0.6441, lr=0.009915, batch_cost=0.5097, reader_cost=0.0002 | ETA 05:36:35 2020-11-12 21:43:06 [INFO] [TRAIN] epoch=1, iter=390/40000, loss=0.6454, lr=0.009912, batch_cost=0.5117, reader_cost=0.0002 | ETA 05:37:48 2020-11-12 21:43:11 [INFO] [TRAIN] epoch=1, iter=400/40000, loss=0.6255, lr=0.009910, batch_cost=0.5141, reader_cost=0.0002 | ETA 05:39:18 2020-11-12 21:43:16 [INFO] [TRAIN] epoch=1, iter=410/40000, loss=0.5762, lr=0.009908, batch_cost=0.5188, reader_cost=0.0002 | ETA 05:42:19 2020-11-12 21:43:21 [INFO] [TRAIN] epoch=1, iter=420/40000, loss=0.5746, lr=0.009906, batch_cost=0.5171, reader_cost=0.0002 | ETA 05:41:06 2020-11-12 21:43:27 [INFO] [TRAIN] epoch=1, iter=430/40000, loss=0.8010, lr=0.009903, batch_cost=0.5152, reader_cost=0.0002 | ETA 05:39:47 2020-11-12 21:43:32 [INFO] [TRAIN] epoch=1, iter=440/40000, loss=0.5829, lr=0.009901, batch_cost=0.5222, reader_cost=0.0002 | ETA 05:44:17 2020-11-12 21:43:37 [INFO] [TRAIN] epoch=1, iter=450/40000, loss=0.6014, lr=0.009899, batch_cost=0.5226, reader_cost=0.0002 | ETA 05:44:27 2020-11-12 21:43:42 [INFO] [TRAIN] epoch=1, iter=460/40000, loss=0.6216, lr=0.009897, batch_cost=0.5151, reader_cost=0.0002 | ETA 05:39:27 2020-11-12 21:43:47 [INFO] [TRAIN] epoch=1, iter=470/40000, loss=0.5355, lr=0.009894, batch_cost=0.5218, reader_cost=0.0002 | ETA 05:43:46 2020-11-12 21:43:53 [INFO] [TRAIN] epoch=1, iter=480/40000, loss=0.6222, lr=0.009892, batch_cost=0.5280, reader_cost=0.0002 | ETA 05:47:46 2020-11-12 21:43:58 [INFO] [TRAIN] epoch=1, iter=490/40000, loss=0.6331, lr=0.009890, batch_cost=0.5186, reader_cost=0.0002 | ETA 05:41:30 2020-11-12 21:44:03 [INFO] [TRAIN] epoch=1, iter=500/40000, loss=0.5799, lr=0.009888, batch_cost=0.5270, reader_cost=0.0002 | ETA 05:46:56 2020-11-12 21:44:08 [INFO] [TRAIN] epoch=1, iter=510/40000, loss=0.7099, lr=0.009885, batch_cost=0.5278, reader_cost=0.0002 | ETA 05:47:24 2020-11-12 21:44:14 [INFO] [TRAIN] epoch=1, iter=520/40000, loss=0.5941, lr=0.009883, batch_cost=0.5908, reader_cost=0.0002 | ETA 06:28:43 2020-11-12 21:44:20 [INFO] [TRAIN] epoch=1, iter=530/40000, loss=0.6557, lr=0.009881, batch_cost=0.5896, reader_cost=0.0002 | ETA 06:27:52 2020-11-12 21:44:26 [INFO] [TRAIN] epoch=1, iter=540/40000, loss=0.7218, lr=0.009879, batch_cost=0.5644, reader_cost=0.0002 | ETA 06:11:11 2020-11-12 21:44:31 [INFO] [TRAIN] epoch=1, iter=550/40000, loss=0.5284, lr=0.009876, batch_cost=0.5491, reader_cost=0.0002 | ETA 06:01:01 2020-11-12 21:44:37 [INFO] [TRAIN] epoch=1, iter=560/40000, loss=0.8522, lr=0.009874, batch_cost=0.5347, reader_cost=0.0002 | ETA 05:51:30 2020-11-12 21:44:42 [INFO] [TRAIN] epoch=1, iter=570/40000, loss=0.5681, lr=0.009872, batch_cost=0.5509, reader_cost=0.0002 | ETA 06:02:03 2020-11-12 21:44:48 [INFO] [TRAIN] epoch=1, iter=580/40000, loss=0.7151, lr=0.009870, batch_cost=0.5381, reader_cost=0.0002 | ETA 05:53:30 2020-11-12 21:44:53 [INFO] [TRAIN] epoch=1, iter=590/40000, loss=0.6878, lr=0.009867, batch_cost=0.5309, reader_cost=0.0002 | ETA 05:48:44 2020-11-12 21:44:58 [INFO] [TRAIN] epoch=1, iter=600/40000, loss=0.5931, lr=0.009865, batch_cost=0.5245, reader_cost=0.0002 | ETA 05:44:24 2020-11-12 21:45:03 [INFO] [TRAIN] epoch=1, iter=610/40000, loss=0.8229, lr=0.009863, batch_cost=0.5240, reader_cost=0.0010 | ETA 05:43:59 2020-11-12 21:45:09 [INFO] [TRAIN] epoch=1, iter=620/40000, loss=0.5864, lr=0.009861, batch_cost=0.5195, reader_cost=0.0002 | ETA 05:40:56 2020-11-12 21:45:14 [INFO] [TRAIN] epoch=1, iter=630/40000, loss=0.5710, lr=0.009858, batch_cost=0.5534, reader_cost=0.0002 | ETA 06:03:08 2020-11-12 21:45:20 [INFO] [TRAIN] epoch=1, iter=640/40000, loss=0.6409, lr=0.009856, batch_cost=0.5434, reader_cost=0.0002 | ETA 05:56:26 2020-11-12 21:45:25 [INFO] [TRAIN] epoch=1, iter=650/40000, loss=0.6695, lr=0.009854, batch_cost=0.5609, reader_cost=0.0002 | ETA 06:07:50 2020-11-12 21:45:30 [INFO] [TRAIN] epoch=1, iter=660/40000, loss=0.6178, lr=0.009852, batch_cost=0.5131, reader_cost=0.0002 | ETA 05:36:26 2020-11-12 21:45:37 [INFO] [TRAIN] epoch=2, iter=670/40000, loss=0.6082, lr=0.009849, batch_cost=0.6817, reader_cost=0.0869 | ETA 07:26:50 2020-11-12 21:45:43 [INFO] [TRAIN] epoch=2, iter=680/40000, loss=0.5299, lr=0.009847, batch_cost=0.6046, reader_cost=0.0004 | ETA 06:36:13 2020-11-12 21:45:51 [INFO] [TRAIN] epoch=2, iter=690/40000, loss=0.5548, lr=0.009845, batch_cost=0.8219, reader_cost=0.0002 | ETA 08:58:27 2020-11-12 21:45:57 [INFO] [TRAIN] epoch=2, iter=700/40000, loss=0.7974, lr=0.009843, batch_cost=0.5526, reader_cost=0.0002 | ETA 06:01:59 2020-11-12 21:46:03 [INFO] [TRAIN] epoch=2, iter=710/40000, loss=0.5330, lr=0.009840, batch_cost=0.5590, reader_cost=0.0002 | ETA 06:06:04 2020-11-12 21:46:08 [INFO] [TRAIN] epoch=2, iter=720/40000, loss=0.7850, lr=0.009838, batch_cost=0.5508, reader_cost=0.0002 | ETA 06:00:35 2020-11-12 21:46:14 [INFO] [TRAIN] epoch=2, iter=730/40000, loss=0.5192, lr=0.009836, batch_cost=0.5519, reader_cost=0.0002 | ETA 06:01:13 2020-11-12 21:46:19 [INFO] [TRAIN] epoch=2, iter=740/40000, loss=0.7028, lr=0.009834, batch_cost=0.5483, reader_cost=0.0002 | ETA 05:58:45 2020-11-12 21:46:25 [INFO] [TRAIN] epoch=2, iter=750/40000, loss=0.5683, lr=0.009831, batch_cost=0.5935, reader_cost=0.0002 | ETA 06:28:13 2020-11-12 21:46:32 [INFO] [TRAIN] epoch=2, iter=760/40000, loss=0.7004, lr=0.009829, batch_cost=0.6543, reader_cost=0.0002 | ETA 07:07:53 2020-11-12 21:46:38 [INFO] [TRAIN] epoch=2, iter=770/40000, loss=0.5419, lr=0.009827, batch_cost=0.6040, reader_cost=0.0002 | ETA 06:34:54 2020-11-12 21:46:44 [INFO] [TRAIN] epoch=2, iter=780/40000, loss=0.5560, lr=0.009825, batch_cost=0.5994, reader_cost=0.0002 | ETA 06:31:49 2020-11-12 21:46:53 [INFO] [TRAIN] epoch=2, iter=790/40000, loss=0.4464, lr=0.009822, batch_cost=0.9069, reader_cost=0.0002 | ETA 09:52:40 2020-11-12 21:47:00 [INFO] [TRAIN] epoch=2, iter=800/40000, loss=0.6432, lr=0.009820, batch_cost=0.7387, reader_cost=0.0002 | ETA 08:02:37 2020-11-12 21:47:07 [INFO] [TRAIN] epoch=2, iter=810/40000, loss=0.5420, lr=0.009818, batch_cost=0.7016, reader_cost=0.0002 | ETA 07:38:14 2020-11-12 21:47:13 [INFO] [TRAIN] epoch=2, iter=820/40000, loss=0.4741, lr=0.009816, batch_cost=0.5929, reader_cost=0.0002 | ETA 06:27:11 2020-11-12 21:47:19 [INFO] [TRAIN] epoch=2, iter=830/40000, loss=0.5127, lr=0.009813, batch_cost=0.5850, reader_cost=0.0002 | ETA 06:21:53 2020-11-12 21:47:24 [INFO] [TRAIN] epoch=2, iter=840/40000, loss=0.5452, lr=0.009811, batch_cost=0.5537, reader_cost=0.0002 | ETA 06:01:24 2020-11-12 21:47:30 [INFO] [TRAIN] epoch=2, iter=850/40000, loss=0.3704, lr=0.009809, batch_cost=0.5286, reader_cost=0.0002 | ETA 05:44:54 2020-11-12 21:47:35 [INFO] [TRAIN] epoch=2, iter=860/40000, loss=0.6570, lr=0.009807, batch_cost=0.5451, reader_cost=0.0002 | ETA 05:55:36 2020-11-12 21:47:40 [INFO] [TRAIN] epoch=2, iter=870/40000, loss=0.6109, lr=0.009804, batch_cost=0.5292, reader_cost=0.0002 | ETA 05:45:07 2020-11-12 21:47:46 [INFO] [TRAIN] epoch=2, iter=880/40000, loss=0.5926, lr=0.009802, batch_cost=0.5144, reader_cost=0.0002 | ETA 05:35:24 2020-11-12 21:47:51 [INFO] [TRAIN] epoch=2, iter=890/40000, loss=0.4148, lr=0.009800, batch_cost=0.5169, reader_cost=0.0002 | ETA 05:36:56 2020-11-12 21:47:56 [INFO] [TRAIN] epoch=2, iter=900/40000, loss=0.5096, lr=0.009797, batch_cost=0.5162, reader_cost=0.0002 | ETA 05:36:23 2020-11-12 21:48:01 [INFO] [TRAIN] epoch=2, iter=910/40000, loss=0.6401, lr=0.009795, batch_cost=0.5228, reader_cost=0.0002 | ETA 05:40:35 2020-11-12 21:48:06 [INFO] [TRAIN] epoch=2, iter=920/40000, loss=0.8435, lr=0.009793, batch_cost=0.5394, reader_cost=0.0002 | ETA 05:51:19 2020-11-12 21:48:12 [INFO] [TRAIN] epoch=2, iter=930/40000, loss=0.5304, lr=0.009791, batch_cost=0.5179, reader_cost=0.0002 | ETA 05:37:15 2020-11-12 21:48:17 [INFO] [TRAIN] epoch=2, iter=940/40000, loss=0.4576, lr=0.009788, batch_cost=0.5175, reader_cost=0.0002 | ETA 05:36:53 2020-11-12 21:48:22 [INFO] [TRAIN] epoch=2, iter=950/40000, loss=0.4316, lr=0.009786, batch_cost=0.5177, reader_cost=0.0002 | ETA 05:36:55 2020-11-12 21:48:27 [INFO] [TRAIN] epoch=2, iter=960/40000, loss=0.5768, lr=0.009784, batch_cost=0.5289, reader_cost=0.0002 | ETA 05:44:08 2020-11-12 21:48:32 [INFO] [TRAIN] epoch=2, iter=970/40000, loss=0.6366, lr=0.009782, batch_cost=0.5139, reader_cost=0.0002 | ETA 05:34:16 2020-11-12 21:48:38 [INFO] [TRAIN] epoch=2, iter=980/40000, loss=0.4618, lr=0.009779, batch_cost=0.5144, reader_cost=0.0002 | ETA 05:34:33 2020-11-12 21:48:43 [INFO] [TRAIN] epoch=2, iter=990/40000, loss=0.5756, lr=0.009777, batch_cost=0.5029, reader_cost=0.0002 | ETA 05:26:59 2020-11-12 21:48:48 [INFO] [TRAIN] epoch=2, iter=1000/40000, loss=0.3706, lr=0.009775, batch_cost=0.5047, reader_cost=0.0002 | ETA 05:28:04 2020-11-12 21:48:53 [INFO] [TRAIN] epoch=2, iter=1010/40000, loss=0.4167, lr=0.009773, batch_cost=0.5138, reader_cost=0.0002 | ETA 05:33:52 2020-11-12 21:48:58 [INFO] [TRAIN] epoch=2, iter=1020/40000, loss=0.8276, lr=0.009770, batch_cost=0.5203, reader_cost=0.0002 | ETA 05:38:03 2020-11-12 21:49:03 [INFO] [TRAIN] epoch=2, iter=1030/40000, loss=0.5232, lr=0.009768, batch_cost=0.5075, reader_cost=0.0002 | ETA 05:29:38 2020-11-12 21:49:08 [INFO] [TRAIN] epoch=2, iter=1040/40000, loss=0.7072, lr=0.009766, batch_cost=0.5078, reader_cost=0.0002 | ETA 05:29:42 2020-11-12 21:49:13 [INFO] [TRAIN] epoch=2, iter=1050/40000, loss=0.4703, lr=0.009764, batch_cost=0.5046, reader_cost=0.0002 | ETA 05:27:33 2020-11-12 21:49:18 [INFO] [TRAIN] epoch=2, iter=1060/40000, loss=0.4099, lr=0.009761, batch_cost=0.5233, reader_cost=0.0002 | ETA 05:39:37 2020-11-12 21:49:24 [INFO] [TRAIN] epoch=2, iter=1070/40000, loss=0.7158, lr=0.009759, batch_cost=0.5203, reader_cost=0.0002 | ETA 05:37:37 2020-11-12 21:49:29 [INFO] [TRAIN] epoch=2, iter=1080/40000, loss=0.5375, lr=0.009757, batch_cost=0.5211, reader_cost=0.0002 | ETA 05:38:01 2020-11-12 21:49:34 [INFO] [TRAIN] epoch=2, iter=1090/40000, loss=0.4009, lr=0.009755, batch_cost=0.5188, reader_cost=0.0002 | ETA 05:36:25 2020-11-12 21:49:39 [INFO] [TRAIN] epoch=2, iter=1100/40000, loss=0.5553, lr=0.009752, batch_cost=0.5224, reader_cost=0.0002 | ETA 05:38:42 2020-11-12 21:49:45 [INFO] [TRAIN] epoch=2, iter=1110/40000, loss=0.5719, lr=0.009750, batch_cost=0.5246, reader_cost=0.0002 | ETA 05:40:00 2020-11-12 21:49:50 [INFO] [TRAIN] epoch=2, iter=1120/40000, loss=0.5409, lr=0.009748, batch_cost=0.5183, reader_cost=0.0002 | ETA 05:35:49 2020-11-12 21:49:55 [INFO] [TRAIN] epoch=2, iter=1130/40000, loss=0.4734, lr=0.009746, batch_cost=0.5204, reader_cost=0.0002 | ETA 05:37:08 2020-11-12 21:50:00 [INFO] [TRAIN] epoch=2, iter=1140/40000, loss=0.6320, lr=0.009743, batch_cost=0.5286, reader_cost=0.0002 | ETA 05:42:22 2020-11-12 21:50:05 [INFO] [TRAIN] epoch=2, iter=1150/40000, loss=0.6062, lr=0.009741, batch_cost=0.5263, reader_cost=0.0002 | ETA 05:40:45 2020-11-12 21:50:11 [INFO] [TRAIN] epoch=2, iter=1160/40000, loss=0.6158, lr=0.009739, batch_cost=0.5235, reader_cost=0.0002 | ETA 05:38:50 2020-11-12 21:50:16 [INFO] [TRAIN] epoch=2, iter=1170/40000, loss=0.5519, lr=0.009737, batch_cost=0.5389, reader_cost=0.0002 | ETA 05:48:43 2020-11-12 21:50:21 [INFO] [TRAIN] epoch=2, iter=1180/40000, loss=0.4391, lr=0.009734, batch_cost=0.5251, reader_cost=0.0002 | ETA 05:39:44 2020-11-12 21:50:27 [INFO] [TRAIN] epoch=2, iter=1190/40000, loss=0.5879, lr=0.009732, batch_cost=0.5184, reader_cost=0.0002 | ETA 05:35:20 2020-11-12 21:50:32 [INFO] [TRAIN] epoch=2, iter=1200/40000, loss=0.6005, lr=0.009730, batch_cost=0.5263, reader_cost=0.0002 | ETA 05:40:19 2020-11-12 21:50:37 [INFO] [TRAIN] epoch=2, iter=1210/40000, loss=0.5939, lr=0.009728, batch_cost=0.5184, reader_cost=0.0002 | ETA 05:35:07 2020-11-12 21:50:42 [INFO] [TRAIN] epoch=2, iter=1220/40000, loss=0.5036, lr=0.009725, batch_cost=0.5278, reader_cost=0.0002 | ETA 05:41:08 2020-11-12 21:50:48 [INFO] [TRAIN] epoch=2, iter=1230/40000, loss=0.5714, lr=0.009723, batch_cost=0.5369, reader_cost=0.0002 | ETA 05:46:56 2020-11-12 21:50:53 [INFO] [TRAIN] epoch=2, iter=1240/40000, loss=0.6015, lr=0.009721, batch_cost=0.5165, reader_cost=0.0002 | ETA 05:33:39 2020-11-12 21:50:58 [INFO] [TRAIN] epoch=2, iter=1250/40000, loss=0.4066, lr=0.009719, batch_cost=0.5130, reader_cost=0.0002 | ETA 05:31:18 2020-11-12 21:51:03 [INFO] [TRAIN] epoch=2, iter=1260/40000, loss=0.4679, lr=0.009716, batch_cost=0.5165, reader_cost=0.0002 | ETA 05:33:27 2020-11-12 21:51:08 [INFO] [TRAIN] epoch=2, iter=1270/40000, loss=0.5075, lr=0.009714, batch_cost=0.5243, reader_cost=0.0002 | ETA 05:38:24 2020-11-12 21:51:14 [INFO] [TRAIN] epoch=2, iter=1280/40000, loss=0.4719, lr=0.009712, batch_cost=0.5226, reader_cost=0.0002 | ETA 05:37:14 2020-11-12 21:51:19 [INFO] [TRAIN] epoch=2, iter=1290/40000, loss=0.5645, lr=0.009710, batch_cost=0.5350, reader_cost=0.0002 | ETA 05:45:09 2020-11-12 21:51:24 [INFO] [TRAIN] epoch=2, iter=1300/40000, loss=0.5068, lr=0.009707, batch_cost=0.5203, reader_cost=0.0002 | ETA 05:35:35 2020-11-12 21:51:29 [INFO] [TRAIN] epoch=2, iter=1310/40000, loss=0.5639, lr=0.009705, batch_cost=0.5232, reader_cost=0.0002 | ETA 05:37:24 2020-11-12 21:51:34 [INFO] [TRAIN] epoch=2, iter=1320/40000, loss=0.5521, lr=0.009703, batch_cost=0.5118, reader_cost=0.0001 | ETA 05:29:56 2020-11-12 21:51:41 [INFO] [TRAIN] epoch=3, iter=1330/40000, loss=0.4079, lr=0.009700, batch_cost=0.6462, reader_cost=0.0932 | ETA 06:56:27 2020-11-12 21:51:46 [INFO] [TRAIN] epoch=3, iter=1340/40000, loss=0.4980, lr=0.009698, batch_cost=0.5167, reader_cost=0.0004 | ETA 05:32:57 2020-11-12 21:51:51 [INFO] [TRAIN] epoch=3, iter=1350/40000, loss=0.5819, lr=0.009696, batch_cost=0.5163, reader_cost=0.0002 | ETA 05:32:33 2020-11-12 21:51:56 [INFO] [TRAIN] epoch=3, iter=1360/40000, loss=0.6181, lr=0.009694, batch_cost=0.5213, reader_cost=0.0002 | ETA 05:35:44 2020-11-12 21:52:02 [INFO] [TRAIN] epoch=3, iter=1370/40000, loss=0.7018, lr=0.009691, batch_cost=0.5161, reader_cost=0.0002 | ETA 05:32:17 2020-11-12 21:52:07 [INFO] [TRAIN] epoch=3, iter=1380/40000, loss=0.4304, lr=0.009689, batch_cost=0.5441, reader_cost=0.0002 | ETA 05:50:13 2020-11-12 21:52:12 [INFO] [TRAIN] epoch=3, iter=1390/40000, loss=0.5883, lr=0.009687, batch_cost=0.5184, reader_cost=0.0002 | ETA 05:33:35 2020-11-12 21:52:17 [INFO] [TRAIN] epoch=3, iter=1400/40000, loss=0.7899, lr=0.009685, batch_cost=0.5209, reader_cost=0.0002 | ETA 05:35:06 2020-11-12 21:52:23 [INFO] [TRAIN] epoch=3, iter=1410/40000, loss=0.5017, lr=0.009682, batch_cost=0.5207, reader_cost=0.0002 | ETA 05:34:53 2020-11-12 21:52:28 [INFO] [TRAIN] epoch=3, iter=1420/40000, loss=0.5714, lr=0.009680, batch_cost=0.5209, reader_cost=0.0002 | ETA 05:34:54 2020-11-12 21:52:33 [INFO] [TRAIN] epoch=3, iter=1430/40000, loss=0.4332, lr=0.009678, batch_cost=0.5212, reader_cost=0.0002 | ETA 05:35:01 2020-11-12 21:52:38 [INFO] [TRAIN] epoch=3, iter=1440/40000, loss=0.4653, lr=0.009676, batch_cost=0.5196, reader_cost=0.0002 | ETA 05:33:53 2020-11-12 21:52:43 [INFO] [TRAIN] epoch=3, iter=1450/40000, loss=0.8158, lr=0.009673, batch_cost=0.5152, reader_cost=0.0002 | ETA 05:31:01 2020-11-12 21:52:49 [INFO] [TRAIN] epoch=3, iter=1460/40000, loss=0.4266, lr=0.009671, batch_cost=0.5118, reader_cost=0.0002 | ETA 05:28:43 2020-11-12 21:52:54 [INFO] [TRAIN] epoch=3, iter=1470/40000, loss=0.7062, lr=0.009669, batch_cost=0.5353, reader_cost=0.0002 | ETA 05:43:43 2020-11-12 21:53:00 [INFO] [TRAIN] epoch=3, iter=1480/40000, loss=0.4954, lr=0.009667, batch_cost=0.5618, reader_cost=0.0002 | ETA 06:00:41 2020-11-12 21:53:05 [INFO] [TRAIN] epoch=3, iter=1490/40000, loss=0.5211, lr=0.009664, batch_cost=0.5390, reader_cost=0.0002 | ETA 05:45:57 2020-11-12 21:53:10 [INFO] [TRAIN] epoch=3, iter=1500/40000, loss=0.5019, lr=0.009662, batch_cost=0.5468, reader_cost=0.0002 | ETA 05:50:53 2020-11-12 21:53:16 [INFO] [TRAIN] epoch=3, iter=1510/40000, loss=0.4342, lr=0.009660, batch_cost=0.5325, reader_cost=0.0002 | ETA 05:41:36 2020-11-12 21:53:21 [INFO] [TRAIN] epoch=3, iter=1520/40000, loss=0.4719, lr=0.009658, batch_cost=0.5336, reader_cost=0.0002 | ETA 05:42:13 2020-11-12 21:53:26 [INFO] [TRAIN] epoch=3, iter=1530/40000, loss=0.4713, lr=0.009655, batch_cost=0.5304, reader_cost=0.0002 | ETA 05:40:04 2020-11-12 21:53:32 [INFO] [TRAIN] epoch=3, iter=1540/40000, loss=0.5541, lr=0.009653, batch_cost=0.5456, reader_cost=0.0002 | ETA 05:49:43 2020-11-12 21:53:37 [INFO] [TRAIN] epoch=3, iter=1550/40000, loss=0.5157, lr=0.009651, batch_cost=0.5333, reader_cost=0.0002 | ETA 05:41:46 2020-11-12 21:53:43 [INFO] [TRAIN] epoch=3, iter=1560/40000, loss=0.5277, lr=0.009649, batch_cost=0.5559, reader_cost=0.0002 | ETA 05:56:10 2020-11-12 21:53:48 [INFO] [TRAIN] epoch=3, iter=1570/40000, loss=0.4454, lr=0.009646, batch_cost=0.5330, reader_cost=0.0002 | ETA 05:41:21 2020-11-12 21:53:53 [INFO] [TRAIN] epoch=3, iter=1580/40000, loss=0.4776, lr=0.009644, batch_cost=0.5318, reader_cost=0.0002 | ETA 05:40:30 2020-11-12 21:53:58 [INFO] [TRAIN] epoch=3, iter=1590/40000, loss=0.5431, lr=0.009642, batch_cost=0.5146, reader_cost=0.0002 | ETA 05:29:25 2020-11-12 21:54:04 [INFO] [TRAIN] epoch=3, iter=1600/40000, loss=0.4163, lr=0.009639, batch_cost=0.5197, reader_cost=0.0002 | ETA 05:32:35 2020-11-12 21:54:09 [INFO] [TRAIN] epoch=3, iter=1610/40000, loss=0.5394, lr=0.009637, batch_cost=0.5265, reader_cost=0.0002 | ETA 05:36:50 2020-11-12 21:54:14 [INFO] [TRAIN] epoch=3, iter=1620/40000, loss=0.4788, lr=0.009635, batch_cost=0.5163, reader_cost=0.0002 | ETA 05:30:16 2020-11-12 21:54:19 [INFO] [TRAIN] epoch=3, iter=1630/40000, loss=0.5406, lr=0.009633, batch_cost=0.5129, reader_cost=0.0002 | ETA 05:27:59 2020-11-12 21:54:24 [INFO] [TRAIN] epoch=3, iter=1640/40000, loss=0.5689, lr=0.009630, batch_cost=0.5191, reader_cost=0.0002 | ETA 05:31:51 2020-11-12 21:54:30 [INFO] [TRAIN] epoch=3, iter=1650/40000, loss=0.4688, lr=0.009628, batch_cost=0.5261, reader_cost=0.0002 | ETA 05:36:14 2020-11-12 21:54:35 [INFO] [TRAIN] epoch=3, iter=1660/40000, loss=0.4621, lr=0.009626, batch_cost=0.5240, reader_cost=0.0002 | ETA 05:34:48 2020-11-12 21:54:40 [INFO] [TRAIN] epoch=3, iter=1670/40000, loss=0.3728, lr=0.009624, batch_cost=0.5227, reader_cost=0.0002 | ETA 05:33:53 2020-11-12 21:54:46 [INFO] [TRAIN] epoch=3, iter=1680/40000, loss=0.5254, lr=0.009621, batch_cost=0.5434, reader_cost=0.0002 | ETA 05:47:04 2020-11-12 21:54:51 [INFO] [TRAIN] epoch=3, iter=1690/40000, loss=0.6033, lr=0.009619, batch_cost=0.5505, reader_cost=0.0002 | ETA 05:51:28 2020-11-12 21:54:56 [INFO] [TRAIN] epoch=3, iter=1700/40000, loss=0.3545, lr=0.009617, batch_cost=0.5343, reader_cost=0.0002 | ETA 05:41:04 2020-11-12 21:55:02 [INFO] [TRAIN] epoch=3, iter=1710/40000, loss=0.4501, lr=0.009615, batch_cost=0.5421, reader_cost=0.0002 | ETA 05:45:56 2020-11-12 21:55:07 [INFO] [TRAIN] epoch=3, iter=1720/40000, loss=0.3336, lr=0.009612, batch_cost=0.5255, reader_cost=0.0002 | ETA 05:35:15 2020-11-12 21:55:13 [INFO] [TRAIN] epoch=3, iter=1730/40000, loss=0.3913, lr=0.009610, batch_cost=0.5505, reader_cost=0.0002 | ETA 05:51:08 2020-11-12 21:55:18 [INFO] [TRAIN] epoch=3, iter=1740/40000, loss=0.5674, lr=0.009608, batch_cost=0.5435, reader_cost=0.0002 | ETA 05:46:35 2020-11-12 21:55:25 [INFO] [TRAIN] epoch=3, iter=1750/40000, loss=0.6442, lr=0.009606, batch_cost=0.6824, reader_cost=0.0002 | ETA 07:15:02 2020-11-12 21:55:34 [INFO] [TRAIN] epoch=3, iter=1760/40000, loss=0.6362, lr=0.009603, batch_cost=0.8694, reader_cost=0.0002 | ETA 09:14:05 2020-11-12 21:55:39 [INFO] [TRAIN] epoch=3, iter=1770/40000, loss=0.3435, lr=0.009601, batch_cost=0.5866, reader_cost=0.0002 | ETA 06:13:44 2020-11-12 21:55:45 [INFO] [TRAIN] epoch=3, iter=1780/40000, loss=0.4175, lr=0.009599, batch_cost=0.5588, reader_cost=0.0002 | ETA 05:55:57 2020-11-12 21:55:50 [INFO] [TRAIN] epoch=3, iter=1790/40000, loss=0.4832, lr=0.009597, batch_cost=0.5290, reader_cost=0.0002 | ETA 05:36:54 2020-11-12 21:55:56 [INFO] [TRAIN] epoch=3, iter=1800/40000, loss=0.7562, lr=0.009594, batch_cost=0.5403, reader_cost=0.0002 | ETA 05:43:58 2020-11-12 21:56:01 [INFO] [TRAIN] epoch=3, iter=1810/40000, loss=0.3974, lr=0.009592, batch_cost=0.5357, reader_cost=0.0002 | ETA 05:40:57 2020-11-12 21:56:07 [INFO] [TRAIN] epoch=3, iter=1820/40000, loss=0.4093, lr=0.009590, batch_cost=0.5523, reader_cost=0.0002 | ETA 05:51:27 2020-11-12 21:56:12 [INFO] [TRAIN] epoch=3, iter=1830/40000, loss=0.4675, lr=0.009588, batch_cost=0.5376, reader_cost=0.0002 | ETA 05:42:00 2020-11-12 21:56:18 [INFO] [TRAIN] epoch=3, iter=1840/40000, loss=0.5533, lr=0.009585, batch_cost=0.5517, reader_cost=0.0002 | ETA 05:50:53 2020-11-12 21:56:23 [INFO] [TRAIN] epoch=3, iter=1850/40000, loss=0.4267, lr=0.009583, batch_cost=0.5367, reader_cost=0.0002 | ETA 05:41:15 2020-11-12 21:56:29 [INFO] [TRAIN] epoch=3, iter=1860/40000, loss=0.4781, lr=0.009581, batch_cost=0.5706, reader_cost=0.0002 | ETA 06:02:43 2020-11-12 21:56:34 [INFO] [TRAIN] epoch=3, iter=1870/40000, loss=0.3204, lr=0.009578, batch_cost=0.5463, reader_cost=0.0002 | ETA 05:47:11 2020-11-12 21:56:39 [INFO] [TRAIN] epoch=3, iter=1880/40000, loss=0.3220, lr=0.009576, batch_cost=0.5325, reader_cost=0.0002 | ETA 05:38:20 2020-11-12 21:56:45 [INFO] [TRAIN] epoch=3, iter=1890/40000, loss=0.5563, lr=0.009574, batch_cost=0.5296, reader_cost=0.0002 | ETA 05:36:24 2020-11-12 21:56:50 [INFO] [TRAIN] epoch=3, iter=1900/40000, loss=0.4750, lr=0.009572, batch_cost=0.5590, reader_cost=0.0002 | ETA 05:54:59 2020-11-12 21:56:55 [INFO] [TRAIN] epoch=3, iter=1910/40000, loss=0.4558, lr=0.009569, batch_cost=0.5215, reader_cost=0.0002 | ETA 05:31:02 2020-11-12 21:57:01 [INFO] [TRAIN] epoch=3, iter=1920/40000, loss=0.4162, lr=0.009567, batch_cost=0.5256, reader_cost=0.0002 | ETA 05:33:36 2020-11-12 21:57:06 [INFO] [TRAIN] epoch=3, iter=1930/40000, loss=0.5819, lr=0.009565, batch_cost=0.5237, reader_cost=0.0002 | ETA 05:32:15 2020-11-12 21:57:11 [INFO] [TRAIN] epoch=3, iter=1940/40000, loss=0.5737, lr=0.009563, batch_cost=0.5362, reader_cost=0.0002 | ETA 05:40:08 2020-11-12 21:57:17 [INFO] [TRAIN] epoch=3, iter=1950/40000, loss=0.5032, lr=0.009560, batch_cost=0.5335, reader_cost=0.0002 | ETA 05:38:18 2020-11-12 21:57:22 [INFO] [TRAIN] epoch=3, iter=1960/40000, loss=0.4626, lr=0.009558, batch_cost=0.5332, reader_cost=0.0002 | ETA 05:38:03 2020-11-12 21:57:27 [INFO] [TRAIN] epoch=3, iter=1970/40000, loss=0.4453, lr=0.009556, batch_cost=0.5293, reader_cost=0.0002 | ETA 05:35:29 2020-11-12 21:57:33 [INFO] [TRAIN] epoch=3, iter=1980/40000, loss=0.4649, lr=0.009554, batch_cost=0.5274, reader_cost=0.0002 | ETA 05:34:12 2020-11-12 21:57:39 [INFO] [TRAIN] epoch=4, iter=1990/40000, loss=0.3933, lr=0.009551, batch_cost=0.6347, reader_cost=0.0930 | ETA 06:42:03 2020-11-12 21:57:44 [INFO] [TRAIN] epoch=4, iter=2000/40000, loss=0.4900, lr=0.009549, batch_cost=0.5114, reader_cost=0.0004 | ETA 05:23:51 2020-11-12 21:57:44 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 21:58:39 [INFO] [EVAL] #Images=1449 mIoU=0.5665 Acc=0.9054 Kappa=0.7886 2020-11-12 21:58:39 [INFO] [EVAL] Class IoU: [0.9181 0.6905 0.313 0.8085 0.5016 0.6606 0.7822 0.7247 0.8063 0.239 0.1034 0.3977 0.668 0.438 0.6524 0.8068 0.4236 0.3729 0.4021 0.6969 0.4894] 2020-11-12 21:58:39 [INFO] [EVAL] Class Acc: [0.9491 0.7086 0.3806 0.9564 0.6983 0.8584 0.9656 0.8195 0.8837 0.6354 0.318 0.7294 0.747 0.4601 0.7606 0.8822 0.7995 0.9418 0.6602 0.8237 0.8876] 2020-11-12 21:58:41 [INFO] [EVAL] The model with the best validation mIoU (0.5665) was saved at iter 2000. 2020-11-12 21:58:47 [INFO] [TRAIN] epoch=4, iter=2010/40000, loss=0.5862, lr=0.009547, batch_cost=0.5686, reader_cost=0.0004 | ETA 06:00:02 2020-11-12 21:58:53 [INFO] [TRAIN] epoch=4, iter=2020/40000, loss=0.3086, lr=0.009545, batch_cost=0.5770, reader_cost=0.0002 | ETA 06:05:14 2020-11-12 21:58:58 [INFO] [TRAIN] epoch=4, iter=2030/40000, loss=0.4697, lr=0.009542, batch_cost=0.5900, reader_cost=0.0002 | ETA 06:13:20 2020-11-12 21:59:05 [INFO] [TRAIN] epoch=4, iter=2040/40000, loss=0.5480, lr=0.009540, batch_cost=0.6013, reader_cost=0.0002 | ETA 06:20:23 2020-11-12 21:59:10 [INFO] [TRAIN] epoch=4, iter=2050/40000, loss=0.4298, lr=0.009538, batch_cost=0.5851, reader_cost=0.0002 | ETA 06:10:04 2020-11-12 21:59:16 [INFO] [TRAIN] epoch=4, iter=2060/40000, loss=0.4753, lr=0.009536, batch_cost=0.5859, reader_cost=0.0002 | ETA 06:10:27 2020-11-12 21:59:22 [INFO] [TRAIN] epoch=4, iter=2070/40000, loss=0.3932, lr=0.009533, batch_cost=0.5843, reader_cost=0.0002 | ETA 06:09:23 2020-11-12 21:59:28 [INFO] [TRAIN] epoch=4, iter=2080/40000, loss=0.4322, lr=0.009531, batch_cost=0.5821, reader_cost=0.0002 | ETA 06:07:54 2020-11-12 21:59:34 [INFO] [TRAIN] epoch=4, iter=2090/40000, loss=0.3733, lr=0.009529, batch_cost=0.5787, reader_cost=0.0002 | ETA 06:05:38 2020-11-12 21:59:39 [INFO] [TRAIN] epoch=4, iter=2100/40000, loss=0.3811, lr=0.009526, batch_cost=0.5763, reader_cost=0.0002 | ETA 06:04:02 2020-11-12 21:59:46 [INFO] [TRAIN] epoch=4, iter=2110/40000, loss=0.4326, lr=0.009524, batch_cost=0.6346, reader_cost=0.0002 | ETA 06:40:43 2020-11-12 21:59:55 [INFO] [TRAIN] epoch=4, iter=2120/40000, loss=0.4833, lr=0.009522, batch_cost=0.9636, reader_cost=0.0002 | ETA 10:08:20 2020-11-12 22:00:04 [INFO] [TRAIN] epoch=4, iter=2130/40000, loss=0.5458, lr=0.009520, batch_cost=0.8615, reader_cost=0.0002 | ETA 09:03:44 2020-11-12 22:00:10 [INFO] [TRAIN] epoch=4, iter=2140/40000, loss=0.4464, lr=0.009517, batch_cost=0.5641, reader_cost=0.0002 | ETA 05:55:58 2020-11-12 22:00:15 [INFO] [TRAIN] epoch=4, iter=2150/40000, loss=0.3562, lr=0.009515, batch_cost=0.5730, reader_cost=0.0002 | ETA 06:01:29 2020-11-12 22:00:21 [INFO] [TRAIN] epoch=4, iter=2160/40000, loss=0.4937, lr=0.009513, batch_cost=0.5702, reader_cost=0.0002 | ETA 05:59:36 2020-11-12 22:00:27 [INFO] [TRAIN] epoch=4, iter=2170/40000, loss=0.3327, lr=0.009511, batch_cost=0.5706, reader_cost=0.0002 | ETA 05:59:47 2020-11-12 22:00:33 [INFO] [TRAIN] epoch=4, iter=2180/40000, loss=0.4128, lr=0.009508, batch_cost=0.5716, reader_cost=0.0002 | ETA 06:00:19 2020-11-12 22:00:38 [INFO] [TRAIN] epoch=4, iter=2190/40000, loss=0.3623, lr=0.009506, batch_cost=0.5902, reader_cost=0.0002 | ETA 06:11:54 2020-11-12 22:00:44 [INFO] [TRAIN] epoch=4, iter=2200/40000, loss=0.5644, lr=0.009504, batch_cost=0.5655, reader_cost=0.0002 | ETA 05:56:15 2020-11-12 22:00:50 [INFO] [TRAIN] epoch=4, iter=2210/40000, loss=0.6379, lr=0.009502, batch_cost=0.5633, reader_cost=0.0002 | ETA 05:54:47 2020-11-12 22:00:56 [INFO] [TRAIN] epoch=4, iter=2220/40000, loss=0.5488, lr=0.009499, batch_cost=0.5887, reader_cost=0.0002 | ETA 06:10:40 2020-11-12 22:01:01 [INFO] [TRAIN] epoch=4, iter=2230/40000, loss=0.3720, lr=0.009497, batch_cost=0.5611, reader_cost=0.0002 | ETA 05:53:14 2020-11-12 22:01:07 [INFO] [TRAIN] epoch=4, iter=2240/40000, loss=0.5283, lr=0.009495, batch_cost=0.5770, reader_cost=0.0002 | ETA 06:03:06 2020-11-12 22:01:13 [INFO] [TRAIN] epoch=4, iter=2250/40000, loss=0.3519, lr=0.009493, batch_cost=0.5770, reader_cost=0.0002 | ETA 06:03:03 2020-11-12 22:01:19 [INFO] [TRAIN] epoch=4, iter=2260/40000, loss=0.4519, lr=0.009490, batch_cost=0.6283, reader_cost=0.0002 | ETA 06:35:11 2020-11-12 22:01:25 [INFO] [TRAIN] epoch=4, iter=2270/40000, loss=0.4764, lr=0.009488, batch_cost=0.5724, reader_cost=0.0002 | ETA 05:59:56 2020-11-12 22:01:30 [INFO] [TRAIN] epoch=4, iter=2280/40000, loss=0.5403, lr=0.009486, batch_cost=0.5687, reader_cost=0.0002 | ETA 05:57:30 2020-11-12 22:01:36 [INFO] [TRAIN] epoch=4, iter=2290/40000, loss=0.7277, lr=0.009483, batch_cost=0.5694, reader_cost=0.0002 | ETA 05:57:52 2020-11-12 22:01:42 [INFO] [TRAIN] epoch=4, iter=2300/40000, loss=0.3033, lr=0.009481, batch_cost=0.5646, reader_cost=0.0002 | ETA 05:54:46 2020-11-12 22:01:47 [INFO] [TRAIN] epoch=4, iter=2310/40000, loss=0.4544, lr=0.009479, batch_cost=0.5664, reader_cost=0.0002 | ETA 05:55:47 2020-11-12 22:01:53 [INFO] [TRAIN] epoch=4, iter=2320/40000, loss=0.5212, lr=0.009477, batch_cost=0.5688, reader_cost=0.0002 | ETA 05:57:11 2020-11-12 22:01:59 [INFO] [TRAIN] epoch=4, iter=2330/40000, loss=0.5967, lr=0.009474, batch_cost=0.5684, reader_cost=0.0002 | ETA 05:56:53 2020-11-12 22:02:05 [INFO] [TRAIN] epoch=4, iter=2340/40000, loss=0.4255, lr=0.009472, batch_cost=0.5737, reader_cost=0.0002 | ETA 06:00:05 2020-11-12 22:02:10 [INFO] [TRAIN] epoch=4, iter=2350/40000, loss=0.8098, lr=0.009470, batch_cost=0.5751, reader_cost=0.0004 | ETA 06:00:53 2020-11-12 22:02:16 [INFO] [TRAIN] epoch=4, iter=2360/40000, loss=0.3234, lr=0.009468, batch_cost=0.5708, reader_cost=0.0002 | ETA 05:58:06 2020-11-12 22:02:22 [INFO] [TRAIN] epoch=4, iter=2370/40000, loss=0.4195, lr=0.009465, batch_cost=0.5708, reader_cost=0.0004 | ETA 05:57:58 2020-11-12 22:02:27 [INFO] [TRAIN] epoch=4, iter=2380/40000, loss=0.3938, lr=0.009463, batch_cost=0.5744, reader_cost=0.0002 | ETA 06:00:07 2020-11-12 22:02:33 [INFO] [TRAIN] epoch=4, iter=2390/40000, loss=0.4865, lr=0.009461, batch_cost=0.5690, reader_cost=0.0002 | ETA 05:56:40 2020-11-12 22:02:39 [INFO] [TRAIN] epoch=4, iter=2400/40000, loss=0.5031, lr=0.009459, batch_cost=0.5675, reader_cost=0.0008 | ETA 05:55:39 2020-11-12 22:02:45 [INFO] [TRAIN] epoch=4, iter=2410/40000, loss=0.4582, lr=0.009456, batch_cost=0.5681, reader_cost=0.0004 | ETA 05:55:54 2020-11-12 22:02:50 [INFO] [TRAIN] epoch=4, iter=2420/40000, loss=0.4422, lr=0.009454, batch_cost=0.5624, reader_cost=0.0004 | ETA 05:52:16 2020-11-12 22:02:56 [INFO] [TRAIN] epoch=4, iter=2430/40000, loss=0.5155, lr=0.009452, batch_cost=0.5695, reader_cost=0.0002 | ETA 05:56:37 2020-11-12 22:03:01 [INFO] [TRAIN] epoch=4, iter=2440/40000, loss=0.3229, lr=0.009450, batch_cost=0.5617, reader_cost=0.0002 | ETA 05:51:37 2020-11-12 22:03:07 [INFO] [TRAIN] epoch=4, iter=2450/40000, loss=0.4133, lr=0.009447, batch_cost=0.5674, reader_cost=0.0006 | ETA 05:55:07 2020-11-12 22:03:13 [INFO] [TRAIN] epoch=4, iter=2460/40000, loss=0.4105, lr=0.009445, batch_cost=0.5692, reader_cost=0.0010 | ETA 05:56:07 2020-11-12 22:03:19 [INFO] [TRAIN] epoch=4, iter=2470/40000, loss=0.4483, lr=0.009443, batch_cost=0.5724, reader_cost=0.0010 | ETA 05:58:02 2020-11-12 22:03:25 [INFO] [TRAIN] epoch=4, iter=2480/40000, loss=0.4078, lr=0.009440, batch_cost=0.5961, reader_cost=0.0002 | ETA 06:12:44 2020-11-12 22:03:30 [INFO] [TRAIN] epoch=4, iter=2490/40000, loss=0.4664, lr=0.009438, batch_cost=0.5721, reader_cost=0.0002 | ETA 05:57:40 2020-11-12 22:03:36 [INFO] [TRAIN] epoch=4, iter=2500/40000, loss=0.3606, lr=0.009436, batch_cost=0.5730, reader_cost=0.0001 | ETA 05:58:06 2020-11-12 22:03:42 [INFO] [TRAIN] epoch=4, iter=2510/40000, loss=0.3672, lr=0.009434, batch_cost=0.5668, reader_cost=0.0002 | ETA 05:54:09 2020-11-12 22:03:47 [INFO] [TRAIN] epoch=4, iter=2520/40000, loss=0.3169, lr=0.009431, batch_cost=0.5723, reader_cost=0.0002 | ETA 05:57:28 2020-11-12 22:03:53 [INFO] [TRAIN] epoch=4, iter=2530/40000, loss=0.2232, lr=0.009429, batch_cost=0.5682, reader_cost=0.0002 | ETA 05:54:49 2020-11-12 22:03:59 [INFO] [TRAIN] epoch=4, iter=2540/40000, loss=0.8040, lr=0.009427, batch_cost=0.5677, reader_cost=0.0002 | ETA 05:54:25 2020-11-12 22:04:04 [INFO] [TRAIN] epoch=4, iter=2550/40000, loss=0.3456, lr=0.009425, batch_cost=0.5726, reader_cost=0.0002 | ETA 05:57:22 2020-11-12 22:04:10 [INFO] [TRAIN] epoch=4, iter=2560/40000, loss=0.3107, lr=0.009422, batch_cost=0.5674, reader_cost=0.0002 | ETA 05:54:04 2020-11-12 22:04:16 [INFO] [TRAIN] epoch=4, iter=2570/40000, loss=0.5505, lr=0.009420, batch_cost=0.5771, reader_cost=0.0001 | ETA 05:59:59 2020-11-12 22:04:22 [INFO] [TRAIN] epoch=4, iter=2580/40000, loss=0.4125, lr=0.009418, batch_cost=0.5761, reader_cost=0.0001 | ETA 05:59:19 2020-11-12 22:04:27 [INFO] [TRAIN] epoch=4, iter=2590/40000, loss=0.3709, lr=0.009416, batch_cost=0.5744, reader_cost=0.0001 | ETA 05:58:08 2020-11-12 22:04:33 [INFO] [TRAIN] epoch=4, iter=2600/40000, loss=0.4708, lr=0.009413, batch_cost=0.5780, reader_cost=0.0002 | ETA 06:00:18 2020-11-12 22:04:39 [INFO] [TRAIN] epoch=4, iter=2610/40000, loss=0.6625, lr=0.009411, batch_cost=0.5710, reader_cost=0.0002 | ETA 05:55:51 2020-11-12 22:04:45 [INFO] [TRAIN] epoch=4, iter=2620/40000, loss=0.3463, lr=0.009409, batch_cost=0.5620, reader_cost=0.0002 | ETA 05:50:07 2020-11-12 22:04:50 [INFO] [TRAIN] epoch=4, iter=2630/40000, loss=0.5199, lr=0.009406, batch_cost=0.5256, reader_cost=0.0002 | ETA 05:27:20 2020-11-12 22:04:55 [INFO] [TRAIN] epoch=4, iter=2640/40000, loss=0.5841, lr=0.009404, batch_cost=0.5621, reader_cost=0.0004 | ETA 05:50:01 2020-11-12 22:05:03 [INFO] [TRAIN] epoch=5, iter=2650/40000, loss=0.4016, lr=0.009402, batch_cost=0.7253, reader_cost=0.1211 | ETA 07:31:29 2020-11-12 22:05:08 [INFO] [TRAIN] epoch=5, iter=2660/40000, loss=0.4785, lr=0.009400, batch_cost=0.5055, reader_cost=0.0004 | ETA 05:14:35 2020-11-12 22:05:13 [INFO] [TRAIN] epoch=5, iter=2670/40000, loss=0.5002, lr=0.009397, batch_cost=0.5021, reader_cost=0.0002 | ETA 05:12:24 2020-11-12 22:05:18 [INFO] [TRAIN] epoch=5, iter=2680/40000, loss=0.5078, lr=0.009395, batch_cost=0.5062, reader_cost=0.0002 | ETA 05:14:51 2020-11-12 22:05:23 [INFO] [TRAIN] epoch=5, iter=2690/40000, loss=0.4047, lr=0.009393, batch_cost=0.5025, reader_cost=0.0002 | ETA 05:12:29 2020-11-12 22:05:28 [INFO] [TRAIN] epoch=5, iter=2700/40000, loss=0.3476, lr=0.009391, batch_cost=0.5025, reader_cost=0.0002 | ETA 05:12:21 2020-11-12 22:05:33 [INFO] [TRAIN] epoch=5, iter=2710/40000, loss=0.4356, lr=0.009388, batch_cost=0.5020, reader_cost=0.0002 | ETA 05:11:58 2020-11-12 22:05:38 [INFO] [TRAIN] epoch=5, iter=2720/40000, loss=0.5472, lr=0.009386, batch_cost=0.5007, reader_cost=0.0002 | ETA 05:11:07 2020-11-12 22:05:43 [INFO] [TRAIN] epoch=5, iter=2730/40000, loss=0.3395, lr=0.009384, batch_cost=0.5004, reader_cost=0.0002 | ETA 05:10:50 2020-11-12 22:05:48 [INFO] [TRAIN] epoch=5, iter=2740/40000, loss=0.4303, lr=0.009382, batch_cost=0.5046, reader_cost=0.0002 | ETA 05:13:21 2020-11-12 22:05:53 [INFO] [TRAIN] epoch=5, iter=2750/40000, loss=0.3726, lr=0.009379, batch_cost=0.4996, reader_cost=0.0002 | ETA 05:10:08 2020-11-12 22:05:58 [INFO] [TRAIN] epoch=5, iter=2760/40000, loss=0.4052, lr=0.009377, batch_cost=0.5131, reader_cost=0.0002 | ETA 05:18:26 2020-11-12 22:06:03 [INFO] [TRAIN] epoch=5, iter=2770/40000, loss=0.3179, lr=0.009375, batch_cost=0.5112, reader_cost=0.0002 | ETA 05:17:13 2020-11-12 22:06:08 [INFO] [TRAIN] epoch=5, iter=2780/40000, loss=0.4290, lr=0.009372, batch_cost=0.5101, reader_cost=0.0002 | ETA 05:16:24 2020-11-12 22:06:13 [INFO] [TRAIN] epoch=5, iter=2790/40000, loss=0.3892, lr=0.009370, batch_cost=0.5169, reader_cost=0.0002 | ETA 05:20:33 2020-11-12 22:06:19 [INFO] [TRAIN] epoch=5, iter=2800/40000, loss=0.3943, lr=0.009368, batch_cost=0.5179, reader_cost=0.0002 | ETA 05:21:05 2020-11-12 22:06:24 [INFO] [TRAIN] epoch=5, iter=2810/40000, loss=0.4667, lr=0.009366, batch_cost=0.5188, reader_cost=0.0002 | ETA 05:21:33 2020-11-12 22:06:29 [INFO] [TRAIN] epoch=5, iter=2820/40000, loss=0.4253, lr=0.009363, batch_cost=0.5135, reader_cost=0.0002 | ETA 05:18:12 2020-11-12 22:06:34 [INFO] [TRAIN] epoch=5, iter=2830/40000, loss=0.3678, lr=0.009361, batch_cost=0.5160, reader_cost=0.0002 | ETA 05:19:38 2020-11-12 22:06:39 [INFO] [TRAIN] epoch=5, iter=2840/40000, loss=0.5436, lr=0.009359, batch_cost=0.5371, reader_cost=0.0002 | ETA 05:32:37 2020-11-12 22:06:45 [INFO] [TRAIN] epoch=5, iter=2850/40000, loss=0.4406, lr=0.009357, batch_cost=0.5512, reader_cost=0.0002 | ETA 05:41:15 2020-11-12 22:06:50 [INFO] [TRAIN] epoch=5, iter=2860/40000, loss=0.5481, lr=0.009354, batch_cost=0.5215, reader_cost=0.0002 | ETA 05:22:47 2020-11-12 22:06:56 [INFO] [TRAIN] epoch=5, iter=2870/40000, loss=0.4323, lr=0.009352, batch_cost=0.5434, reader_cost=0.0002 | ETA 05:36:16 2020-11-12 22:07:01 [INFO] [TRAIN] epoch=5, iter=2880/40000, loss=0.4729, lr=0.009350, batch_cost=0.5268, reader_cost=0.0002 | ETA 05:25:55 2020-11-12 22:07:06 [INFO] [TRAIN] epoch=5, iter=2890/40000, loss=0.4283, lr=0.009348, batch_cost=0.5503, reader_cost=0.0002 | ETA 05:40:22 2020-11-12 22:07:12 [INFO] [TRAIN] epoch=5, iter=2900/40000, loss=0.3848, lr=0.009345, batch_cost=0.5302, reader_cost=0.0002 | ETA 05:27:49 2020-11-12 22:07:17 [INFO] [TRAIN] epoch=5, iter=2910/40000, loss=0.3931, lr=0.009343, batch_cost=0.5503, reader_cost=0.0002 | ETA 05:40:11 2020-11-12 22:07:23 [INFO] [TRAIN] epoch=5, iter=2920/40000, loss=0.3936, lr=0.009341, batch_cost=0.5355, reader_cost=0.0002 | ETA 05:30:56 2020-11-12 22:07:28 [INFO] [TRAIN] epoch=5, iter=2930/40000, loss=0.3175, lr=0.009338, batch_cost=0.5526, reader_cost=0.0002 | ETA 05:41:25 2020-11-12 22:07:33 [INFO] [TRAIN] epoch=5, iter=2940/40000, loss=0.5151, lr=0.009336, batch_cost=0.5071, reader_cost=0.0002 | ETA 05:13:11 2020-11-12 22:07:38 [INFO] [TRAIN] epoch=5, iter=2950/40000, loss=0.3364, lr=0.009334, batch_cost=0.5017, reader_cost=0.0002 | ETA 05:09:48 2020-11-12 22:07:43 [INFO] [TRAIN] epoch=5, iter=2960/40000, loss=0.3374, lr=0.009332, batch_cost=0.5049, reader_cost=0.0002 | ETA 05:11:41 2020-11-12 22:07:48 [INFO] [TRAIN] epoch=5, iter=2970/40000, loss=0.3812, lr=0.009329, batch_cost=0.5031, reader_cost=0.0002 | ETA 05:10:31 2020-11-12 22:07:53 [INFO] [TRAIN] epoch=5, iter=2980/40000, loss=0.4005, lr=0.009327, batch_cost=0.5118, reader_cost=0.0002 | ETA 05:15:46 2020-11-12 22:07:58 [INFO] [TRAIN] epoch=5, iter=2990/40000, loss=0.3916, lr=0.009325, batch_cost=0.5081, reader_cost=0.0010 | ETA 05:13:23 2020-11-12 22:08:04 [INFO] [TRAIN] epoch=5, iter=3000/40000, loss=0.4582, lr=0.009323, batch_cost=0.5068, reader_cost=0.0002 | ETA 05:12:30 2020-11-12 22:08:09 [INFO] [TRAIN] epoch=5, iter=3010/40000, loss=0.4137, lr=0.009320, batch_cost=0.5124, reader_cost=0.0002 | ETA 05:15:53 2020-11-12 22:08:14 [INFO] [TRAIN] epoch=5, iter=3020/40000, loss=0.6680, lr=0.009318, batch_cost=0.5092, reader_cost=0.0002 | ETA 05:13:51 2020-11-12 22:08:19 [INFO] [TRAIN] epoch=5, iter=3030/40000, loss=0.5130, lr=0.009316, batch_cost=0.5210, reader_cost=0.0002 | ETA 05:21:02 2020-11-12 22:08:24 [INFO] [TRAIN] epoch=5, iter=3040/40000, loss=0.5645, lr=0.009314, batch_cost=0.5043, reader_cost=0.0002 | ETA 05:10:39 2020-11-12 22:08:29 [INFO] [TRAIN] epoch=5, iter=3050/40000, loss=0.5608, lr=0.009311, batch_cost=0.5243, reader_cost=0.0002 | ETA 05:22:52 2020-11-12 22:08:35 [INFO] [TRAIN] epoch=5, iter=3060/40000, loss=0.3483, lr=0.009309, batch_cost=0.5282, reader_cost=0.0002 | ETA 05:25:10 2020-11-12 22:08:40 [INFO] [TRAIN] epoch=5, iter=3070/40000, loss=0.5003, lr=0.009307, batch_cost=0.5205, reader_cost=0.0002 | ETA 05:20:21 2020-11-12 22:08:45 [INFO] [TRAIN] epoch=5, iter=3080/40000, loss=0.4064, lr=0.009304, batch_cost=0.5430, reader_cost=0.0002 | ETA 05:34:07 2020-11-12 22:08:51 [INFO] [TRAIN] epoch=5, iter=3090/40000, loss=0.4059, lr=0.009302, batch_cost=0.5905, reader_cost=0.0032 | ETA 06:03:14 2020-11-12 22:08:56 [INFO] [TRAIN] epoch=5, iter=3100/40000, loss=0.5331, lr=0.009300, batch_cost=0.5211, reader_cost=0.0078 | ETA 05:20:29 2020-11-12 22:09:02 [INFO] [TRAIN] epoch=5, iter=3110/40000, loss=0.4676, lr=0.009298, batch_cost=0.5275, reader_cost=0.0002 | ETA 05:24:19 2020-11-12 22:09:07 [INFO] [TRAIN] epoch=5, iter=3120/40000, loss=0.3504, lr=0.009295, batch_cost=0.5310, reader_cost=0.0002 | ETA 05:26:24 2020-11-12 22:09:12 [INFO] [TRAIN] epoch=5, iter=3130/40000, loss=0.4735, lr=0.009293, batch_cost=0.5298, reader_cost=0.0002 | ETA 05:25:34 2020-11-12 22:09:17 [INFO] [TRAIN] epoch=5, iter=3140/40000, loss=0.4442, lr=0.009291, batch_cost=0.5304, reader_cost=0.0002 | ETA 05:25:51 2020-11-12 22:09:23 [INFO] [TRAIN] epoch=5, iter=3150/40000, loss=0.6863, lr=0.009289, batch_cost=0.5320, reader_cost=0.0002 | ETA 05:26:43 2020-11-12 22:09:28 [INFO] [TRAIN] epoch=5, iter=3160/40000, loss=0.3945, lr=0.009286, batch_cost=0.5425, reader_cost=0.0002 | ETA 05:33:07 2020-11-12 22:09:34 [INFO] [TRAIN] epoch=5, iter=3170/40000, loss=0.3401, lr=0.009284, batch_cost=0.5741, reader_cost=0.0002 | ETA 05:52:22 2020-11-12 22:09:40 [INFO] [TRAIN] epoch=5, iter=3180/40000, loss=0.7890, lr=0.009282, batch_cost=0.5636, reader_cost=0.0002 | ETA 05:45:51 2020-11-12 22:09:45 [INFO] [TRAIN] epoch=5, iter=3190/40000, loss=0.3354, lr=0.009280, batch_cost=0.5704, reader_cost=0.0002 | ETA 05:49:57 2020-11-12 22:09:51 [INFO] [TRAIN] epoch=5, iter=3200/40000, loss=0.3357, lr=0.009277, batch_cost=0.5457, reader_cost=0.0002 | ETA 05:34:42 2020-11-12 22:09:56 [INFO] [TRAIN] epoch=5, iter=3210/40000, loss=0.2805, lr=0.009275, batch_cost=0.5466, reader_cost=0.0002 | ETA 05:35:11 2020-11-12 22:10:02 [INFO] [TRAIN] epoch=5, iter=3220/40000, loss=0.3596, lr=0.009273, batch_cost=0.5619, reader_cost=0.0002 | ETA 05:44:25 2020-11-12 22:10:07 [INFO] [TRAIN] epoch=5, iter=3230/40000, loss=0.3109, lr=0.009270, batch_cost=0.5220, reader_cost=0.0002 | ETA 05:19:52 2020-11-12 22:10:12 [INFO] [TRAIN] epoch=5, iter=3240/40000, loss=0.5282, lr=0.009268, batch_cost=0.5311, reader_cost=0.0002 | ETA 05:25:24 2020-11-12 22:10:18 [INFO] [TRAIN] epoch=5, iter=3250/40000, loss=0.3002, lr=0.009266, batch_cost=0.5571, reader_cost=0.0002 | ETA 05:41:13 2020-11-12 22:10:23 [INFO] [TRAIN] epoch=5, iter=3260/40000, loss=0.5892, lr=0.009264, batch_cost=0.5287, reader_cost=0.0002 | ETA 05:23:44 2020-11-12 22:10:29 [INFO] [TRAIN] epoch=5, iter=3270/40000, loss=0.5070, lr=0.009261, batch_cost=0.5981, reader_cost=0.0002 | ETA 06:06:09 2020-11-12 22:10:35 [INFO] [TRAIN] epoch=5, iter=3280/40000, loss=0.3145, lr=0.009259, batch_cost=0.5433, reader_cost=0.0002 | ETA 05:32:28 2020-11-12 22:10:40 [INFO] [TRAIN] epoch=5, iter=3290/40000, loss=0.4813, lr=0.009257, batch_cost=0.5362, reader_cost=0.0002 | ETA 05:28:02 2020-11-12 22:10:46 [INFO] [TRAIN] epoch=5, iter=3300/40000, loss=0.3735, lr=0.009255, batch_cost=0.5543, reader_cost=0.0002 | ETA 05:39:02 2020-11-12 22:10:52 [INFO] [TRAIN] epoch=6, iter=3310/40000, loss=0.2937, lr=0.009252, batch_cost=0.6777, reader_cost=0.0868 | ETA 06:54:25 2020-11-12 22:10:58 [INFO] [TRAIN] epoch=6, iter=3320/40000, loss=0.3993, lr=0.009250, batch_cost=0.6104, reader_cost=0.0004 | ETA 06:13:07 2020-11-12 22:11:04 [INFO] [TRAIN] epoch=6, iter=3330/40000, loss=0.3766, lr=0.009248, batch_cost=0.5363, reader_cost=0.0002 | ETA 05:27:45 2020-11-12 22:11:09 [INFO] [TRAIN] epoch=6, iter=3340/40000, loss=0.3672, lr=0.009245, batch_cost=0.5203, reader_cost=0.0002 | ETA 05:17:54 2020-11-12 22:11:14 [INFO] [TRAIN] epoch=6, iter=3350/40000, loss=0.3064, lr=0.009243, batch_cost=0.5147, reader_cost=0.0002 | ETA 05:14:21 2020-11-12 22:11:19 [INFO] [TRAIN] epoch=6, iter=3360/40000, loss=0.5775, lr=0.009241, batch_cost=0.5253, reader_cost=0.0002 | ETA 05:20:48 2020-11-12 22:11:25 [INFO] [TRAIN] epoch=6, iter=3370/40000, loss=0.3198, lr=0.009239, batch_cost=0.5654, reader_cost=0.0002 | ETA 05:45:09 2020-11-12 22:11:31 [INFO] [TRAIN] epoch=6, iter=3380/40000, loss=0.3025, lr=0.009236, batch_cost=0.5825, reader_cost=0.0002 | ETA 05:55:32 2020-11-12 22:11:37 [INFO] [TRAIN] epoch=6, iter=3390/40000, loss=0.3251, lr=0.009234, batch_cost=0.5797, reader_cost=0.0002 | ETA 05:53:41 2020-11-12 22:11:42 [INFO] [TRAIN] epoch=6, iter=3400/40000, loss=0.3654, lr=0.009232, batch_cost=0.5781, reader_cost=0.0002 | ETA 05:52:38 2020-11-12 22:11:48 [INFO] [TRAIN] epoch=6, iter=3410/40000, loss=0.3829, lr=0.009230, batch_cost=0.5731, reader_cost=0.0002 | ETA 05:49:30 2020-11-12 22:11:54 [INFO] [TRAIN] epoch=6, iter=3420/40000, loss=0.5054, lr=0.009227, batch_cost=0.5761, reader_cost=0.0002 | ETA 05:51:14 2020-11-12 22:12:00 [INFO] [TRAIN] epoch=6, iter=3430/40000, loss=0.2932, lr=0.009225, batch_cost=0.6064, reader_cost=0.0002 | ETA 06:09:35 2020-11-12 22:12:06 [INFO] [TRAIN] epoch=6, iter=3440/40000, loss=0.5061, lr=0.009223, batch_cost=0.5913, reader_cost=0.0002 | ETA 06:00:19 2020-11-12 22:12:12 [INFO] [TRAIN] epoch=6, iter=3450/40000, loss=0.3573, lr=0.009221, batch_cost=0.5856, reader_cost=0.0002 | ETA 05:56:42 2020-11-12 22:12:18 [INFO] [TRAIN] epoch=6, iter=3460/40000, loss=0.4258, lr=0.009218, batch_cost=0.5889, reader_cost=0.0002 | ETA 05:58:39 2020-11-12 22:12:24 [INFO] [TRAIN] epoch=6, iter=3470/40000, loss=0.3220, lr=0.009216, batch_cost=0.5878, reader_cost=0.0002 | ETA 05:57:50 2020-11-12 22:12:29 [INFO] [TRAIN] epoch=6, iter=3480/40000, loss=0.3705, lr=0.009214, batch_cost=0.5544, reader_cost=0.0002 | ETA 05:37:25 2020-11-12 22:12:34 [INFO] [TRAIN] epoch=6, iter=3490/40000, loss=0.3861, lr=0.009211, batch_cost=0.5266, reader_cost=0.0002 | ETA 05:20:25 2020-11-12 22:12:40 [INFO] [TRAIN] epoch=6, iter=3500/40000, loss=0.4344, lr=0.009209, batch_cost=0.5196, reader_cost=0.0002 | ETA 05:16:04 2020-11-12 22:12:45 [INFO] [TRAIN] epoch=6, iter=3510/40000, loss=0.3774, lr=0.009207, batch_cost=0.5110, reader_cost=0.0002 | ETA 05:10:47 2020-11-12 22:12:50 [INFO] [TRAIN] epoch=6, iter=3520/40000, loss=0.3433, lr=0.009205, batch_cost=0.4992, reader_cost=0.0002 | ETA 05:03:29 2020-11-12 22:12:55 [INFO] [TRAIN] epoch=6, iter=3530/40000, loss=0.2821, lr=0.009202, batch_cost=0.5048, reader_cost=0.0002 | ETA 05:06:50 2020-11-12 22:13:00 [INFO] [TRAIN] epoch=6, iter=3540/40000, loss=0.7026, lr=0.009200, batch_cost=0.5246, reader_cost=0.0002 | ETA 05:18:47 2020-11-12 22:13:05 [INFO] [TRAIN] epoch=6, iter=3550/40000, loss=0.3008, lr=0.009198, batch_cost=0.5489, reader_cost=0.0002 | ETA 05:33:27 2020-11-12 22:13:11 [INFO] [TRAIN] epoch=6, iter=3560/40000, loss=0.4871, lr=0.009196, batch_cost=0.5211, reader_cost=0.0002 | ETA 05:16:28 2020-11-12 22:13:16 [INFO] [TRAIN] epoch=6, iter=3570/40000, loss=0.4810, lr=0.009193, batch_cost=0.5266, reader_cost=0.0001 | ETA 05:19:44 2020-11-12 22:13:21 [INFO] [TRAIN] epoch=6, iter=3580/40000, loss=0.3712, lr=0.009191, batch_cost=0.5282, reader_cost=0.0001 | ETA 05:20:38 2020-11-12 22:13:27 [INFO] [TRAIN] epoch=6, iter=3590/40000, loss=0.4644, lr=0.009189, batch_cost=0.5315, reader_cost=0.0002 | ETA 05:22:30 2020-11-12 22:13:32 [INFO] [TRAIN] epoch=6, iter=3600/40000, loss=0.5197, lr=0.009186, batch_cost=0.5669, reader_cost=0.0002 | ETA 05:43:56 2020-11-12 22:13:38 [INFO] [TRAIN] epoch=6, iter=3610/40000, loss=0.5713, lr=0.009184, batch_cost=0.5561, reader_cost=0.0002 | ETA 05:37:17 2020-11-12 22:13:43 [INFO] [TRAIN] epoch=6, iter=3620/40000, loss=0.4000, lr=0.009182, batch_cost=0.5379, reader_cost=0.0002 | ETA 05:26:08 2020-11-12 22:13:48 [INFO] [TRAIN] epoch=6, iter=3630/40000, loss=0.5169, lr=0.009180, batch_cost=0.5293, reader_cost=0.0002 | ETA 05:20:51 2020-11-12 22:13:54 [INFO] [TRAIN] epoch=6, iter=3640/40000, loss=0.3203, lr=0.009177, batch_cost=0.5288, reader_cost=0.0002 | ETA 05:20:28 2020-11-12 22:13:59 [INFO] [TRAIN] epoch=6, iter=3650/40000, loss=0.3921, lr=0.009175, batch_cost=0.5258, reader_cost=0.0002 | ETA 05:18:33 2020-11-12 22:14:04 [INFO] [TRAIN] epoch=6, iter=3660/40000, loss=0.4630, lr=0.009173, batch_cost=0.5319, reader_cost=0.0002 | ETA 05:22:09 2020-11-12 22:14:10 [INFO] [TRAIN] epoch=6, iter=3670/40000, loss=0.3432, lr=0.009171, batch_cost=0.5220, reader_cost=0.0002 | ETA 05:16:03 2020-11-12 22:14:15 [INFO] [TRAIN] epoch=6, iter=3680/40000, loss=0.4624, lr=0.009168, batch_cost=0.5894, reader_cost=0.0002 | ETA 05:56:48 2020-11-12 22:14:21 [INFO] [TRAIN] epoch=6, iter=3690/40000, loss=0.3332, lr=0.009166, batch_cost=0.5305, reader_cost=0.0002 | ETA 05:21:03 2020-11-12 22:14:26 [INFO] [TRAIN] epoch=6, iter=3700/40000, loss=0.3757, lr=0.009164, batch_cost=0.5323, reader_cost=0.0002 | ETA 05:22:02 2020-11-12 22:14:31 [INFO] [TRAIN] epoch=6, iter=3710/40000, loss=0.2982, lr=0.009161, batch_cost=0.5123, reader_cost=0.0002 | ETA 05:09:51 2020-11-12 22:14:36 [INFO] [TRAIN] epoch=6, iter=3720/40000, loss=0.3721, lr=0.009159, batch_cost=0.5174, reader_cost=0.0002 | ETA 05:12:52 2020-11-12 22:14:42 [INFO] [TRAIN] epoch=6, iter=3730/40000, loss=0.5024, lr=0.009157, batch_cost=0.5218, reader_cost=0.0002 | ETA 05:15:24 2020-11-12 22:14:47 [INFO] [TRAIN] epoch=6, iter=3740/40000, loss=0.4740, lr=0.009155, batch_cost=0.5523, reader_cost=0.0002 | ETA 05:33:47 2020-11-12 22:14:52 [INFO] [TRAIN] epoch=6, iter=3750/40000, loss=0.4519, lr=0.009152, batch_cost=0.5315, reader_cost=0.0002 | ETA 05:21:06 2020-11-12 22:14:58 [INFO] [TRAIN] epoch=6, iter=3760/40000, loss=0.6446, lr=0.009150, batch_cost=0.5349, reader_cost=0.0002 | ETA 05:23:05 2020-11-12 22:15:03 [INFO] [TRAIN] epoch=6, iter=3770/40000, loss=0.3708, lr=0.009148, batch_cost=0.5067, reader_cost=0.0002 | ETA 05:05:58 2020-11-12 22:15:08 [INFO] [TRAIN] epoch=6, iter=3780/40000, loss=0.3053, lr=0.009146, batch_cost=0.5046, reader_cost=0.0002 | ETA 05:04:34 2020-11-12 22:15:13 [INFO] [TRAIN] epoch=6, iter=3790/40000, loss=0.4243, lr=0.009143, batch_cost=0.5095, reader_cost=0.0002 | ETA 05:07:30 2020-11-12 22:15:18 [INFO] [TRAIN] epoch=6, iter=3800/40000, loss=0.5444, lr=0.009141, batch_cost=0.5107, reader_cost=0.0002 | ETA 05:08:06 2020-11-12 22:15:23 [INFO] [TRAIN] epoch=6, iter=3810/40000, loss=0.4210, lr=0.009139, batch_cost=0.5087, reader_cost=0.0002 | ETA 05:06:50 2020-11-12 22:15:28 [INFO] [TRAIN] epoch=6, iter=3820/40000, loss=0.5314, lr=0.009136, batch_cost=0.5083, reader_cost=0.0002 | ETA 05:06:30 2020-11-12 22:15:33 [INFO] [TRAIN] epoch=6, iter=3830/40000, loss=0.3702, lr=0.009134, batch_cost=0.5152, reader_cost=0.0002 | ETA 05:10:35 2020-11-12 22:15:38 [INFO] [TRAIN] epoch=6, iter=3840/40000, loss=0.3653, lr=0.009132, batch_cost=0.5056, reader_cost=0.0002 | ETA 05:04:43 2020-11-12 22:15:44 [INFO] [TRAIN] epoch=6, iter=3850/40000, loss=0.3470, lr=0.009130, batch_cost=0.5325, reader_cost=0.0002 | ETA 05:20:48 2020-11-12 22:15:49 [INFO] [TRAIN] epoch=6, iter=3860/40000, loss=0.3727, lr=0.009127, batch_cost=0.5363, reader_cost=0.0002 | ETA 05:23:02 2020-11-12 22:15:54 [INFO] [TRAIN] epoch=6, iter=3870/40000, loss=0.2106, lr=0.009125, batch_cost=0.5115, reader_cost=0.0002 | ETA 05:08:02 2020-11-12 22:15:59 [INFO] [TRAIN] epoch=6, iter=3880/40000, loss=0.3783, lr=0.009123, batch_cost=0.5115, reader_cost=0.0002 | ETA 05:07:55 2020-11-12 22:16:05 [INFO] [TRAIN] epoch=6, iter=3890/40000, loss=0.2427, lr=0.009121, batch_cost=0.5511, reader_cost=0.0002 | ETA 05:31:41 2020-11-12 22:16:10 [INFO] [TRAIN] epoch=6, iter=3900/40000, loss=0.4454, lr=0.009118, batch_cost=0.5552, reader_cost=0.0002 | ETA 05:34:01 2020-11-12 22:16:16 [INFO] [TRAIN] epoch=6, iter=3910/40000, loss=0.5437, lr=0.009116, batch_cost=0.5201, reader_cost=0.0002 | ETA 05:12:51 2020-11-12 22:16:21 [INFO] [TRAIN] epoch=6, iter=3920/40000, loss=0.3906, lr=0.009114, batch_cost=0.5147, reader_cost=0.0002 | ETA 05:09:30 2020-11-12 22:16:26 [INFO] [TRAIN] epoch=6, iter=3930/40000, loss=0.4493, lr=0.009111, batch_cost=0.5222, reader_cost=0.0002 | ETA 05:13:57 2020-11-12 22:16:31 [INFO] [TRAIN] epoch=6, iter=3940/40000, loss=0.7191, lr=0.009109, batch_cost=0.5130, reader_cost=0.0002 | ETA 05:08:19 2020-11-12 22:16:36 [INFO] [TRAIN] epoch=6, iter=3950/40000, loss=0.4190, lr=0.009107, batch_cost=0.5108, reader_cost=0.0002 | ETA 05:06:52 2020-11-12 22:16:41 [INFO] [TRAIN] epoch=6, iter=3960/40000, loss=0.3345, lr=0.009105, batch_cost=0.5198, reader_cost=0.0002 | ETA 05:12:12 2020-11-12 22:16:48 [INFO] [TRAIN] epoch=7, iter=3970/40000, loss=0.3713, lr=0.009102, batch_cost=0.6415, reader_cost=0.0906 | ETA 06:25:13 2020-11-12 22:16:53 [INFO] [TRAIN] epoch=7, iter=3980/40000, loss=0.5648, lr=0.009100, batch_cost=0.5393, reader_cost=0.0004 | ETA 05:23:44 2020-11-12 22:16:58 [INFO] [TRAIN] epoch=7, iter=3990/40000, loss=0.3944, lr=0.009098, batch_cost=0.5213, reader_cost=0.0002 | ETA 05:12:53 2020-11-12 22:17:04 [INFO] [TRAIN] epoch=7, iter=4000/40000, loss=0.3359, lr=0.009096, batch_cost=0.5163, reader_cost=0.0002 | ETA 05:09:46 2020-11-12 22:17:04 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 22:17:56 [INFO] [EVAL] #Images=1449 mIoU=0.6036 Acc=0.9086 Kappa=0.7978 2020-11-12 22:17:56 [INFO] [EVAL] Class IoU: [0.915 0.7628 0.3582 0.6653 0.4696 0.5596 0.7813 0.7832 0.7369 0.2674 0.6115 0.3931 0.6841 0.6078 0.7284 0.8085 0.4534 0.6983 0.1665 0.6477 0.5768] 2020-11-12 22:17:56 [INFO] [EVAL] Class Acc: [0.9513 0.8439 0.3754 0.6935 0.7497 0.7345 0.8325 0.8849 0.9214 0.3458 0.7426 0.8954 0.7701 0.7536 0.8713 0.9137 0.7831 0.854 0.8661 0.6885 0.8449] 2020-11-12 22:17:58 [INFO] [EVAL] The model with the best validation mIoU (0.6036) was saved at iter 4000. 2020-11-12 22:18:03 [INFO] [TRAIN] epoch=7, iter=4010/40000, loss=0.3630, lr=0.009093, batch_cost=0.5306, reader_cost=0.0004 | ETA 05:18:14 2020-11-12 22:18:08 [INFO] [TRAIN] epoch=7, iter=4020/40000, loss=0.4674, lr=0.009091, batch_cost=0.5585, reader_cost=0.0002 | ETA 05:34:55 2020-11-12 22:18:14 [INFO] [TRAIN] epoch=7, iter=4030/40000, loss=0.6082, lr=0.009089, batch_cost=0.5412, reader_cost=0.0002 | ETA 05:24:28 2020-11-12 22:18:19 [INFO] [TRAIN] epoch=7, iter=4040/40000, loss=0.5048, lr=0.009086, batch_cost=0.5231, reader_cost=0.0002 | ETA 05:13:30 2020-11-12 22:18:24 [INFO] [TRAIN] epoch=7, iter=4050/40000, loss=0.3664, lr=0.009084, batch_cost=0.5158, reader_cost=0.0001 | ETA 05:09:01 2020-11-12 22:18:29 [INFO] [TRAIN] epoch=7, iter=4060/40000, loss=0.4505, lr=0.009082, batch_cost=0.5133, reader_cost=0.0001 | ETA 05:07:26 2020-11-12 22:18:35 [INFO] [TRAIN] epoch=7, iter=4070/40000, loss=0.2736, lr=0.009080, batch_cost=0.5210, reader_cost=0.0002 | ETA 05:12:00 2020-11-12 22:18:40 [INFO] [TRAIN] epoch=7, iter=4080/40000, loss=0.3423, lr=0.009077, batch_cost=0.5157, reader_cost=0.0001 | ETA 05:08:43 2020-11-12 22:18:45 [INFO] [TRAIN] epoch=7, iter=4090/40000, loss=0.3009, lr=0.009075, batch_cost=0.5246, reader_cost=0.0002 | ETA 05:13:58 2020-11-12 22:18:50 [INFO] [TRAIN] epoch=7, iter=4100/40000, loss=0.3036, lr=0.009073, batch_cost=0.5190, reader_cost=0.0001 | ETA 05:10:33 2020-11-12 22:18:56 [INFO] [TRAIN] epoch=7, iter=4110/40000, loss=0.4373, lr=0.009071, batch_cost=0.5360, reader_cost=0.0001 | ETA 05:20:36 2020-11-12 22:19:01 [INFO] [TRAIN] epoch=7, iter=4120/40000, loss=0.3343, lr=0.009068, batch_cost=0.5427, reader_cost=0.0002 | ETA 05:24:30 2020-11-12 22:19:06 [INFO] [TRAIN] epoch=7, iter=4130/40000, loss=0.5520, lr=0.009066, batch_cost=0.5182, reader_cost=0.0002 | ETA 05:09:48 2020-11-12 22:19:12 [INFO] [TRAIN] epoch=7, iter=4140/40000, loss=0.3680, lr=0.009064, batch_cost=0.5301, reader_cost=0.0002 | ETA 05:16:47 2020-11-12 22:19:17 [INFO] [TRAIN] epoch=7, iter=4150/40000, loss=0.4823, lr=0.009061, batch_cost=0.5139, reader_cost=0.0001 | ETA 05:07:03 2020-11-12 22:19:22 [INFO] [TRAIN] epoch=7, iter=4160/40000, loss=0.3589, lr=0.009059, batch_cost=0.5131, reader_cost=0.0001 | ETA 05:06:30 2020-11-12 22:19:27 [INFO] [TRAIN] epoch=7, iter=4170/40000, loss=0.5182, lr=0.009057, batch_cost=0.5115, reader_cost=0.0001 | ETA 05:05:28 2020-11-12 22:19:32 [INFO] [TRAIN] epoch=7, iter=4180/40000, loss=0.2803, lr=0.009055, batch_cost=0.5114, reader_cost=0.0001 | ETA 05:05:18 2020-11-12 22:19:37 [INFO] [TRAIN] epoch=7, iter=4190/40000, loss=0.3084, lr=0.009052, batch_cost=0.5057, reader_cost=0.0001 | ETA 05:01:50 2020-11-12 22:19:42 [INFO] [TRAIN] epoch=7, iter=4200/40000, loss=0.4588, lr=0.009050, batch_cost=0.5201, reader_cost=0.0002 | ETA 05:10:20 2020-11-12 22:19:47 [INFO] [TRAIN] epoch=7, iter=4210/40000, loss=0.4601, lr=0.009048, batch_cost=0.5213, reader_cost=0.0002 | ETA 05:10:58 2020-11-12 22:19:53 [INFO] [TRAIN] epoch=7, iter=4220/40000, loss=0.3655, lr=0.009046, batch_cost=0.5442, reader_cost=0.0002 | ETA 05:24:33 2020-11-12 22:19:58 [INFO] [TRAIN] epoch=7, iter=4230/40000, loss=0.3509, lr=0.009043, batch_cost=0.5157, reader_cost=0.0002 | ETA 05:07:25 2020-11-12 22:20:03 [INFO] [TRAIN] epoch=7, iter=4240/40000, loss=0.3478, lr=0.009041, batch_cost=0.5037, reader_cost=0.0002 | ETA 05:00:12 2020-11-12 22:20:08 [INFO] [TRAIN] epoch=7, iter=4250/40000, loss=0.3355, lr=0.009039, batch_cost=0.4979, reader_cost=0.0002 | ETA 04:56:38 2020-11-12 22:20:13 [INFO] [TRAIN] epoch=7, iter=4260/40000, loss=0.4188, lr=0.009036, batch_cost=0.5117, reader_cost=0.0002 | ETA 05:04:48 2020-11-12 22:20:18 [INFO] [TRAIN] epoch=7, iter=4270/40000, loss=0.3759, lr=0.009034, batch_cost=0.5082, reader_cost=0.0002 | ETA 05:02:39 2020-11-12 22:20:23 [INFO] [TRAIN] epoch=7, iter=4280/40000, loss=0.3093, lr=0.009032, batch_cost=0.5031, reader_cost=0.0002 | ETA 04:59:32 2020-11-12 22:20:28 [INFO] [TRAIN] epoch=7, iter=4290/40000, loss=0.4476, lr=0.009030, batch_cost=0.5015, reader_cost=0.0002 | ETA 04:58:29 2020-11-12 22:20:33 [INFO] [TRAIN] epoch=7, iter=4300/40000, loss=0.3236, lr=0.009027, batch_cost=0.5055, reader_cost=0.0002 | ETA 05:00:45 2020-11-12 22:20:38 [INFO] [TRAIN] epoch=7, iter=4310/40000, loss=0.3681, lr=0.009025, batch_cost=0.5011, reader_cost=0.0002 | ETA 04:58:03 2020-11-12 22:20:44 [INFO] [TRAIN] epoch=7, iter=4320/40000, loss=0.4830, lr=0.009023, batch_cost=0.5164, reader_cost=0.0002 | ETA 05:07:06 2020-11-12 22:20:49 [INFO] [TRAIN] epoch=7, iter=4330/40000, loss=0.4324, lr=0.009020, batch_cost=0.5030, reader_cost=0.0002 | ETA 04:59:03 2020-11-12 22:20:54 [INFO] [TRAIN] epoch=7, iter=4340/40000, loss=0.3000, lr=0.009018, batch_cost=0.5014, reader_cost=0.0002 | ETA 04:57:59 2020-11-12 22:20:59 [INFO] [TRAIN] epoch=7, iter=4350/40000, loss=0.3316, lr=0.009016, batch_cost=0.5412, reader_cost=0.0002 | ETA 05:21:33 2020-11-12 22:21:05 [INFO] [TRAIN] epoch=7, iter=4360/40000, loss=0.4048, lr=0.009014, batch_cost=0.5664, reader_cost=0.0002 | ETA 05:36:24 2020-11-12 22:21:10 [INFO] [TRAIN] epoch=7, iter=4370/40000, loss=0.2986, lr=0.009011, batch_cost=0.5061, reader_cost=0.0002 | ETA 05:00:32 2020-11-12 22:21:15 [INFO] [TRAIN] epoch=7, iter=4380/40000, loss=0.3237, lr=0.009009, batch_cost=0.5075, reader_cost=0.0002 | ETA 05:01:18 2020-11-12 22:21:20 [INFO] [TRAIN] epoch=7, iter=4390/40000, loss=0.5272, lr=0.009007, batch_cost=0.5068, reader_cost=0.0002 | ETA 05:00:48 2020-11-12 22:21:25 [INFO] [TRAIN] epoch=7, iter=4400/40000, loss=0.5312, lr=0.009005, batch_cost=0.5045, reader_cost=0.0002 | ETA 04:59:20 2020-11-12 22:21:30 [INFO] [TRAIN] epoch=7, iter=4410/40000, loss=0.4859, lr=0.009002, batch_cost=0.5177, reader_cost=0.0002 | ETA 05:07:03 2020-11-12 22:21:36 [INFO] [TRAIN] epoch=7, iter=4420/40000, loss=0.2986, lr=0.009000, batch_cost=0.5505, reader_cost=0.0002 | ETA 05:26:26 2020-11-12 22:21:41 [INFO] [TRAIN] epoch=7, iter=4430/40000, loss=0.2833, lr=0.008998, batch_cost=0.5727, reader_cost=0.0002 | ETA 05:39:30 2020-11-12 22:21:47 [INFO] [TRAIN] epoch=7, iter=4440/40000, loss=0.3000, lr=0.008995, batch_cost=0.5708, reader_cost=0.0002 | ETA 05:38:19 2020-11-12 22:21:53 [INFO] [TRAIN] epoch=7, iter=4450/40000, loss=0.2564, lr=0.008993, batch_cost=0.5780, reader_cost=0.0002 | ETA 05:42:27 2020-11-12 22:21:59 [INFO] [TRAIN] epoch=7, iter=4460/40000, loss=0.4719, lr=0.008991, batch_cost=0.5720, reader_cost=0.0002 | ETA 05:38:50 2020-11-12 22:22:04 [INFO] [TRAIN] epoch=7, iter=4470/40000, loss=0.4442, lr=0.008989, batch_cost=0.5769, reader_cost=0.0002 | ETA 05:41:38 2020-11-12 22:22:10 [INFO] [TRAIN] epoch=7, iter=4480/40000, loss=0.4827, lr=0.008986, batch_cost=0.5729, reader_cost=0.0002 | ETA 05:39:09 2020-11-12 22:22:16 [INFO] [TRAIN] epoch=7, iter=4490/40000, loss=0.4608, lr=0.008984, batch_cost=0.5798, reader_cost=0.0002 | ETA 05:43:09 2020-11-12 22:22:22 [INFO] [TRAIN] epoch=7, iter=4500/40000, loss=0.4066, lr=0.008982, batch_cost=0.5781, reader_cost=0.0002 | ETA 05:42:03 2020-11-12 22:22:27 [INFO] [TRAIN] epoch=7, iter=4510/40000, loss=0.4426, lr=0.008980, batch_cost=0.5723, reader_cost=0.0002 | ETA 05:38:32 2020-11-12 22:22:33 [INFO] [TRAIN] epoch=7, iter=4520/40000, loss=0.5060, lr=0.008977, batch_cost=0.5844, reader_cost=0.0002 | ETA 05:45:34 2020-11-12 22:22:39 [INFO] [TRAIN] epoch=7, iter=4530/40000, loss=0.4995, lr=0.008975, batch_cost=0.5737, reader_cost=0.0002 | ETA 05:39:08 2020-11-12 22:22:45 [INFO] [TRAIN] epoch=7, iter=4540/40000, loss=0.5845, lr=0.008973, batch_cost=0.5709, reader_cost=0.0002 | ETA 05:37:23 2020-11-12 22:22:50 [INFO] [TRAIN] epoch=7, iter=4550/40000, loss=0.3815, lr=0.008970, batch_cost=0.5687, reader_cost=0.0002 | ETA 05:36:02 2020-11-12 22:22:56 [INFO] [TRAIN] epoch=7, iter=4560/40000, loss=0.3348, lr=0.008968, batch_cost=0.5857, reader_cost=0.0002 | ETA 05:45:58 2020-11-12 22:23:02 [INFO] [TRAIN] epoch=7, iter=4570/40000, loss=0.4050, lr=0.008966, batch_cost=0.5792, reader_cost=0.0002 | ETA 05:42:01 2020-11-12 22:23:08 [INFO] [TRAIN] epoch=7, iter=4580/40000, loss=0.5966, lr=0.008964, batch_cost=0.5707, reader_cost=0.0002 | ETA 05:36:55 2020-11-12 22:23:14 [INFO] [TRAIN] epoch=7, iter=4590/40000, loss=0.4192, lr=0.008961, batch_cost=0.5841, reader_cost=0.0002 | ETA 05:44:41 2020-11-12 22:23:19 [INFO] [TRAIN] epoch=7, iter=4600/40000, loss=0.5090, lr=0.008959, batch_cost=0.5747, reader_cost=0.0002 | ETA 05:39:04 2020-11-12 22:23:25 [INFO] [TRAIN] epoch=7, iter=4610/40000, loss=0.5317, lr=0.008957, batch_cost=0.5777, reader_cost=0.0002 | ETA 05:40:45 2020-11-12 22:23:31 [INFO] [TRAIN] epoch=7, iter=4620/40000, loss=0.4820, lr=0.008954, batch_cost=0.5725, reader_cost=0.0002 | ETA 05:37:34 2020-11-12 22:23:38 [INFO] [TRAIN] epoch=8, iter=4630/40000, loss=0.4111, lr=0.008952, batch_cost=0.6941, reader_cost=0.0949 | ETA 06:49:09 2020-11-12 22:23:44 [INFO] [TRAIN] epoch=8, iter=4640/40000, loss=0.3793, lr=0.008950, batch_cost=0.5824, reader_cost=0.0005 | ETA 05:43:13 2020-11-12 22:23:49 [INFO] [TRAIN] epoch=8, iter=4650/40000, loss=0.3658, lr=0.008948, batch_cost=0.5883, reader_cost=0.0002 | ETA 05:46:34 2020-11-12 22:23:55 [INFO] [TRAIN] epoch=8, iter=4660/40000, loss=0.4247, lr=0.008945, batch_cost=0.5657, reader_cost=0.0012 | ETA 05:33:12 2020-11-12 22:24:01 [INFO] [TRAIN] epoch=8, iter=4670/40000, loss=0.6834, lr=0.008943, batch_cost=0.5772, reader_cost=0.0002 | ETA 05:39:51 2020-11-12 22:24:07 [INFO] [TRAIN] epoch=8, iter=4680/40000, loss=0.3301, lr=0.008941, batch_cost=0.5845, reader_cost=0.0002 | ETA 05:44:06 2020-11-12 22:24:12 [INFO] [TRAIN] epoch=8, iter=4690/40000, loss=0.4192, lr=0.008939, batch_cost=0.5740, reader_cost=0.0014 | ETA 05:37:47 2020-11-12 22:24:18 [INFO] [TRAIN] epoch=8, iter=4700/40000, loss=0.4506, lr=0.008936, batch_cost=0.5739, reader_cost=0.0002 | ETA 05:37:40 2020-11-12 22:24:24 [INFO] [TRAIN] epoch=8, iter=4710/40000, loss=0.6178, lr=0.008934, batch_cost=0.5676, reader_cost=0.0002 | ETA 05:33:49 2020-11-12 22:24:30 [INFO] [TRAIN] epoch=8, iter=4720/40000, loss=0.3324, lr=0.008932, batch_cost=0.5619, reader_cost=0.0002 | ETA 05:30:22 2020-11-12 22:24:35 [INFO] [TRAIN] epoch=8, iter=4730/40000, loss=0.4609, lr=0.008929, batch_cost=0.5880, reader_cost=0.0002 | ETA 05:45:37 2020-11-12 22:24:41 [INFO] [TRAIN] epoch=8, iter=4740/40000, loss=0.3923, lr=0.008927, batch_cost=0.5846, reader_cost=0.0002 | ETA 05:43:32 2020-11-12 22:24:47 [INFO] [TRAIN] epoch=8, iter=4750/40000, loss=0.2915, lr=0.008925, batch_cost=0.5428, reader_cost=0.0002 | ETA 05:18:52 2020-11-12 22:24:52 [INFO] [TRAIN] epoch=8, iter=4760/40000, loss=0.3843, lr=0.008923, batch_cost=0.5364, reader_cost=0.0003 | ETA 05:15:01 2020-11-12 22:24:57 [INFO] [TRAIN] epoch=8, iter=4770/40000, loss=0.4002, lr=0.008920, batch_cost=0.5337, reader_cost=0.0003 | ETA 05:13:20 2020-11-12 22:25:03 [INFO] [TRAIN] epoch=8, iter=4780/40000, loss=0.5029, lr=0.008918, batch_cost=0.5358, reader_cost=0.0002 | ETA 05:14:31 2020-11-12 22:25:08 [INFO] [TRAIN] epoch=8, iter=4790/40000, loss=0.3113, lr=0.008916, batch_cost=0.5336, reader_cost=0.0008 | ETA 05:13:08 2020-11-12 22:25:13 [INFO] [TRAIN] epoch=8, iter=4800/40000, loss=0.3163, lr=0.008913, batch_cost=0.5291, reader_cost=0.0002 | ETA 05:10:25 2020-11-12 22:25:19 [INFO] [TRAIN] epoch=8, iter=4810/40000, loss=0.2533, lr=0.008911, batch_cost=0.5384, reader_cost=0.0002 | ETA 05:15:45 2020-11-12 22:25:24 [INFO] [TRAIN] epoch=8, iter=4820/40000, loss=0.3191, lr=0.008909, batch_cost=0.5312, reader_cost=0.0002 | ETA 05:11:27 2020-11-12 22:25:29 [INFO] [TRAIN] epoch=8, iter=4830/40000, loss=0.3216, lr=0.008907, batch_cost=0.5249, reader_cost=0.0002 | ETA 05:07:39 2020-11-12 22:25:35 [INFO] [TRAIN] epoch=8, iter=4840/40000, loss=0.4641, lr=0.008904, batch_cost=0.5373, reader_cost=0.0002 | ETA 05:14:52 2020-11-12 22:25:40 [INFO] [TRAIN] epoch=8, iter=4850/40000, loss=0.3930, lr=0.008902, batch_cost=0.5356, reader_cost=0.0002 | ETA 05:13:46 2020-11-12 22:25:45 [INFO] [TRAIN] epoch=8, iter=4860/40000, loss=0.6202, lr=0.008900, batch_cost=0.5300, reader_cost=0.0014 | ETA 05:10:25 2020-11-12 22:25:51 [INFO] [TRAIN] epoch=8, iter=4870/40000, loss=0.3566, lr=0.008897, batch_cost=0.5219, reader_cost=0.0002 | ETA 05:05:35 2020-11-12 22:25:56 [INFO] [TRAIN] epoch=8, iter=4880/40000, loss=0.4894, lr=0.008895, batch_cost=0.5144, reader_cost=0.0002 | ETA 05:01:06 2020-11-12 22:26:01 [INFO] [TRAIN] epoch=8, iter=4890/40000, loss=0.4932, lr=0.008893, batch_cost=0.5188, reader_cost=0.0002 | ETA 05:03:35 2020-11-12 22:26:06 [INFO] [TRAIN] epoch=8, iter=4900/40000, loss=0.3162, lr=0.008891, batch_cost=0.5161, reader_cost=0.0002 | ETA 05:01:53 2020-11-12 22:26:11 [INFO] [TRAIN] epoch=8, iter=4910/40000, loss=0.3146, lr=0.008888, batch_cost=0.5254, reader_cost=0.0002 | ETA 05:07:16 2020-11-12 22:26:17 [INFO] [TRAIN] epoch=8, iter=4920/40000, loss=0.5637, lr=0.008886, batch_cost=0.5184, reader_cost=0.0002 | ETA 05:03:03 2020-11-12 22:26:22 [INFO] [TRAIN] epoch=8, iter=4930/40000, loss=0.4561, lr=0.008884, batch_cost=0.5176, reader_cost=0.0002 | ETA 05:02:31 2020-11-12 22:26:27 [INFO] [TRAIN] epoch=8, iter=4940/40000, loss=0.4928, lr=0.008882, batch_cost=0.5188, reader_cost=0.0002 | ETA 05:03:09 2020-11-12 22:26:33 [INFO] [TRAIN] epoch=8, iter=4950/40000, loss=0.3153, lr=0.008879, batch_cost=0.5919, reader_cost=0.0002 | ETA 05:45:45 2020-11-12 22:26:39 [INFO] [TRAIN] epoch=8, iter=4960/40000, loss=0.3609, lr=0.008877, batch_cost=0.6394, reader_cost=0.0002 | ETA 06:13:24 2020-11-12 22:26:44 [INFO] [TRAIN] epoch=8, iter=4970/40000, loss=0.3695, lr=0.008875, batch_cost=0.5078, reader_cost=0.0002 | ETA 04:56:28 2020-11-12 22:26:49 [INFO] [TRAIN] epoch=8, iter=4980/40000, loss=0.3318, lr=0.008872, batch_cost=0.5034, reader_cost=0.0002 | ETA 04:53:48 2020-11-12 22:26:55 [INFO] [TRAIN] epoch=8, iter=4990/40000, loss=0.4120, lr=0.008870, batch_cost=0.6031, reader_cost=0.0002 | ETA 05:51:55 2020-11-12 22:27:01 [INFO] [TRAIN] epoch=8, iter=5000/40000, loss=0.3646, lr=0.008868, batch_cost=0.5746, reader_cost=0.0003 | ETA 05:35:09 2020-11-12 22:27:06 [INFO] [TRAIN] epoch=8, iter=5010/40000, loss=0.3833, lr=0.008866, batch_cost=0.5114, reader_cost=0.0002 | ETA 04:58:12 2020-11-12 22:27:11 [INFO] [TRAIN] epoch=8, iter=5020/40000, loss=0.5020, lr=0.008863, batch_cost=0.5276, reader_cost=0.0002 | ETA 05:07:36 2020-11-12 22:27:17 [INFO] [TRAIN] epoch=8, iter=5030/40000, loss=0.2820, lr=0.008861, batch_cost=0.5140, reader_cost=0.0002 | ETA 04:59:35 2020-11-12 22:27:22 [INFO] [TRAIN] epoch=8, iter=5040/40000, loss=0.3406, lr=0.008859, batch_cost=0.5198, reader_cost=0.0002 | ETA 05:02:53 2020-11-12 22:27:27 [INFO] [TRAIN] epoch=8, iter=5050/40000, loss=0.2928, lr=0.008856, batch_cost=0.5448, reader_cost=0.0002 | ETA 05:17:19 2020-11-12 22:27:32 [INFO] [TRAIN] epoch=8, iter=5060/40000, loss=0.5005, lr=0.008854, batch_cost=0.5157, reader_cost=0.0002 | ETA 05:00:17 2020-11-12 22:27:37 [INFO] [TRAIN] epoch=8, iter=5070/40000, loss=0.3561, lr=0.008852, batch_cost=0.4987, reader_cost=0.0002 | ETA 04:50:21 2020-11-12 22:27:42 [INFO] [TRAIN] epoch=8, iter=5080/40000, loss=0.5088, lr=0.008850, batch_cost=0.4984, reader_cost=0.0002 | ETA 04:50:02 2020-11-12 22:27:48 [INFO] [TRAIN] epoch=8, iter=5090/40000, loss=0.3002, lr=0.008847, batch_cost=0.5265, reader_cost=0.0002 | ETA 05:06:19 2020-11-12 22:27:53 [INFO] [TRAIN] epoch=8, iter=5100/40000, loss=0.5089, lr=0.008845, batch_cost=0.5451, reader_cost=0.0002 | ETA 05:17:04 2020-11-12 22:27:58 [INFO] [TRAIN] epoch=8, iter=5110/40000, loss=0.4035, lr=0.008843, batch_cost=0.5179, reader_cost=0.0002 | ETA 05:01:09 2020-11-12 22:28:03 [INFO] [TRAIN] epoch=8, iter=5120/40000, loss=0.5093, lr=0.008840, batch_cost=0.5155, reader_cost=0.0002 | ETA 04:59:40 2020-11-12 22:28:09 [INFO] [TRAIN] epoch=8, iter=5130/40000, loss=0.3123, lr=0.008838, batch_cost=0.5360, reader_cost=0.0002 | ETA 05:11:29 2020-11-12 22:28:14 [INFO] [TRAIN] epoch=8, iter=5140/40000, loss=0.3917, lr=0.008836, batch_cost=0.5417, reader_cost=0.0002 | ETA 05:14:45 2020-11-12 22:28:20 [INFO] [TRAIN] epoch=8, iter=5150/40000, loss=0.3090, lr=0.008834, batch_cost=0.5523, reader_cost=0.0002 | ETA 05:20:48 2020-11-12 22:28:25 [INFO] [TRAIN] epoch=8, iter=5160/40000, loss=0.4556, lr=0.008831, batch_cost=0.5334, reader_cost=0.0002 | ETA 05:09:43 2020-11-12 22:28:30 [INFO] [TRAIN] epoch=8, iter=5170/40000, loss=0.5979, lr=0.008829, batch_cost=0.5254, reader_cost=0.0002 | ETA 05:04:59 2020-11-12 22:28:36 [INFO] [TRAIN] epoch=8, iter=5180/40000, loss=0.3776, lr=0.008827, batch_cost=0.5227, reader_cost=0.0002 | ETA 05:03:20 2020-11-12 22:28:41 [INFO] [TRAIN] epoch=8, iter=5190/40000, loss=0.3223, lr=0.008825, batch_cost=0.5231, reader_cost=0.0002 | ETA 05:03:29 2020-11-12 22:28:46 [INFO] [TRAIN] epoch=8, iter=5200/40000, loss=0.3982, lr=0.008822, batch_cost=0.5229, reader_cost=0.0002 | ETA 05:03:15 2020-11-12 22:28:51 [INFO] [TRAIN] epoch=8, iter=5210/40000, loss=0.4727, lr=0.008820, batch_cost=0.5253, reader_cost=0.0002 | ETA 05:04:36 2020-11-12 22:28:57 [INFO] [TRAIN] epoch=8, iter=5220/40000, loss=0.4542, lr=0.008818, batch_cost=0.5245, reader_cost=0.0002 | ETA 05:04:02 2020-11-12 22:29:02 [INFO] [TRAIN] epoch=8, iter=5230/40000, loss=0.5983, lr=0.008815, batch_cost=0.5245, reader_cost=0.0002 | ETA 05:03:57 2020-11-12 22:29:07 [INFO] [TRAIN] epoch=8, iter=5240/40000, loss=0.6301, lr=0.008813, batch_cost=0.5250, reader_cost=0.0002 | ETA 05:04:09 2020-11-12 22:29:12 [INFO] [TRAIN] epoch=8, iter=5250/40000, loss=0.4286, lr=0.008811, batch_cost=0.5322, reader_cost=0.0002 | ETA 05:08:15 2020-11-12 22:29:18 [INFO] [TRAIN] epoch=8, iter=5260/40000, loss=0.4150, lr=0.008809, batch_cost=0.5312, reader_cost=0.0002 | ETA 05:07:34 2020-11-12 22:29:23 [INFO] [TRAIN] epoch=8, iter=5270/40000, loss=0.3619, lr=0.008806, batch_cost=0.5345, reader_cost=0.0002 | ETA 05:09:23 2020-11-12 22:29:28 [INFO] [TRAIN] epoch=8, iter=5280/40000, loss=0.2867, lr=0.008804, batch_cost=0.5272, reader_cost=0.0002 | ETA 05:05:03 2020-11-12 22:29:34 [INFO] [TRAIN] epoch=9, iter=5290/40000, loss=0.3045, lr=0.008802, batch_cost=0.6151, reader_cost=0.0937 | ETA 05:55:49 2020-11-12 22:29:40 [INFO] [TRAIN] epoch=9, iter=5300/40000, loss=0.4247, lr=0.008799, batch_cost=0.5780, reader_cost=0.0004 | ETA 05:34:15 2020-11-12 22:29:46 [INFO] [TRAIN] epoch=9, iter=5310/40000, loss=0.3584, lr=0.008797, batch_cost=0.5364, reader_cost=0.0002 | ETA 05:10:07 2020-11-12 22:29:51 [INFO] [TRAIN] epoch=9, iter=5320/40000, loss=0.5341, lr=0.008795, batch_cost=0.5440, reader_cost=0.0002 | ETA 05:14:26 2020-11-12 22:29:56 [INFO] [TRAIN] epoch=9, iter=5330/40000, loss=0.6112, lr=0.008793, batch_cost=0.5312, reader_cost=0.0002 | ETA 05:06:57 2020-11-12 22:30:02 [INFO] [TRAIN] epoch=9, iter=5340/40000, loss=0.5684, lr=0.008790, batch_cost=0.5471, reader_cost=0.0002 | ETA 05:16:03 2020-11-12 22:30:07 [INFO] [TRAIN] epoch=9, iter=5350/40000, loss=0.4034, lr=0.008788, batch_cost=0.5468, reader_cost=0.0002 | ETA 05:15:46 2020-11-12 22:30:13 [INFO] [TRAIN] epoch=9, iter=5360/40000, loss=0.3304, lr=0.008786, batch_cost=0.5468, reader_cost=0.0002 | ETA 05:15:42 2020-11-12 22:30:18 [INFO] [TRAIN] epoch=9, iter=5370/40000, loss=0.3510, lr=0.008783, batch_cost=0.5367, reader_cost=0.0002 | ETA 05:09:47 2020-11-12 22:30:23 [INFO] [TRAIN] epoch=9, iter=5380/40000, loss=0.4257, lr=0.008781, batch_cost=0.5326, reader_cost=0.0002 | ETA 05:07:18 2020-11-12 22:30:29 [INFO] [TRAIN] epoch=9, iter=5390/40000, loss=0.3115, lr=0.008779, batch_cost=0.5407, reader_cost=0.0002 | ETA 05:11:55 2020-11-12 22:30:34 [INFO] [TRAIN] epoch=9, iter=5400/40000, loss=0.3158, lr=0.008777, batch_cost=0.5352, reader_cost=0.0002 | ETA 05:08:39 2020-11-12 22:30:40 [INFO] [TRAIN] epoch=9, iter=5410/40000, loss=0.2744, lr=0.008774, batch_cost=0.5427, reader_cost=0.0002 | ETA 05:12:50 2020-11-12 22:30:45 [INFO] [TRAIN] epoch=9, iter=5420/40000, loss=0.4798, lr=0.008772, batch_cost=0.5206, reader_cost=0.0002 | ETA 05:00:03 2020-11-12 22:30:52 [INFO] [TRAIN] epoch=9, iter=5430/40000, loss=0.3423, lr=0.008770, batch_cost=0.6944, reader_cost=0.0002 | ETA 06:40:07 2020-11-12 22:31:01 [INFO] [TRAIN] epoch=9, iter=5440/40000, loss=0.5503, lr=0.008767, batch_cost=0.9060, reader_cost=0.0002 | ETA 08:41:52 2020-11-12 22:31:08 [INFO] [TRAIN] epoch=9, iter=5450/40000, loss=0.3951, lr=0.008765, batch_cost=0.6820, reader_cost=0.0002 | ETA 06:32:41 2020-11-12 22:31:14 [INFO] [TRAIN] epoch=9, iter=5460/40000, loss=0.3016, lr=0.008763, batch_cost=0.5904, reader_cost=0.0002 | ETA 05:39:52 2020-11-12 22:31:19 [INFO] [TRAIN] epoch=9, iter=5470/40000, loss=0.4634, lr=0.008761, batch_cost=0.5531, reader_cost=0.0002 | ETA 05:18:19 2020-11-12 22:31:25 [INFO] [TRAIN] epoch=9, iter=5480/40000, loss=0.3050, lr=0.008758, batch_cost=0.5913, reader_cost=0.0002 | ETA 05:40:11 2020-11-12 22:31:31 [INFO] [TRAIN] epoch=9, iter=5490/40000, loss=0.4595, lr=0.008756, batch_cost=0.5914, reader_cost=0.0002 | ETA 05:40:09 2020-11-12 22:31:38 [INFO] [TRAIN] epoch=9, iter=5500/40000, loss=0.3760, lr=0.008754, batch_cost=0.6737, reader_cost=0.0002 | ETA 06:27:22 2020-11-12 22:31:44 [INFO] [TRAIN] epoch=9, iter=5510/40000, loss=0.3733, lr=0.008751, batch_cost=0.6403, reader_cost=0.0002 | ETA 06:08:04 2020-11-12 22:31:50 [INFO] [TRAIN] epoch=9, iter=5520/40000, loss=0.3883, lr=0.008749, batch_cost=0.6030, reader_cost=0.0002 | ETA 05:46:31 2020-11-12 22:31:57 [INFO] [TRAIN] epoch=9, iter=5530/40000, loss=0.3707, lr=0.008747, batch_cost=0.7075, reader_cost=0.0003 | ETA 06:46:26 2020-11-12 22:32:03 [INFO] [TRAIN] epoch=9, iter=5540/40000, loss=0.4391, lr=0.008745, batch_cost=0.5521, reader_cost=0.0002 | ETA 05:17:06 2020-11-12 22:32:08 [INFO] [TRAIN] epoch=9, iter=5550/40000, loss=0.4639, lr=0.008742, batch_cost=0.5462, reader_cost=0.0002 | ETA 05:13:35 2020-11-12 22:32:14 [INFO] [TRAIN] epoch=9, iter=5560/40000, loss=0.3453, lr=0.008740, batch_cost=0.5385, reader_cost=0.0002 | ETA 05:09:05 2020-11-12 22:32:19 [INFO] [TRAIN] epoch=9, iter=5570/40000, loss=0.3727, lr=0.008738, batch_cost=0.5224, reader_cost=0.0002 | ETA 04:59:44 2020-11-12 22:32:24 [INFO] [TRAIN] epoch=9, iter=5580/40000, loss=0.4175, lr=0.008735, batch_cost=0.5155, reader_cost=0.0002 | ETA 04:55:42 2020-11-12 22:32:29 [INFO] [TRAIN] epoch=9, iter=5590/40000, loss=0.4372, lr=0.008733, batch_cost=0.5152, reader_cost=0.0002 | ETA 04:55:27 2020-11-12 22:32:34 [INFO] [TRAIN] epoch=9, iter=5600/40000, loss=0.3890, lr=0.008731, batch_cost=0.5196, reader_cost=0.0002 | ETA 04:57:54 2020-11-12 22:32:40 [INFO] [TRAIN] epoch=9, iter=5610/40000, loss=0.4086, lr=0.008729, batch_cost=0.5841, reader_cost=0.0002 | ETA 05:34:47 2020-11-12 22:32:49 [INFO] [TRAIN] epoch=9, iter=5620/40000, loss=0.3533, lr=0.008726, batch_cost=0.8548, reader_cost=0.0002 | ETA 08:09:48 2020-11-12 22:32:57 [INFO] [TRAIN] epoch=9, iter=5630/40000, loss=0.3703, lr=0.008724, batch_cost=0.8690, reader_cost=0.0002 | ETA 08:17:46 2020-11-12 22:33:05 [INFO] [TRAIN] epoch=9, iter=5640/40000, loss=0.4314, lr=0.008722, batch_cost=0.7554, reader_cost=0.0002 | ETA 07:12:34 2020-11-12 22:33:13 [INFO] [TRAIN] epoch=9, iter=5650/40000, loss=0.4704, lr=0.008719, batch_cost=0.7936, reader_cost=0.0002 | ETA 07:34:21 2020-11-12 22:33:21 [INFO] [TRAIN] epoch=9, iter=5660/40000, loss=0.3190, lr=0.008717, batch_cost=0.7707, reader_cost=0.0002 | ETA 07:21:04 2020-11-12 22:33:28 [INFO] [TRAIN] epoch=9, iter=5670/40000, loss=0.5482, lr=0.008715, batch_cost=0.7640, reader_cost=0.0002 | ETA 07:17:08 2020-11-12 22:33:34 [INFO] [TRAIN] epoch=9, iter=5680/40000, loss=0.3389, lr=0.008713, batch_cost=0.5481, reader_cost=0.0002 | ETA 05:13:30 2020-11-12 22:33:42 [INFO] [TRAIN] epoch=9, iter=5690/40000, loss=0.3833, lr=0.008710, batch_cost=0.8493, reader_cost=0.0002 | ETA 08:05:39 2020-11-12 22:33:48 [INFO] [TRAIN] epoch=9, iter=5700/40000, loss=0.4671, lr=0.008708, batch_cost=0.5983, reader_cost=0.0002 | ETA 05:42:00 2020-11-12 22:33:53 [INFO] [TRAIN] epoch=9, iter=5710/40000, loss=0.2913, lr=0.008706, batch_cost=0.5224, reader_cost=0.0002 | ETA 04:58:34 2020-11-12 22:33:59 [INFO] [TRAIN] epoch=9, iter=5720/40000, loss=0.5270, lr=0.008704, batch_cost=0.5213, reader_cost=0.0002 | ETA 04:57:51 2020-11-12 22:34:07 [INFO] [TRAIN] epoch=9, iter=5730/40000, loss=0.5647, lr=0.008701, batch_cost=0.8295, reader_cost=0.0002 | ETA 07:53:47 2020-11-12 22:34:12 [INFO] [TRAIN] epoch=9, iter=5740/40000, loss=0.3556, lr=0.008699, batch_cost=0.5217, reader_cost=0.0002 | ETA 04:57:53 2020-11-12 22:34:17 [INFO] [TRAIN] epoch=9, iter=5750/40000, loss=0.2537, lr=0.008697, batch_cost=0.5200, reader_cost=0.0002 | ETA 04:56:48 2020-11-12 22:34:23 [INFO] [TRAIN] epoch=9, iter=5760/40000, loss=0.3345, lr=0.008694, batch_cost=0.5412, reader_cost=0.0002 | ETA 05:08:49 2020-11-12 22:34:28 [INFO] [TRAIN] epoch=9, iter=5770/40000, loss=0.4521, lr=0.008692, batch_cost=0.5186, reader_cost=0.0002 | ETA 04:55:51 2020-11-12 22:34:33 [INFO] [TRAIN] epoch=9, iter=5780/40000, loss=0.4756, lr=0.008690, batch_cost=0.5090, reader_cost=0.0002 | ETA 04:50:18 2020-11-12 22:34:38 [INFO] [TRAIN] epoch=9, iter=5790/40000, loss=0.3502, lr=0.008688, batch_cost=0.5139, reader_cost=0.0002 | ETA 04:53:00 2020-11-12 22:34:43 [INFO] [TRAIN] epoch=9, iter=5800/40000, loss=0.3735, lr=0.008685, batch_cost=0.5198, reader_cost=0.0002 | ETA 04:56:18 2020-11-12 22:34:48 [INFO] [TRAIN] epoch=9, iter=5810/40000, loss=0.4380, lr=0.008683, batch_cost=0.5186, reader_cost=0.0002 | ETA 04:55:31 2020-11-12 22:34:54 [INFO] [TRAIN] epoch=9, iter=5820/40000, loss=0.2683, lr=0.008681, batch_cost=0.5088, reader_cost=0.0002 | ETA 04:49:52 2020-11-12 22:34:59 [INFO] [TRAIN] epoch=9, iter=5830/40000, loss=0.2879, lr=0.008678, batch_cost=0.4988, reader_cost=0.0002 | ETA 04:44:04 2020-11-12 22:35:04 [INFO] [TRAIN] epoch=9, iter=5840/40000, loss=0.3422, lr=0.008676, batch_cost=0.5078, reader_cost=0.0002 | ETA 04:49:07 2020-11-12 22:35:09 [INFO] [TRAIN] epoch=9, iter=5850/40000, loss=0.3406, lr=0.008674, batch_cost=0.5055, reader_cost=0.0002 | ETA 04:47:41 2020-11-12 22:35:14 [INFO] [TRAIN] epoch=9, iter=5860/40000, loss=0.3016, lr=0.008672, batch_cost=0.5218, reader_cost=0.0002 | ETA 04:56:55 2020-11-12 22:35:20 [INFO] [TRAIN] epoch=9, iter=5870/40000, loss=0.4566, lr=0.008669, batch_cost=0.5976, reader_cost=0.0002 | ETA 05:39:54 2020-11-12 22:35:28 [INFO] [TRAIN] epoch=9, iter=5880/40000, loss=0.4066, lr=0.008667, batch_cost=0.8569, reader_cost=0.0002 | ETA 08:07:17 2020-11-12 22:35:37 [INFO] [TRAIN] epoch=9, iter=5890/40000, loss=0.3434, lr=0.008665, batch_cost=0.8574, reader_cost=0.0002 | ETA 08:07:25 2020-11-12 22:35:46 [INFO] [TRAIN] epoch=9, iter=5900/40000, loss=0.6109, lr=0.008662, batch_cost=0.8607, reader_cost=0.0002 | ETA 08:09:11 2020-11-12 22:35:54 [INFO] [TRAIN] epoch=9, iter=5910/40000, loss=0.5087, lr=0.008660, batch_cost=0.8645, reader_cost=0.0002 | ETA 08:11:09 2020-11-12 22:36:03 [INFO] [TRAIN] epoch=9, iter=5920/40000, loss=0.5518, lr=0.008658, batch_cost=0.8640, reader_cost=0.0002 | ETA 08:10:45 2020-11-12 22:36:12 [INFO] [TRAIN] epoch=9, iter=5930/40000, loss=0.3887, lr=0.008656, batch_cost=0.8819, reader_cost=0.0002 | ETA 08:20:45 2020-11-12 22:36:20 [INFO] [TRAIN] epoch=9, iter=5940/40000, loss=0.4730, lr=0.008653, batch_cost=0.8582, reader_cost=0.0002 | ETA 08:07:10 2020-11-12 22:36:30 [INFO] [TRAIN] epoch=10, iter=5950/40000, loss=0.3476, lr=0.008651, batch_cost=0.9707, reader_cost=0.0874 | ETA 09:10:53 2020-11-12 22:36:39 [INFO] [TRAIN] epoch=10, iter=5960/40000, loss=0.3901, lr=0.008649, batch_cost=0.8628, reader_cost=0.0002 | ETA 08:09:30 2020-11-12 22:36:47 [INFO] [TRAIN] epoch=10, iter=5970/40000, loss=0.4705, lr=0.008646, batch_cost=0.8630, reader_cost=0.0002 | ETA 08:09:28 2020-11-12 22:36:56 [INFO] [TRAIN] epoch=10, iter=5980/40000, loss=0.2119, lr=0.008644, batch_cost=0.8632, reader_cost=0.0002 | ETA 08:09:26 2020-11-12 22:37:05 [INFO] [TRAIN] epoch=10, iter=5990/40000, loss=0.4609, lr=0.008642, batch_cost=0.8627, reader_cost=0.0002 | ETA 08:08:59 2020-11-12 22:37:13 [INFO] [TRAIN] epoch=10, iter=6000/40000, loss=0.3600, lr=0.008639, batch_cost=0.8636, reader_cost=0.0002 | ETA 08:09:24 2020-11-12 22:37:13 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 22:38:08 [INFO] [EVAL] #Images=1449 mIoU=0.6175 Acc=0.9104 Kappa=0.7986 2020-11-12 22:38:08 [INFO] [EVAL] Class IoU: [0.9139 0.7588 0.3478 0.7244 0.5346 0.7127 0.7795 0.7869 0.7635 0.2493 0.533 0.4826 0.5989 0.6445 0.6628 0.8021 0.4092 0.6475 0.3937 0.6211 0.6015] 2020-11-12 22:38:08 [INFO] [EVAL] Class Acc: [0.9443 0.9547 0.4496 0.7795 0.7968 0.9409 0.9762 0.9391 0.8035 0.6179 0.8345 0.7692 0.7679 0.7691 0.9097 0.9103 0.8587 0.7767 0.4474 0.9507 0.7835] 2020-11-12 22:38:10 [INFO] [EVAL] The model with the best validation mIoU (0.6175) was saved at iter 6000. 2020-11-12 22:38:16 [INFO] [TRAIN] epoch=10, iter=6010/40000, loss=0.4924, lr=0.008637, batch_cost=0.5159, reader_cost=0.0004 | ETA 04:52:14 2020-11-12 22:38:21 [INFO] [TRAIN] epoch=10, iter=6020/40000, loss=0.3611, lr=0.008635, batch_cost=0.5097, reader_cost=0.0002 | ETA 04:48:39 2020-11-12 22:38:26 [INFO] [TRAIN] epoch=10, iter=6030/40000, loss=0.6516, lr=0.008633, batch_cost=0.5079, reader_cost=0.0002 | ETA 04:47:33 2020-11-12 22:38:31 [INFO] [TRAIN] epoch=10, iter=6040/40000, loss=0.4250, lr=0.008630, batch_cost=0.5074, reader_cost=0.0002 | ETA 04:47:12 2020-11-12 22:38:36 [INFO] [TRAIN] epoch=10, iter=6050/40000, loss=0.3163, lr=0.008628, batch_cost=0.5177, reader_cost=0.0002 | ETA 04:52:54 2020-11-12 22:38:41 [INFO] [TRAIN] epoch=10, iter=6060/40000, loss=0.3536, lr=0.008626, batch_cost=0.5036, reader_cost=0.0002 | ETA 04:44:53 2020-11-12 22:38:46 [INFO] [TRAIN] epoch=10, iter=6070/40000, loss=0.3094, lr=0.008623, batch_cost=0.5119, reader_cost=0.0002 | ETA 04:49:27 2020-11-12 22:38:51 [INFO] [TRAIN] epoch=10, iter=6080/40000, loss=0.3416, lr=0.008621, batch_cost=0.5136, reader_cost=0.0002 | ETA 04:50:20 2020-11-12 22:38:56 [INFO] [TRAIN] epoch=10, iter=6090/40000, loss=0.4678, lr=0.008619, batch_cost=0.5110, reader_cost=0.0002 | ETA 04:48:48 2020-11-12 22:39:02 [INFO] [TRAIN] epoch=10, iter=6100/40000, loss=0.3350, lr=0.008617, batch_cost=0.5143, reader_cost=0.0002 | ETA 04:50:35 2020-11-12 22:39:07 [INFO] [TRAIN] epoch=10, iter=6110/40000, loss=0.3429, lr=0.008614, batch_cost=0.5085, reader_cost=0.0002 | ETA 04:47:14 2020-11-12 22:39:12 [INFO] [TRAIN] epoch=10, iter=6120/40000, loss=0.4185, lr=0.008612, batch_cost=0.5161, reader_cost=0.0002 | ETA 04:51:24 2020-11-12 22:39:17 [INFO] [TRAIN] epoch=10, iter=6130/40000, loss=0.4195, lr=0.008610, batch_cost=0.5146, reader_cost=0.0002 | ETA 04:50:30 2020-11-12 22:39:22 [INFO] [TRAIN] epoch=10, iter=6140/40000, loss=0.2431, lr=0.008607, batch_cost=0.5107, reader_cost=0.0002 | ETA 04:48:12 2020-11-12 22:39:27 [INFO] [TRAIN] epoch=10, iter=6150/40000, loss=0.3879, lr=0.008605, batch_cost=0.5061, reader_cost=0.0002 | ETA 04:45:31 2020-11-12 22:39:32 [INFO] [TRAIN] epoch=10, iter=6160/40000, loss=0.2768, lr=0.008603, batch_cost=0.5158, reader_cost=0.0002 | ETA 04:50:53 2020-11-12 22:39:37 [INFO] [TRAIN] epoch=10, iter=6170/40000, loss=0.4250, lr=0.008601, batch_cost=0.5073, reader_cost=0.0002 | ETA 04:46:00 2020-11-12 22:39:42 [INFO] [TRAIN] epoch=10, iter=6180/40000, loss=0.4692, lr=0.008598, batch_cost=0.5091, reader_cost=0.0002 | ETA 04:46:58 2020-11-12 22:39:47 [INFO] [TRAIN] epoch=10, iter=6190/40000, loss=0.3218, lr=0.008596, batch_cost=0.5094, reader_cost=0.0002 | ETA 04:47:02 2020-11-12 22:39:53 [INFO] [TRAIN] epoch=10, iter=6200/40000, loss=0.4618, lr=0.008594, batch_cost=0.5083, reader_cost=0.0002 | ETA 04:46:19 2020-11-12 22:39:58 [INFO] [TRAIN] epoch=10, iter=6210/40000, loss=0.4091, lr=0.008591, batch_cost=0.5157, reader_cost=0.0002 | ETA 04:50:27 2020-11-12 22:40:03 [INFO] [TRAIN] epoch=10, iter=6220/40000, loss=0.2870, lr=0.008589, batch_cost=0.5190, reader_cost=0.0002 | ETA 04:52:11 2020-11-12 22:40:08 [INFO] [TRAIN] epoch=10, iter=6230/40000, loss=0.3076, lr=0.008587, batch_cost=0.5051, reader_cost=0.0002 | ETA 04:44:16 2020-11-12 22:40:13 [INFO] [TRAIN] epoch=10, iter=6240/40000, loss=0.2690, lr=0.008585, batch_cost=0.5213, reader_cost=0.0002 | ETA 04:53:18 2020-11-12 22:40:18 [INFO] [TRAIN] epoch=10, iter=6250/40000, loss=0.7360, lr=0.008582, batch_cost=0.5206, reader_cost=0.0002 | ETA 04:52:51 2020-11-12 22:40:24 [INFO] [TRAIN] epoch=10, iter=6260/40000, loss=0.6414, lr=0.008580, batch_cost=0.5223, reader_cost=0.0002 | ETA 04:53:43 2020-11-12 22:40:29 [INFO] [TRAIN] epoch=10, iter=6270/40000, loss=0.3871, lr=0.008578, batch_cost=0.5229, reader_cost=0.0002 | ETA 04:53:58 2020-11-12 22:40:34 [INFO] [TRAIN] epoch=10, iter=6280/40000, loss=0.3266, lr=0.008575, batch_cost=0.5091, reader_cost=0.0002 | ETA 04:46:06 2020-11-12 22:40:39 [INFO] [TRAIN] epoch=10, iter=6290/40000, loss=0.2673, lr=0.008573, batch_cost=0.5060, reader_cost=0.0002 | ETA 04:44:18 2020-11-12 22:40:44 [INFO] [TRAIN] epoch=10, iter=6300/40000, loss=0.3511, lr=0.008571, batch_cost=0.5158, reader_cost=0.0002 | ETA 04:49:40 2020-11-12 22:40:49 [INFO] [TRAIN] epoch=10, iter=6310/40000, loss=0.3392, lr=0.008569, batch_cost=0.5063, reader_cost=0.0002 | ETA 04:44:18 2020-11-12 22:40:54 [INFO] [TRAIN] epoch=10, iter=6320/40000, loss=0.3970, lr=0.008566, batch_cost=0.5096, reader_cost=0.0002 | ETA 04:46:02 2020-11-12 22:40:59 [INFO] [TRAIN] epoch=10, iter=6330/40000, loss=0.3871, lr=0.008564, batch_cost=0.5158, reader_cost=0.0002 | ETA 04:49:26 2020-11-12 22:41:05 [INFO] [TRAIN] epoch=10, iter=6340/40000, loss=0.3161, lr=0.008562, batch_cost=0.5294, reader_cost=0.0002 | ETA 04:56:59 2020-11-12 22:41:10 [INFO] [TRAIN] epoch=10, iter=6350/40000, loss=0.3115, lr=0.008559, batch_cost=0.5168, reader_cost=0.0002 | ETA 04:49:51 2020-11-12 22:41:15 [INFO] [TRAIN] epoch=10, iter=6360/40000, loss=0.3261, lr=0.008557, batch_cost=0.5141, reader_cost=0.0002 | ETA 04:48:13 2020-11-12 22:41:20 [INFO] [TRAIN] epoch=10, iter=6370/40000, loss=0.3004, lr=0.008555, batch_cost=0.5096, reader_cost=0.0002 | ETA 04:45:38 2020-11-12 22:41:25 [INFO] [TRAIN] epoch=10, iter=6380/40000, loss=0.4541, lr=0.008553, batch_cost=0.5149, reader_cost=0.0002 | ETA 04:48:30 2020-11-12 22:41:30 [INFO] [TRAIN] epoch=10, iter=6390/40000, loss=0.5387, lr=0.008550, batch_cost=0.5083, reader_cost=0.0002 | ETA 04:44:42 2020-11-12 22:41:35 [INFO] [TRAIN] epoch=10, iter=6400/40000, loss=0.4248, lr=0.008548, batch_cost=0.5081, reader_cost=0.0002 | ETA 04:44:33 2020-11-12 22:41:41 [INFO] [TRAIN] epoch=10, iter=6410/40000, loss=0.5335, lr=0.008546, batch_cost=0.5474, reader_cost=0.0002 | ETA 05:06:28 2020-11-12 22:41:46 [INFO] [TRAIN] epoch=10, iter=6420/40000, loss=0.2898, lr=0.008543, batch_cost=0.5414, reader_cost=0.0002 | ETA 05:02:59 2020-11-12 22:41:52 [INFO] [TRAIN] epoch=10, iter=6430/40000, loss=0.3663, lr=0.008541, batch_cost=0.5258, reader_cost=0.0002 | ETA 04:54:12 2020-11-12 22:41:57 [INFO] [TRAIN] epoch=10, iter=6440/40000, loss=0.4886, lr=0.008539, batch_cost=0.5550, reader_cost=0.0002 | ETA 05:10:24 2020-11-12 22:42:03 [INFO] [TRAIN] epoch=10, iter=6450/40000, loss=0.4858, lr=0.008537, batch_cost=0.5533, reader_cost=0.0001 | ETA 05:09:23 2020-11-12 22:42:08 [INFO] [TRAIN] epoch=10, iter=6460/40000, loss=0.3611, lr=0.008534, batch_cost=0.5538, reader_cost=0.0002 | ETA 05:09:33 2020-11-12 22:42:13 [INFO] [TRAIN] epoch=10, iter=6470/40000, loss=0.2789, lr=0.008532, batch_cost=0.5221, reader_cost=0.0002 | ETA 04:51:45 2020-11-12 22:42:19 [INFO] [TRAIN] epoch=10, iter=6480/40000, loss=0.2614, lr=0.008530, batch_cost=0.5177, reader_cost=0.0002 | ETA 04:49:14 2020-11-12 22:42:24 [INFO] [TRAIN] epoch=10, iter=6490/40000, loss=0.3465, lr=0.008527, batch_cost=0.5188, reader_cost=0.0002 | ETA 04:49:43 2020-11-12 22:42:29 [INFO] [TRAIN] epoch=10, iter=6500/40000, loss=0.3779, lr=0.008525, batch_cost=0.5312, reader_cost=0.0002 | ETA 04:56:33 2020-11-12 22:42:35 [INFO] [TRAIN] epoch=10, iter=6510/40000, loss=0.3297, lr=0.008523, batch_cost=0.5350, reader_cost=0.0002 | ETA 04:58:38 2020-11-12 22:42:41 [INFO] [TRAIN] epoch=10, iter=6520/40000, loss=0.3724, lr=0.008520, batch_cost=0.6925, reader_cost=0.0002 | ETA 06:26:25 2020-11-12 22:42:47 [INFO] [TRAIN] epoch=10, iter=6530/40000, loss=0.4928, lr=0.008518, batch_cost=0.5599, reader_cost=0.0002 | ETA 05:12:20 2020-11-12 22:42:53 [INFO] [TRAIN] epoch=10, iter=6540/40000, loss=0.4001, lr=0.008516, batch_cost=0.5491, reader_cost=0.0002 | ETA 05:06:12 2020-11-12 22:42:58 [INFO] [TRAIN] epoch=10, iter=6550/40000, loss=0.4783, lr=0.008514, batch_cost=0.5270, reader_cost=0.0002 | ETA 04:53:48 2020-11-12 22:43:03 [INFO] [TRAIN] epoch=10, iter=6560/40000, loss=0.5113, lr=0.008511, batch_cost=0.5117, reader_cost=0.0002 | ETA 04:45:11 2020-11-12 22:43:08 [INFO] [TRAIN] epoch=10, iter=6570/40000, loss=0.5376, lr=0.008509, batch_cost=0.5056, reader_cost=0.0002 | ETA 04:41:43 2020-11-12 22:43:14 [INFO] [TRAIN] epoch=10, iter=6580/40000, loss=0.2821, lr=0.008507, batch_cost=0.5754, reader_cost=0.0002 | ETA 05:20:30 2020-11-12 22:43:20 [INFO] [TRAIN] epoch=10, iter=6590/40000, loss=0.3904, lr=0.008504, batch_cost=0.5788, reader_cost=0.0002 | ETA 05:22:18 2020-11-12 22:43:25 [INFO] [TRAIN] epoch=10, iter=6600/40000, loss=0.3469, lr=0.008502, batch_cost=0.5725, reader_cost=0.0002 | ETA 05:18:40 2020-11-12 22:43:30 [INFO] [TRAIN] epoch=10, iter=6610/40000, loss=0.4631, lr=0.008500, batch_cost=0.5074, reader_cost=0.0001 | ETA 04:42:23 2020-11-12 22:43:37 [INFO] [TRAIN] epoch=11, iter=6620/40000, loss=0.3704, lr=0.008498, batch_cost=0.6946, reader_cost=0.0948 | ETA 06:26:24 2020-11-12 22:43:43 [INFO] [TRAIN] epoch=11, iter=6630/40000, loss=0.3606, lr=0.008495, batch_cost=0.5867, reader_cost=0.0004 | ETA 05:26:17 2020-11-12 22:43:49 [INFO] [TRAIN] epoch=11, iter=6640/40000, loss=0.3427, lr=0.008493, batch_cost=0.5783, reader_cost=0.0002 | ETA 05:21:33 2020-11-12 22:43:55 [INFO] [TRAIN] epoch=11, iter=6650/40000, loss=0.4329, lr=0.008491, batch_cost=0.5638, reader_cost=0.0002 | ETA 05:13:22 2020-11-12 22:44:00 [INFO] [TRAIN] epoch=11, iter=6660/40000, loss=0.3096, lr=0.008488, batch_cost=0.5616, reader_cost=0.0002 | ETA 05:12:03 2020-11-12 22:44:06 [INFO] [TRAIN] epoch=11, iter=6670/40000, loss=0.4457, lr=0.008486, batch_cost=0.5502, reader_cost=0.0002 | ETA 05:05:39 2020-11-12 22:44:11 [INFO] [TRAIN] epoch=11, iter=6680/40000, loss=0.2863, lr=0.008484, batch_cost=0.5448, reader_cost=0.0002 | ETA 05:02:32 2020-11-12 22:44:16 [INFO] [TRAIN] epoch=11, iter=6690/40000, loss=0.5255, lr=0.008482, batch_cost=0.5370, reader_cost=0.0002 | ETA 04:58:08 2020-11-12 22:44:22 [INFO] [TRAIN] epoch=11, iter=6700/40000, loss=0.4115, lr=0.008479, batch_cost=0.5415, reader_cost=0.0002 | ETA 05:00:31 2020-11-12 22:44:27 [INFO] [TRAIN] epoch=11, iter=6710/40000, loss=0.4460, lr=0.008477, batch_cost=0.5353, reader_cost=0.0002 | ETA 04:56:59 2020-11-12 22:44:33 [INFO] [TRAIN] epoch=11, iter=6720/40000, loss=0.2635, lr=0.008475, batch_cost=0.5420, reader_cost=0.0002 | ETA 05:00:36 2020-11-12 22:44:38 [INFO] [TRAIN] epoch=11, iter=6730/40000, loss=0.4191, lr=0.008472, batch_cost=0.5414, reader_cost=0.0002 | ETA 05:00:11 2020-11-12 22:44:44 [INFO] [TRAIN] epoch=11, iter=6740/40000, loss=0.4365, lr=0.008470, batch_cost=0.5483, reader_cost=0.0002 | ETA 05:03:54 2020-11-12 22:44:49 [INFO] [TRAIN] epoch=11, iter=6750/40000, loss=0.3149, lr=0.008468, batch_cost=0.5371, reader_cost=0.0002 | ETA 04:57:38 2020-11-12 22:44:54 [INFO] [TRAIN] epoch=11, iter=6760/40000, loss=0.3983, lr=0.008466, batch_cost=0.5433, reader_cost=0.0002 | ETA 05:00:58 2020-11-12 22:45:00 [INFO] [TRAIN] epoch=11, iter=6770/40000, loss=0.2965, lr=0.008463, batch_cost=0.5376, reader_cost=0.0002 | ETA 04:57:45 2020-11-12 22:45:05 [INFO] [TRAIN] epoch=11, iter=6780/40000, loss=0.3415, lr=0.008461, batch_cost=0.5412, reader_cost=0.0002 | ETA 04:59:38 2020-11-12 22:45:11 [INFO] [TRAIN] epoch=11, iter=6790/40000, loss=0.3271, lr=0.008459, batch_cost=0.5389, reader_cost=0.0002 | ETA 04:58:17 2020-11-12 22:45:16 [INFO] [TRAIN] epoch=11, iter=6800/40000, loss=0.4526, lr=0.008456, batch_cost=0.5405, reader_cost=0.0002 | ETA 04:59:04 2020-11-12 22:45:21 [INFO] [TRAIN] epoch=11, iter=6810/40000, loss=0.4511, lr=0.008454, batch_cost=0.5420, reader_cost=0.0002 | ETA 04:59:49 2020-11-12 22:45:27 [INFO] [TRAIN] epoch=11, iter=6820/40000, loss=0.2986, lr=0.008452, batch_cost=0.5392, reader_cost=0.0002 | ETA 04:58:12 2020-11-12 22:45:32 [INFO] [TRAIN] epoch=11, iter=6830/40000, loss=0.3839, lr=0.008449, batch_cost=0.5385, reader_cost=0.0002 | ETA 04:57:41 2020-11-12 22:45:38 [INFO] [TRAIN] epoch=11, iter=6840/40000, loss=0.3745, lr=0.008447, batch_cost=0.5427, reader_cost=0.0002 | ETA 04:59:56 2020-11-12 22:45:44 [INFO] [TRAIN] epoch=11, iter=6850/40000, loss=0.2850, lr=0.008445, batch_cost=0.6786, reader_cost=0.0002 | ETA 06:14:54 2020-11-12 22:45:51 [INFO] [TRAIN] epoch=11, iter=6860/40000, loss=0.3238, lr=0.008443, batch_cost=0.7123, reader_cost=0.0002 | ETA 06:33:25 2020-11-12 22:45:57 [INFO] [TRAIN] epoch=11, iter=6870/40000, loss=0.4581, lr=0.008440, batch_cost=0.5763, reader_cost=0.0002 | ETA 05:18:12 2020-11-12 22:46:03 [INFO] [TRAIN] epoch=11, iter=6880/40000, loss=0.3506, lr=0.008438, batch_cost=0.5409, reader_cost=0.0002 | ETA 04:58:34 2020-11-12 22:46:08 [INFO] [TRAIN] epoch=11, iter=6890/40000, loss=0.2669, lr=0.008436, batch_cost=0.5237, reader_cost=0.0002 | ETA 04:49:01 2020-11-12 22:46:13 [INFO] [TRAIN] epoch=11, iter=6900/40000, loss=0.3565, lr=0.008433, batch_cost=0.5260, reader_cost=0.0002 | ETA 04:50:09 2020-11-12 22:46:19 [INFO] [TRAIN] epoch=11, iter=6910/40000, loss=0.2821, lr=0.008431, batch_cost=0.5342, reader_cost=0.0002 | ETA 04:54:35 2020-11-12 22:46:24 [INFO] [TRAIN] epoch=11, iter=6920/40000, loss=0.3448, lr=0.008429, batch_cost=0.5465, reader_cost=0.0002 | ETA 05:01:19 2020-11-12 22:46:30 [INFO] [TRAIN] epoch=11, iter=6930/40000, loss=0.4823, lr=0.008427, batch_cost=0.5839, reader_cost=0.0002 | ETA 05:21:47 2020-11-12 22:46:36 [INFO] [TRAIN] epoch=11, iter=6940/40000, loss=0.4947, lr=0.008424, batch_cost=0.5913, reader_cost=0.0002 | ETA 05:25:49 2020-11-12 22:46:43 [INFO] [TRAIN] epoch=11, iter=6950/40000, loss=0.2993, lr=0.008422, batch_cost=0.7765, reader_cost=0.0002 | ETA 07:07:43 2020-11-12 22:46:51 [INFO] [TRAIN] epoch=11, iter=6960/40000, loss=0.3054, lr=0.008420, batch_cost=0.7303, reader_cost=0.0002 | ETA 06:42:09 2020-11-12 22:46:56 [INFO] [TRAIN] epoch=11, iter=6970/40000, loss=0.2518, lr=0.008417, batch_cost=0.5432, reader_cost=0.0002 | ETA 04:59:02 2020-11-12 22:47:02 [INFO] [TRAIN] epoch=11, iter=6980/40000, loss=0.4166, lr=0.008415, batch_cost=0.5555, reader_cost=0.0002 | ETA 05:05:42 2020-11-12 22:47:08 [INFO] [TRAIN] epoch=11, iter=6990/40000, loss=0.3702, lr=0.008413, batch_cost=0.5815, reader_cost=0.0002 | ETA 05:19:56 2020-11-12 22:47:14 [INFO] [TRAIN] epoch=11, iter=7000/40000, loss=0.3584, lr=0.008410, batch_cost=0.5946, reader_cost=0.0002 | ETA 05:27:02 2020-11-12 22:47:22 [INFO] [TRAIN] epoch=11, iter=7010/40000, loss=0.3961, lr=0.008408, batch_cost=0.8683, reader_cost=0.0002 | ETA 07:57:26 2020-11-12 22:47:28 [INFO] [TRAIN] epoch=11, iter=7020/40000, loss=0.3617, lr=0.008406, batch_cost=0.5383, reader_cost=0.0002 | ETA 04:55:51 2020-11-12 22:47:33 [INFO] [TRAIN] epoch=11, iter=7030/40000, loss=0.3672, lr=0.008404, batch_cost=0.5853, reader_cost=0.0002 | ETA 05:21:36 2020-11-12 22:47:39 [INFO] [TRAIN] epoch=11, iter=7040/40000, loss=0.3713, lr=0.008401, batch_cost=0.5958, reader_cost=0.0002 | ETA 05:27:18 2020-11-12 22:47:45 [INFO] [TRAIN] epoch=11, iter=7050/40000, loss=0.3675, lr=0.008399, batch_cost=0.5337, reader_cost=0.0002 | ETA 04:53:03 2020-11-12 22:47:50 [INFO] [TRAIN] epoch=11, iter=7060/40000, loss=0.3516, lr=0.008397, batch_cost=0.5232, reader_cost=0.0002 | ETA 04:47:15 2020-11-12 22:47:55 [INFO] [TRAIN] epoch=11, iter=7070/40000, loss=0.5244, lr=0.008394, batch_cost=0.5403, reader_cost=0.0002 | ETA 04:56:32 2020-11-12 22:48:01 [INFO] [TRAIN] epoch=11, iter=7080/40000, loss=0.3416, lr=0.008392, batch_cost=0.5952, reader_cost=0.0002 | ETA 05:26:34 2020-11-12 22:48:07 [INFO] [TRAIN] epoch=11, iter=7090/40000, loss=0.4013, lr=0.008390, batch_cost=0.5921, reader_cost=0.0002 | ETA 05:24:46 2020-11-12 22:48:13 [INFO] [TRAIN] epoch=11, iter=7100/40000, loss=0.3295, lr=0.008388, batch_cost=0.5630, reader_cost=0.0002 | ETA 05:08:41 2020-11-12 22:48:20 [INFO] [TRAIN] epoch=11, iter=7110/40000, loss=0.4036, lr=0.008385, batch_cost=0.6679, reader_cost=0.0002 | ETA 06:06:07 2020-11-12 22:48:26 [INFO] [TRAIN] epoch=11, iter=7120/40000, loss=0.3422, lr=0.008383, batch_cost=0.6408, reader_cost=0.0002 | ETA 05:51:09 2020-11-12 22:48:32 [INFO] [TRAIN] epoch=11, iter=7130/40000, loss=0.3595, lr=0.008381, batch_cost=0.5589, reader_cost=0.0020 | ETA 05:06:09 2020-11-12 22:48:37 [INFO] [TRAIN] epoch=11, iter=7140/40000, loss=0.4153, lr=0.008378, batch_cost=0.5294, reader_cost=0.0015 | ETA 04:49:56 2020-11-12 22:48:42 [INFO] [TRAIN] epoch=11, iter=7150/40000, loss=0.3938, lr=0.008376, batch_cost=0.5367, reader_cost=0.0018 | ETA 04:53:51 2020-11-12 22:48:48 [INFO] [TRAIN] epoch=11, iter=7160/40000, loss=0.4573, lr=0.008374, batch_cost=0.5390, reader_cost=0.0002 | ETA 04:55:02 2020-11-12 22:48:53 [INFO] [TRAIN] epoch=11, iter=7170/40000, loss=0.2530, lr=0.008371, batch_cost=0.5205, reader_cost=0.0002 | ETA 04:44:48 2020-11-12 22:48:59 [INFO] [TRAIN] epoch=11, iter=7180/40000, loss=0.3972, lr=0.008369, batch_cost=0.5661, reader_cost=0.0002 | ETA 05:09:40 2020-11-12 22:49:04 [INFO] [TRAIN] epoch=11, iter=7190/40000, loss=0.4306, lr=0.008367, batch_cost=0.5890, reader_cost=0.0002 | ETA 05:22:04 2020-11-12 22:49:10 [INFO] [TRAIN] epoch=11, iter=7200/40000, loss=0.2815, lr=0.008365, batch_cost=0.5737, reader_cost=0.0002 | ETA 05:13:37 2020-11-12 22:49:17 [INFO] [TRAIN] epoch=11, iter=7210/40000, loss=0.2727, lr=0.008362, batch_cost=0.6398, reader_cost=0.0002 | ETA 05:49:39 2020-11-12 22:49:22 [INFO] [TRAIN] epoch=11, iter=7220/40000, loss=0.4875, lr=0.008360, batch_cost=0.5534, reader_cost=0.0002 | ETA 05:02:21 2020-11-12 22:49:27 [INFO] [TRAIN] epoch=11, iter=7230/40000, loss=0.3840, lr=0.008358, batch_cost=0.5390, reader_cost=0.0002 | ETA 04:54:24 2020-11-12 22:49:33 [INFO] [TRAIN] epoch=11, iter=7240/40000, loss=0.3662, lr=0.008355, batch_cost=0.5074, reader_cost=0.0001 | ETA 04:37:01 2020-11-12 22:49:38 [INFO] [TRAIN] epoch=11, iter=7250/40000, loss=0.3439, lr=0.008353, batch_cost=0.5205, reader_cost=0.0002 | ETA 04:44:06 2020-11-12 22:49:43 [INFO] [TRAIN] epoch=11, iter=7260/40000, loss=0.4570, lr=0.008351, batch_cost=0.5212, reader_cost=0.0002 | ETA 04:44:23 2020-11-12 22:49:48 [INFO] [TRAIN] epoch=11, iter=7270/40000, loss=0.4224, lr=0.008349, batch_cost=0.5027, reader_cost=0.0001 | ETA 04:34:14 2020-11-12 22:49:54 [INFO] [TRAIN] epoch=12, iter=7280/40000, loss=0.4373, lr=0.008346, batch_cost=0.6479, reader_cost=0.1011 | ETA 05:53:18 2020-11-12 22:50:00 [INFO] [TRAIN] epoch=12, iter=7290/40000, loss=0.4025, lr=0.008344, batch_cost=0.5086, reader_cost=0.0005 | ETA 04:37:16 2020-11-12 22:50:05 [INFO] [TRAIN] epoch=12, iter=7300/40000, loss=0.2557, lr=0.008342, batch_cost=0.5146, reader_cost=0.0001 | ETA 04:40:26 2020-11-12 22:50:10 [INFO] [TRAIN] epoch=12, iter=7310/40000, loss=0.3132, lr=0.008339, batch_cost=0.5158, reader_cost=0.0002 | ETA 04:41:02 2020-11-12 22:50:15 [INFO] [TRAIN] epoch=12, iter=7320/40000, loss=0.4944, lr=0.008337, batch_cost=0.5175, reader_cost=0.0002 | ETA 04:41:51 2020-11-12 22:50:21 [INFO] [TRAIN] epoch=12, iter=7330/40000, loss=0.5938, lr=0.008335, batch_cost=0.5536, reader_cost=0.0002 | ETA 05:01:27 2020-11-12 22:50:26 [INFO] [TRAIN] epoch=12, iter=7340/40000, loss=0.3876, lr=0.008332, batch_cost=0.5615, reader_cost=0.0002 | ETA 05:05:38 2020-11-12 22:50:32 [INFO] [TRAIN] epoch=12, iter=7350/40000, loss=0.4225, lr=0.008330, batch_cost=0.5590, reader_cost=0.0002 | ETA 05:04:12 2020-11-12 22:50:37 [INFO] [TRAIN] epoch=12, iter=7360/40000, loss=0.4338, lr=0.008328, batch_cost=0.5556, reader_cost=0.0003 | ETA 05:02:14 2020-11-12 22:50:43 [INFO] [TRAIN] epoch=12, iter=7370/40000, loss=0.4055, lr=0.008326, batch_cost=0.5574, reader_cost=0.0002 | ETA 05:03:08 2020-11-12 22:50:48 [INFO] [TRAIN] epoch=12, iter=7380/40000, loss=0.5831, lr=0.008323, batch_cost=0.5589, reader_cost=0.0002 | ETA 05:03:52 2020-11-12 22:50:54 [INFO] [TRAIN] epoch=12, iter=7390/40000, loss=0.2881, lr=0.008321, batch_cost=0.5629, reader_cost=0.0002 | ETA 05:05:54 2020-11-12 22:51:00 [INFO] [TRAIN] epoch=12, iter=7400/40000, loss=0.3564, lr=0.008319, batch_cost=0.5740, reader_cost=0.0002 | ETA 05:11:53 2020-11-12 22:51:05 [INFO] [TRAIN] epoch=12, iter=7410/40000, loss=0.3694, lr=0.008316, batch_cost=0.5425, reader_cost=0.0002 | ETA 04:54:38 2020-11-12 22:51:11 [INFO] [TRAIN] epoch=12, iter=7420/40000, loss=0.3796, lr=0.008314, batch_cost=0.5387, reader_cost=0.0002 | ETA 04:52:30 2020-11-12 22:51:16 [INFO] [TRAIN] epoch=12, iter=7430/40000, loss=0.3988, lr=0.008312, batch_cost=0.5347, reader_cost=0.0002 | ETA 04:50:13 2020-11-12 22:51:21 [INFO] [TRAIN] epoch=12, iter=7440/40000, loss=0.4370, lr=0.008309, batch_cost=0.5223, reader_cost=0.0002 | ETA 04:43:26 2020-11-12 22:51:27 [INFO] [TRAIN] epoch=12, iter=7450/40000, loss=0.3412, lr=0.008307, batch_cost=0.5616, reader_cost=0.0002 | ETA 05:04:40 2020-11-12 22:51:32 [INFO] [TRAIN] epoch=12, iter=7460/40000, loss=0.2928, lr=0.008305, batch_cost=0.5109, reader_cost=0.0002 | ETA 04:37:05 2020-11-12 22:51:37 [INFO] [TRAIN] epoch=12, iter=7470/40000, loss=0.3356, lr=0.008303, batch_cost=0.5005, reader_cost=0.0002 | ETA 04:31:20 2020-11-12 22:51:42 [INFO] [TRAIN] epoch=12, iter=7480/40000, loss=0.2873, lr=0.008300, batch_cost=0.5004, reader_cost=0.0002 | ETA 04:31:13 2020-11-12 22:51:47 [INFO] [TRAIN] epoch=12, iter=7490/40000, loss=0.2166, lr=0.008298, batch_cost=0.5007, reader_cost=0.0002 | ETA 04:31:18 2020-11-12 22:51:52 [INFO] [TRAIN] epoch=12, iter=7500/40000, loss=0.5139, lr=0.008296, batch_cost=0.5000, reader_cost=0.0002 | ETA 04:30:49 2020-11-12 22:51:57 [INFO] [TRAIN] epoch=12, iter=7510/40000, loss=0.2102, lr=0.008293, batch_cost=0.5045, reader_cost=0.0002 | ETA 04:33:10 2020-11-12 22:52:02 [INFO] [TRAIN] epoch=12, iter=7520/40000, loss=0.3419, lr=0.008291, batch_cost=0.5044, reader_cost=0.0002 | ETA 04:33:01 2020-11-12 22:52:07 [INFO] [TRAIN] epoch=12, iter=7530/40000, loss=0.3491, lr=0.008289, batch_cost=0.5197, reader_cost=0.0002 | ETA 04:41:14 2020-11-12 22:52:15 [INFO] [TRAIN] epoch=12, iter=7540/40000, loss=0.5756, lr=0.008287, batch_cost=0.7729, reader_cost=0.0002 | ETA 06:58:09 2020-11-12 22:52:26 [INFO] [TRAIN] epoch=12, iter=7550/40000, loss=0.5326, lr=0.008284, batch_cost=1.0538, reader_cost=0.0013 | ETA 09:29:54 2020-11-12 22:52:35 [INFO] [TRAIN] epoch=12, iter=7560/40000, loss=0.2588, lr=0.008282, batch_cost=0.9446, reader_cost=0.0002 | ETA 08:30:41 2020-11-12 22:52:44 [INFO] [TRAIN] epoch=12, iter=7570/40000, loss=0.4082, lr=0.008280, batch_cost=0.9233, reader_cost=0.0002 | ETA 08:19:01 2020-11-12 22:52:50 [INFO] [TRAIN] epoch=12, iter=7580/40000, loss=0.3514, lr=0.008277, batch_cost=0.5481, reader_cost=0.0002 | ETA 04:56:08 2020-11-12 22:52:57 [INFO] [TRAIN] epoch=12, iter=7590/40000, loss=0.4160, lr=0.008275, batch_cost=0.7726, reader_cost=0.0002 | ETA 06:57:18 2020-11-12 22:53:04 [INFO] [TRAIN] epoch=12, iter=7600/40000, loss=0.2368, lr=0.008273, batch_cost=0.6559, reader_cost=0.0002 | ETA 05:54:12 2020-11-12 22:53:09 [INFO] [TRAIN] epoch=12, iter=7610/40000, loss=0.4676, lr=0.008270, batch_cost=0.5046, reader_cost=0.0002 | ETA 04:32:22 2020-11-12 22:53:14 [INFO] [TRAIN] epoch=12, iter=7620/40000, loss=0.3286, lr=0.008268, batch_cost=0.5153, reader_cost=0.0002 | ETA 04:38:06 2020-11-12 22:53:20 [INFO] [TRAIN] epoch=12, iter=7630/40000, loss=0.4502, lr=0.008266, batch_cost=0.5354, reader_cost=0.0002 | ETA 04:48:52 2020-11-12 22:53:25 [INFO] [TRAIN] epoch=12, iter=7640/40000, loss=0.4142, lr=0.008264, batch_cost=0.5427, reader_cost=0.0002 | ETA 04:52:42 2020-11-12 22:53:30 [INFO] [TRAIN] epoch=12, iter=7650/40000, loss=0.2951, lr=0.008261, batch_cost=0.5437, reader_cost=0.0002 | ETA 04:53:07 2020-11-12 22:53:36 [INFO] [TRAIN] epoch=12, iter=7660/40000, loss=0.2209, lr=0.008259, batch_cost=0.5445, reader_cost=0.0002 | ETA 04:53:29 2020-11-12 22:53:41 [INFO] [TRAIN] epoch=12, iter=7670/40000, loss=0.3413, lr=0.008257, batch_cost=0.5496, reader_cost=0.0002 | ETA 04:56:09 2020-11-12 22:53:47 [INFO] [TRAIN] epoch=12, iter=7680/40000, loss=0.3407, lr=0.008254, batch_cost=0.5686, reader_cost=0.0002 | ETA 05:06:15 2020-11-12 22:53:53 [INFO] [TRAIN] epoch=12, iter=7690/40000, loss=0.3496, lr=0.008252, batch_cost=0.5464, reader_cost=0.0002 | ETA 04:54:15 2020-11-12 22:53:58 [INFO] [TRAIN] epoch=12, iter=7700/40000, loss=0.3377, lr=0.008250, batch_cost=0.5190, reader_cost=0.0002 | ETA 04:39:22 2020-11-12 22:54:03 [INFO] [TRAIN] epoch=12, iter=7710/40000, loss=0.4343, lr=0.008247, batch_cost=0.5129, reader_cost=0.0002 | ETA 04:36:01 2020-11-12 22:54:08 [INFO] [TRAIN] epoch=12, iter=7720/40000, loss=0.3753, lr=0.008245, batch_cost=0.5430, reader_cost=0.0002 | ETA 04:52:07 2020-11-12 22:54:15 [INFO] [TRAIN] epoch=12, iter=7730/40000, loss=0.5252, lr=0.008243, batch_cost=0.6802, reader_cost=0.0002 | ETA 06:05:49 2020-11-12 22:54:21 [INFO] [TRAIN] epoch=12, iter=7740/40000, loss=0.4459, lr=0.008241, batch_cost=0.5845, reader_cost=0.0002 | ETA 05:14:14 2020-11-12 22:54:26 [INFO] [TRAIN] epoch=12, iter=7750/40000, loss=0.2855, lr=0.008238, batch_cost=0.5580, reader_cost=0.0002 | ETA 04:59:56 2020-11-12 22:54:32 [INFO] [TRAIN] epoch=12, iter=7760/40000, loss=0.2438, lr=0.008236, batch_cost=0.5774, reader_cost=0.0002 | ETA 05:10:14 2020-11-12 22:54:38 [INFO] [TRAIN] epoch=12, iter=7770/40000, loss=0.3462, lr=0.008234, batch_cost=0.5935, reader_cost=0.0002 | ETA 05:18:47 2020-11-12 22:54:44 [INFO] [TRAIN] epoch=12, iter=7780/40000, loss=0.4048, lr=0.008231, batch_cost=0.5675, reader_cost=0.0002 | ETA 05:04:43 2020-11-12 22:54:49 [INFO] [TRAIN] epoch=12, iter=7790/40000, loss=0.4541, lr=0.008229, batch_cost=0.5309, reader_cost=0.0002 | ETA 04:45:00 2020-11-12 22:54:56 [INFO] [TRAIN] epoch=12, iter=7800/40000, loss=0.4824, lr=0.008227, batch_cost=0.6421, reader_cost=0.0002 | ETA 05:44:35 2020-11-12 22:55:01 [INFO] [TRAIN] epoch=12, iter=7810/40000, loss=0.3862, lr=0.008224, batch_cost=0.5892, reader_cost=0.0002 | ETA 05:16:05 2020-11-12 22:55:07 [INFO] [TRAIN] epoch=12, iter=7820/40000, loss=0.3049, lr=0.008222, batch_cost=0.5077, reader_cost=0.0002 | ETA 04:32:18 2020-11-12 22:55:12 [INFO] [TRAIN] epoch=12, iter=7830/40000, loss=0.2933, lr=0.008220, batch_cost=0.5072, reader_cost=0.0002 | ETA 04:31:56 2020-11-12 22:55:18 [INFO] [TRAIN] epoch=12, iter=7840/40000, loss=0.2759, lr=0.008218, batch_cost=0.5891, reader_cost=0.0002 | ETA 05:15:46 2020-11-12 22:55:23 [INFO] [TRAIN] epoch=12, iter=7850/40000, loss=0.3841, lr=0.008215, batch_cost=0.5549, reader_cost=0.0002 | ETA 04:57:19 2020-11-12 22:55:29 [INFO] [TRAIN] epoch=12, iter=7860/40000, loss=0.2503, lr=0.008213, batch_cost=0.5736, reader_cost=0.0002 | ETA 05:07:15 2020-11-12 22:55:37 [INFO] [TRAIN] epoch=12, iter=7870/40000, loss=0.3295, lr=0.008211, batch_cost=0.7932, reader_cost=0.0002 | ETA 07:04:44 2020-11-12 22:55:42 [INFO] [TRAIN] epoch=12, iter=7880/40000, loss=0.6081, lr=0.008208, batch_cost=0.5294, reader_cost=0.0002 | ETA 04:43:25 2020-11-12 22:55:47 [INFO] [TRAIN] epoch=12, iter=7890/40000, loss=0.4454, lr=0.008206, batch_cost=0.5200, reader_cost=0.0002 | ETA 04:38:18 2020-11-12 22:55:52 [INFO] [TRAIN] epoch=12, iter=7900/40000, loss=0.3802, lr=0.008204, batch_cost=0.5124, reader_cost=0.0002 | ETA 04:34:07 2020-11-12 22:55:58 [INFO] [TRAIN] epoch=12, iter=7910/40000, loss=0.3087, lr=0.008201, batch_cost=0.5157, reader_cost=0.0002 | ETA 04:35:49 2020-11-12 22:56:03 [INFO] [TRAIN] epoch=12, iter=7920/40000, loss=0.1802, lr=0.008199, batch_cost=0.5155, reader_cost=0.0002 | ETA 04:35:37 2020-11-12 22:56:08 [INFO] [TRAIN] epoch=12, iter=7930/40000, loss=0.4033, lr=0.008197, batch_cost=0.5139, reader_cost=0.0002 | ETA 04:34:39 2020-11-12 22:56:14 [INFO] [TRAIN] epoch=13, iter=7940/40000, loss=0.5214, lr=0.008195, batch_cost=0.6593, reader_cost=0.1116 | ETA 05:52:17 2020-11-12 22:56:20 [INFO] [TRAIN] epoch=13, iter=7950/40000, loss=0.4196, lr=0.008192, batch_cost=0.5626, reader_cost=0.0002 | ETA 05:00:30 2020-11-12 22:56:25 [INFO] [TRAIN] epoch=13, iter=7960/40000, loss=0.4233, lr=0.008190, batch_cost=0.5241, reader_cost=0.0002 | ETA 04:39:51 2020-11-12 22:56:30 [INFO] [TRAIN] epoch=13, iter=7970/40000, loss=0.3878, lr=0.008188, batch_cost=0.5183, reader_cost=0.0002 | ETA 04:36:41 2020-11-12 22:56:36 [INFO] [TRAIN] epoch=13, iter=7980/40000, loss=0.3773, lr=0.008185, batch_cost=0.5229, reader_cost=0.0002 | ETA 04:39:04 2020-11-12 22:56:41 [INFO] [TRAIN] epoch=13, iter=7990/40000, loss=0.3225, lr=0.008183, batch_cost=0.5125, reader_cost=0.0002 | ETA 04:33:25 2020-11-12 22:56:46 [INFO] [TRAIN] epoch=13, iter=8000/40000, loss=0.4858, lr=0.008181, batch_cost=0.5349, reader_cost=0.0002 | ETA 04:45:15 2020-11-12 22:56:46 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 22:57:39 [INFO] [EVAL] #Images=1449 mIoU=0.6372 Acc=0.9162 Kappa=0.8129 2020-11-12 22:57:39 [INFO] [EVAL] Class IoU: [0.9193 0.8319 0.3753 0.7404 0.5747 0.6021 0.8436 0.8195 0.7349 0.3235 0.5309 0.468 0.6508 0.6008 0.7495 0.7954 0.519 0.7293 0.3432 0.7398 0.49 ] 2020-11-12 22:57:39 [INFO] [EVAL] Class Acc: [0.9503 0.903 0.4048 0.8706 0.7277 0.8543 0.9447 0.9149 0.7574 0.5554 0.8856 0.7535 0.8389 0.6804 0.9341 0.9032 0.7592 0.8945 0.7853 0.8354 0.5631] 2020-11-12 22:57:41 [INFO] [EVAL] The model with the best validation mIoU (0.6372) was saved at iter 8000. 2020-11-12 22:57:47 [INFO] [TRAIN] epoch=13, iter=8010/40000, loss=0.3298, lr=0.008178, batch_cost=0.5284, reader_cost=0.0004 | ETA 04:41:43 2020-11-12 22:57:52 [INFO] [TRAIN] epoch=13, iter=8020/40000, loss=0.3079, lr=0.008176, batch_cost=0.5674, reader_cost=0.0002 | ETA 05:02:26 2020-11-12 22:57:58 [INFO] [TRAIN] epoch=13, iter=8030/40000, loss=0.2674, lr=0.008174, batch_cost=0.5272, reader_cost=0.0002 | ETA 04:40:53 2020-11-12 22:58:03 [INFO] [TRAIN] epoch=13, iter=8040/40000, loss=0.2308, lr=0.008172, batch_cost=0.5196, reader_cost=0.0002 | ETA 04:36:47 2020-11-12 22:58:08 [INFO] [TRAIN] epoch=13, iter=8050/40000, loss=0.2089, lr=0.008169, batch_cost=0.5182, reader_cost=0.0002 | ETA 04:35:56 2020-11-12 22:58:13 [INFO] [TRAIN] epoch=13, iter=8060/40000, loss=0.3577, lr=0.008167, batch_cost=0.5142, reader_cost=0.0002 | ETA 04:33:43 2020-11-12 22:58:19 [INFO] [TRAIN] epoch=13, iter=8070/40000, loss=0.3024, lr=0.008165, batch_cost=0.5637, reader_cost=0.0002 | ETA 05:00:00 2020-11-12 22:58:26 [INFO] [TRAIN] epoch=13, iter=8080/40000, loss=0.3691, lr=0.008162, batch_cost=0.7171, reader_cost=0.0003 | ETA 06:21:30 2020-11-12 22:58:31 [INFO] [TRAIN] epoch=13, iter=8090/40000, loss=0.3741, lr=0.008160, batch_cost=0.5225, reader_cost=0.0002 | ETA 04:37:52 2020-11-12 22:58:36 [INFO] [TRAIN] epoch=13, iter=8100/40000, loss=0.3210, lr=0.008158, batch_cost=0.5142, reader_cost=0.0002 | ETA 04:33:22 2020-11-12 22:58:41 [INFO] [TRAIN] epoch=13, iter=8110/40000, loss=0.2693, lr=0.008155, batch_cost=0.5112, reader_cost=0.0002 | ETA 04:31:40 2020-11-12 22:58:46 [INFO] [TRAIN] epoch=13, iter=8120/40000, loss=0.3764, lr=0.008153, batch_cost=0.5148, reader_cost=0.0002 | ETA 04:33:32 2020-11-12 22:58:52 [INFO] [TRAIN] epoch=13, iter=8130/40000, loss=0.3697, lr=0.008151, batch_cost=0.5170, reader_cost=0.0003 | ETA 04:34:37 2020-11-12 22:58:57 [INFO] [TRAIN] epoch=13, iter=8140/40000, loss=0.2595, lr=0.008149, batch_cost=0.5232, reader_cost=0.0002 | ETA 04:37:50 2020-11-12 22:59:02 [INFO] [TRAIN] epoch=13, iter=8150/40000, loss=0.3325, lr=0.008146, batch_cost=0.5181, reader_cost=0.0002 | ETA 04:35:02 2020-11-12 22:59:07 [INFO] [TRAIN] epoch=13, iter=8160/40000, loss=0.4193, lr=0.008144, batch_cost=0.5171, reader_cost=0.0002 | ETA 04:34:25 2020-11-12 22:59:12 [INFO] [TRAIN] epoch=13, iter=8170/40000, loss=0.3596, lr=0.008142, batch_cost=0.5245, reader_cost=0.0002 | ETA 04:38:14 2020-11-12 22:59:18 [INFO] [TRAIN] epoch=13, iter=8180/40000, loss=0.3522, lr=0.008139, batch_cost=0.5251, reader_cost=0.0002 | ETA 04:38:28 2020-11-12 22:59:23 [INFO] [TRAIN] epoch=13, iter=8190/40000, loss=0.4856, lr=0.008137, batch_cost=0.5231, reader_cost=0.0002 | ETA 04:37:21 2020-11-12 22:59:28 [INFO] [TRAIN] epoch=13, iter=8200/40000, loss=0.4908, lr=0.008135, batch_cost=0.5347, reader_cost=0.0003 | ETA 04:43:24 2020-11-12 22:59:33 [INFO] [TRAIN] epoch=13, iter=8210/40000, loss=0.4646, lr=0.008132, batch_cost=0.5171, reader_cost=0.0002 | ETA 04:33:57 2020-11-12 22:59:39 [INFO] [TRAIN] epoch=13, iter=8220/40000, loss=0.3418, lr=0.008130, batch_cost=0.5182, reader_cost=0.0002 | ETA 04:34:27 2020-11-12 22:59:44 [INFO] [TRAIN] epoch=13, iter=8230/40000, loss=0.4526, lr=0.008128, batch_cost=0.5235, reader_cost=0.0002 | ETA 04:37:12 2020-11-12 22:59:49 [INFO] [TRAIN] epoch=13, iter=8240/40000, loss=0.3767, lr=0.008126, batch_cost=0.5378, reader_cost=0.0002 | ETA 04:44:39 2020-11-12 22:59:54 [INFO] [TRAIN] epoch=13, iter=8250/40000, loss=0.3451, lr=0.008123, batch_cost=0.5100, reader_cost=0.0002 | ETA 04:29:51 2020-11-12 23:00:00 [INFO] [TRAIN] epoch=13, iter=8260/40000, loss=0.2546, lr=0.008121, batch_cost=0.5143, reader_cost=0.0002 | ETA 04:32:02 2020-11-12 23:00:05 [INFO] [TRAIN] epoch=13, iter=8270/40000, loss=0.3206, lr=0.008119, batch_cost=0.5668, reader_cost=0.0002 | ETA 04:59:45 2020-11-12 23:00:11 [INFO] [TRAIN] epoch=13, iter=8280/40000, loss=0.3393, lr=0.008116, batch_cost=0.5638, reader_cost=0.0002 | ETA 04:58:03 2020-11-12 23:00:16 [INFO] [TRAIN] epoch=13, iter=8290/40000, loss=0.3617, lr=0.008114, batch_cost=0.5607, reader_cost=0.0002 | ETA 04:56:18 2020-11-12 23:00:22 [INFO] [TRAIN] epoch=13, iter=8300/40000, loss=0.2234, lr=0.008112, batch_cost=0.5523, reader_cost=0.0002 | ETA 04:51:47 2020-11-12 23:00:28 [INFO] [TRAIN] epoch=13, iter=8310/40000, loss=0.3464, lr=0.008109, batch_cost=0.5633, reader_cost=0.0002 | ETA 04:57:31 2020-11-12 23:00:33 [INFO] [TRAIN] epoch=13, iter=8320/40000, loss=0.4916, lr=0.008107, batch_cost=0.5597, reader_cost=0.0002 | ETA 04:55:31 2020-11-12 23:00:39 [INFO] [TRAIN] epoch=13, iter=8330/40000, loss=0.5326, lr=0.008105, batch_cost=0.5402, reader_cost=0.0002 | ETA 04:45:06 2020-11-12 23:00:44 [INFO] [TRAIN] epoch=13, iter=8340/40000, loss=0.3614, lr=0.008102, batch_cost=0.5597, reader_cost=0.0002 | ETA 04:55:20 2020-11-12 23:00:50 [INFO] [TRAIN] epoch=13, iter=8350/40000, loss=0.2546, lr=0.008100, batch_cost=0.5526, reader_cost=0.0002 | ETA 04:51:31 2020-11-12 23:00:55 [INFO] [TRAIN] epoch=13, iter=8360/40000, loss=0.4526, lr=0.008098, batch_cost=0.5481, reader_cost=0.0002 | ETA 04:49:00 2020-11-12 23:01:01 [INFO] [TRAIN] epoch=13, iter=8370/40000, loss=0.3595, lr=0.008096, batch_cost=0.5492, reader_cost=0.0002 | ETA 04:49:32 2020-11-12 23:01:06 [INFO] [TRAIN] epoch=13, iter=8380/40000, loss=0.4289, lr=0.008093, batch_cost=0.5527, reader_cost=0.0002 | ETA 04:51:16 2020-11-12 23:01:12 [INFO] [TRAIN] epoch=13, iter=8390/40000, loss=0.6045, lr=0.008091, batch_cost=0.5493, reader_cost=0.0002 | ETA 04:49:22 2020-11-12 23:01:18 [INFO] [TRAIN] epoch=13, iter=8400/40000, loss=0.4367, lr=0.008089, batch_cost=0.5850, reader_cost=0.0002 | ETA 05:08:07 2020-11-12 23:01:23 [INFO] [TRAIN] epoch=13, iter=8410/40000, loss=0.4087, lr=0.008086, batch_cost=0.5705, reader_cost=0.0002 | ETA 05:00:21 2020-11-12 23:01:29 [INFO] [TRAIN] epoch=13, iter=8420/40000, loss=0.6092, lr=0.008084, batch_cost=0.5575, reader_cost=0.0002 | ETA 04:53:27 2020-11-12 23:01:34 [INFO] [TRAIN] epoch=13, iter=8430/40000, loss=0.2418, lr=0.008082, batch_cost=0.5509, reader_cost=0.0002 | ETA 04:49:53 2020-11-12 23:01:40 [INFO] [TRAIN] epoch=13, iter=8440/40000, loss=0.5573, lr=0.008079, batch_cost=0.5892, reader_cost=0.0002 | ETA 05:09:54 2020-11-12 23:01:46 [INFO] [TRAIN] epoch=13, iter=8450/40000, loss=0.3078, lr=0.008077, batch_cost=0.5622, reader_cost=0.0002 | ETA 04:55:36 2020-11-12 23:01:51 [INFO] [TRAIN] epoch=13, iter=8460/40000, loss=0.4117, lr=0.008075, batch_cost=0.5074, reader_cost=0.0002 | ETA 04:26:42 2020-11-12 23:01:56 [INFO] [TRAIN] epoch=13, iter=8470/40000, loss=0.4210, lr=0.008073, batch_cost=0.5104, reader_cost=0.0002 | ETA 04:28:13 2020-11-12 23:02:01 [INFO] [TRAIN] epoch=13, iter=8480/40000, loss=0.3270, lr=0.008070, batch_cost=0.5068, reader_cost=0.0002 | ETA 04:26:13 2020-11-12 23:02:06 [INFO] [TRAIN] epoch=13, iter=8490/40000, loss=0.3488, lr=0.008068, batch_cost=0.5105, reader_cost=0.0002 | ETA 04:28:06 2020-11-12 23:02:11 [INFO] [TRAIN] epoch=13, iter=8500/40000, loss=0.3432, lr=0.008066, batch_cost=0.5052, reader_cost=0.0002 | ETA 04:25:13 2020-11-12 23:02:16 [INFO] [TRAIN] epoch=13, iter=8510/40000, loss=0.5383, lr=0.008063, batch_cost=0.5192, reader_cost=0.0002 | ETA 04:32:28 2020-11-12 23:02:22 [INFO] [TRAIN] epoch=13, iter=8520/40000, loss=0.2494, lr=0.008061, batch_cost=0.5086, reader_cost=0.0002 | ETA 04:26:51 2020-11-12 23:02:27 [INFO] [TRAIN] epoch=13, iter=8530/40000, loss=0.4456, lr=0.008059, batch_cost=0.5033, reader_cost=0.0002 | ETA 04:23:58 2020-11-12 23:02:32 [INFO] [TRAIN] epoch=13, iter=8540/40000, loss=0.2515, lr=0.008056, batch_cost=0.5086, reader_cost=0.0002 | ETA 04:26:39 2020-11-12 23:02:37 [INFO] [TRAIN] epoch=13, iter=8550/40000, loss=0.4158, lr=0.008054, batch_cost=0.5092, reader_cost=0.0002 | ETA 04:26:53 2020-11-12 23:02:42 [INFO] [TRAIN] epoch=13, iter=8560/40000, loss=0.3662, lr=0.008052, batch_cost=0.5510, reader_cost=0.0002 | ETA 04:48:44 2020-11-12 23:02:48 [INFO] [TRAIN] epoch=13, iter=8570/40000, loss=0.3377, lr=0.008049, batch_cost=0.5392, reader_cost=0.0002 | ETA 04:42:27 2020-11-12 23:02:53 [INFO] [TRAIN] epoch=13, iter=8580/40000, loss=0.4673, lr=0.008047, batch_cost=0.5511, reader_cost=0.0002 | ETA 04:48:34 2020-11-12 23:02:58 [INFO] [TRAIN] epoch=13, iter=8590/40000, loss=0.3743, lr=0.008045, batch_cost=0.5150, reader_cost=0.0021 | ETA 04:29:37 2020-11-12 23:03:04 [INFO] [TRAIN] epoch=14, iter=8600/40000, loss=0.5003, lr=0.008043, batch_cost=0.6082, reader_cost=0.0826 | ETA 05:18:16 2020-11-12 23:03:09 [INFO] [TRAIN] epoch=14, iter=8610/40000, loss=0.3427, lr=0.008040, batch_cost=0.5021, reader_cost=0.0004 | ETA 04:22:41 2020-11-12 23:03:15 [INFO] [TRAIN] epoch=14, iter=8620/40000, loss=0.2971, lr=0.008038, batch_cost=0.5210, reader_cost=0.0002 | ETA 04:32:29 2020-11-12 23:03:20 [INFO] [TRAIN] epoch=14, iter=8630/40000, loss=0.2556, lr=0.008036, batch_cost=0.5326, reader_cost=0.0002 | ETA 04:38:28 2020-11-12 23:03:25 [INFO] [TRAIN] epoch=14, iter=8640/40000, loss=0.3111, lr=0.008033, batch_cost=0.5279, reader_cost=0.0002 | ETA 04:35:56 2020-11-12 23:03:31 [INFO] [TRAIN] epoch=14, iter=8650/40000, loss=0.2669, lr=0.008031, batch_cost=0.5410, reader_cost=0.0002 | ETA 04:42:41 2020-11-12 23:03:36 [INFO] [TRAIN] epoch=14, iter=8660/40000, loss=0.2950, lr=0.008029, batch_cost=0.5613, reader_cost=0.0002 | ETA 04:53:10 2020-11-12 23:03:42 [INFO] [TRAIN] epoch=14, iter=8670/40000, loss=0.3018, lr=0.008026, batch_cost=0.5236, reader_cost=0.0002 | ETA 04:33:25 2020-11-12 23:03:47 [INFO] [TRAIN] epoch=14, iter=8680/40000, loss=0.3483, lr=0.008024, batch_cost=0.5261, reader_cost=0.0002 | ETA 04:34:36 2020-11-12 23:03:52 [INFO] [TRAIN] epoch=14, iter=8690/40000, loss=0.3450, lr=0.008022, batch_cost=0.5190, reader_cost=0.0002 | ETA 04:30:48 2020-11-12 23:03:57 [INFO] [TRAIN] epoch=14, iter=8700/40000, loss=0.3556, lr=0.008020, batch_cost=0.5341, reader_cost=0.0002 | ETA 04:38:37 2020-11-12 23:04:03 [INFO] [TRAIN] epoch=14, iter=8710/40000, loss=0.4189, lr=0.008017, batch_cost=0.5213, reader_cost=0.0002 | ETA 04:31:50 2020-11-12 23:04:08 [INFO] [TRAIN] epoch=14, iter=8720/40000, loss=0.3939, lr=0.008015, batch_cost=0.5263, reader_cost=0.0002 | ETA 04:34:23 2020-11-12 23:04:13 [INFO] [TRAIN] epoch=14, iter=8730/40000, loss=0.2798, lr=0.008013, batch_cost=0.5203, reader_cost=0.0002 | ETA 04:31:09 2020-11-12 23:04:18 [INFO] [TRAIN] epoch=14, iter=8740/40000, loss=0.3060, lr=0.008010, batch_cost=0.5331, reader_cost=0.0002 | ETA 04:37:45 2020-11-12 23:04:24 [INFO] [TRAIN] epoch=14, iter=8750/40000, loss=0.4588, lr=0.008008, batch_cost=0.5243, reader_cost=0.0002 | ETA 04:33:03 2020-11-12 23:04:29 [INFO] [TRAIN] epoch=14, iter=8760/40000, loss=0.3182, lr=0.008006, batch_cost=0.5313, reader_cost=0.0002 | ETA 04:36:38 2020-11-12 23:04:34 [INFO] [TRAIN] epoch=14, iter=8770/40000, loss=0.4659, lr=0.008003, batch_cost=0.5237, reader_cost=0.0002 | ETA 04:32:33 2020-11-12 23:04:39 [INFO] [TRAIN] epoch=14, iter=8780/40000, loss=0.3193, lr=0.008001, batch_cost=0.5236, reader_cost=0.0002 | ETA 04:32:27 2020-11-12 23:04:45 [INFO] [TRAIN] epoch=14, iter=8790/40000, loss=0.3242, lr=0.007999, batch_cost=0.5203, reader_cost=0.0002 | ETA 04:30:39 2020-11-12 23:04:50 [INFO] [TRAIN] epoch=14, iter=8800/40000, loss=0.3189, lr=0.007996, batch_cost=0.5355, reader_cost=0.0002 | ETA 04:38:28 2020-11-12 23:04:55 [INFO] [TRAIN] epoch=14, iter=8810/40000, loss=0.2584, lr=0.007994, batch_cost=0.5231, reader_cost=0.0002 | ETA 04:31:56 2020-11-12 23:05:00 [INFO] [TRAIN] epoch=14, iter=8820/40000, loss=0.3126, lr=0.007992, batch_cost=0.5299, reader_cost=0.0002 | ETA 04:35:21 2020-11-12 23:05:06 [INFO] [TRAIN] epoch=14, iter=8830/40000, loss=0.2885, lr=0.007990, batch_cost=0.5369, reader_cost=0.0002 | ETA 04:38:55 2020-11-12 23:05:11 [INFO] [TRAIN] epoch=14, iter=8840/40000, loss=0.2221, lr=0.007987, batch_cost=0.5487, reader_cost=0.0002 | ETA 04:44:59 2020-11-12 23:05:17 [INFO] [TRAIN] epoch=14, iter=8850/40000, loss=0.4946, lr=0.007985, batch_cost=0.5304, reader_cost=0.0002 | ETA 04:35:22 2020-11-12 23:05:22 [INFO] [TRAIN] epoch=14, iter=8860/40000, loss=0.2253, lr=0.007983, batch_cost=0.5438, reader_cost=0.0002 | ETA 04:42:13 2020-11-12 23:05:27 [INFO] [TRAIN] epoch=14, iter=8870/40000, loss=0.6072, lr=0.007980, batch_cost=0.5435, reader_cost=0.0002 | ETA 04:41:58 2020-11-12 23:05:33 [INFO] [TRAIN] epoch=14, iter=8880/40000, loss=0.2969, lr=0.007978, batch_cost=0.5503, reader_cost=0.0002 | ETA 04:45:24 2020-11-12 23:05:38 [INFO] [TRAIN] epoch=14, iter=8890/40000, loss=0.3994, lr=0.007976, batch_cost=0.5470, reader_cost=0.0002 | ETA 04:43:37 2020-11-12 23:05:44 [INFO] [TRAIN] epoch=14, iter=8900/40000, loss=0.3345, lr=0.007973, batch_cost=0.5116, reader_cost=0.0002 | ETA 04:25:11 2020-11-12 23:05:49 [INFO] [TRAIN] epoch=14, iter=8910/40000, loss=0.4345, lr=0.007971, batch_cost=0.5155, reader_cost=0.0002 | ETA 04:27:05 2020-11-12 23:05:54 [INFO] [TRAIN] epoch=14, iter=8920/40000, loss=0.3628, lr=0.007969, batch_cost=0.5252, reader_cost=0.0002 | ETA 04:32:03 2020-11-12 23:05:59 [INFO] [TRAIN] epoch=14, iter=8930/40000, loss=0.4730, lr=0.007966, batch_cost=0.5251, reader_cost=0.0002 | ETA 04:31:55 2020-11-12 23:06:04 [INFO] [TRAIN] epoch=14, iter=8940/40000, loss=0.4059, lr=0.007964, batch_cost=0.5244, reader_cost=0.0002 | ETA 04:31:28 2020-11-12 23:06:10 [INFO] [TRAIN] epoch=14, iter=8950/40000, loss=0.2784, lr=0.007962, batch_cost=0.5227, reader_cost=0.0002 | ETA 04:30:28 2020-11-12 23:06:15 [INFO] [TRAIN] epoch=14, iter=8960/40000, loss=0.3901, lr=0.007960, batch_cost=0.5321, reader_cost=0.0002 | ETA 04:35:15 2020-11-12 23:06:20 [INFO] [TRAIN] epoch=14, iter=8970/40000, loss=0.3682, lr=0.007957, batch_cost=0.5262, reader_cost=0.0002 | ETA 04:32:08 2020-11-12 23:06:25 [INFO] [TRAIN] epoch=14, iter=8980/40000, loss=0.4399, lr=0.007955, batch_cost=0.5181, reader_cost=0.0002 | ETA 04:27:50 2020-11-12 23:06:31 [INFO] [TRAIN] epoch=14, iter=8990/40000, loss=0.2825, lr=0.007953, batch_cost=0.5554, reader_cost=0.0002 | ETA 04:47:03 2020-11-12 23:06:37 [INFO] [TRAIN] epoch=14, iter=9000/40000, loss=0.4164, lr=0.007950, batch_cost=0.5495, reader_cost=0.0002 | ETA 04:43:54 2020-11-12 23:06:42 [INFO] [TRAIN] epoch=14, iter=9010/40000, loss=0.3805, lr=0.007948, batch_cost=0.5632, reader_cost=0.0002 | ETA 04:50:52 2020-11-12 23:06:48 [INFO] [TRAIN] epoch=14, iter=9020/40000, loss=0.3348, lr=0.007946, batch_cost=0.5471, reader_cost=0.0002 | ETA 04:42:30 2020-11-12 23:06:53 [INFO] [TRAIN] epoch=14, iter=9030/40000, loss=0.4696, lr=0.007943, batch_cost=0.5777, reader_cost=0.0002 | ETA 04:58:10 2020-11-12 23:06:59 [INFO] [TRAIN] epoch=14, iter=9040/40000, loss=0.4111, lr=0.007941, batch_cost=0.5458, reader_cost=0.0002 | ETA 04:41:39 2020-11-12 23:07:04 [INFO] [TRAIN] epoch=14, iter=9050/40000, loss=0.3046, lr=0.007939, batch_cost=0.5594, reader_cost=0.0002 | ETA 04:48:34 2020-11-12 23:07:10 [INFO] [TRAIN] epoch=14, iter=9060/40000, loss=0.4270, lr=0.007936, batch_cost=0.5561, reader_cost=0.0002 | ETA 04:46:46 2020-11-12 23:07:16 [INFO] [TRAIN] epoch=14, iter=9070/40000, loss=0.2609, lr=0.007934, batch_cost=0.5538, reader_cost=0.0002 | ETA 04:45:28 2020-11-12 23:07:21 [INFO] [TRAIN] epoch=14, iter=9080/40000, loss=0.5283, lr=0.007932, batch_cost=0.5529, reader_cost=0.0002 | ETA 04:44:54 2020-11-12 23:07:27 [INFO] [TRAIN] epoch=14, iter=9090/40000, loss=0.5306, lr=0.007930, batch_cost=0.5549, reader_cost=0.0002 | ETA 04:45:50 2020-11-12 23:07:32 [INFO] [TRAIN] epoch=14, iter=9100/40000, loss=0.4392, lr=0.007927, batch_cost=0.5365, reader_cost=0.0002 | ETA 04:36:16 2020-11-12 23:07:38 [INFO] [TRAIN] epoch=14, iter=9110/40000, loss=0.4446, lr=0.007925, batch_cost=0.5545, reader_cost=0.0002 | ETA 04:45:28 2020-11-12 23:07:43 [INFO] [TRAIN] epoch=14, iter=9120/40000, loss=0.4833, lr=0.007923, batch_cost=0.5376, reader_cost=0.0002 | ETA 04:36:40 2020-11-12 23:07:48 [INFO] [TRAIN] epoch=14, iter=9130/40000, loss=0.3376, lr=0.007920, batch_cost=0.5577, reader_cost=0.0002 | ETA 04:46:54 2020-11-12 23:07:54 [INFO] [TRAIN] epoch=14, iter=9140/40000, loss=0.3329, lr=0.007918, batch_cost=0.5329, reader_cost=0.0002 | ETA 04:34:04 2020-11-12 23:07:59 [INFO] [TRAIN] epoch=14, iter=9150/40000, loss=0.5352, lr=0.007916, batch_cost=0.5389, reader_cost=0.0002 | ETA 04:37:03 2020-11-12 23:08:05 [INFO] [TRAIN] epoch=14, iter=9160/40000, loss=0.2286, lr=0.007913, batch_cost=0.5469, reader_cost=0.0002 | ETA 04:41:06 2020-11-12 23:08:10 [INFO] [TRAIN] epoch=14, iter=9170/40000, loss=0.4411, lr=0.007911, batch_cost=0.5442, reader_cost=0.0002 | ETA 04:39:36 2020-11-12 23:08:16 [INFO] [TRAIN] epoch=14, iter=9180/40000, loss=0.4812, lr=0.007909, batch_cost=0.5754, reader_cost=0.0002 | ETA 04:55:35 2020-11-12 23:08:22 [INFO] [TRAIN] epoch=14, iter=9190/40000, loss=0.3870, lr=0.007906, batch_cost=0.5638, reader_cost=0.0002 | ETA 04:49:31 2020-11-12 23:08:27 [INFO] [TRAIN] epoch=14, iter=9200/40000, loss=0.4021, lr=0.007904, batch_cost=0.5621, reader_cost=0.0002 | ETA 04:48:32 2020-11-12 23:08:33 [INFO] [TRAIN] epoch=14, iter=9210/40000, loss=0.3525, lr=0.007902, batch_cost=0.5480, reader_cost=0.0002 | ETA 04:41:14 2020-11-12 23:08:38 [INFO] [TRAIN] epoch=14, iter=9220/40000, loss=0.4058, lr=0.007900, batch_cost=0.5559, reader_cost=0.0002 | ETA 04:45:10 2020-11-12 23:08:44 [INFO] [TRAIN] epoch=14, iter=9230/40000, loss=0.4878, lr=0.007897, batch_cost=0.5447, reader_cost=0.0002 | ETA 04:39:19 2020-11-12 23:08:49 [INFO] [TRAIN] epoch=14, iter=9240/40000, loss=0.2637, lr=0.007895, batch_cost=0.5457, reader_cost=0.0002 | ETA 04:39:44 2020-11-12 23:08:54 [INFO] [TRAIN] epoch=14, iter=9250/40000, loss=0.3955, lr=0.007893, batch_cost=0.5222, reader_cost=0.0002 | ETA 04:27:37 2020-11-12 23:09:01 [INFO] [TRAIN] epoch=15, iter=9260/40000, loss=0.6001, lr=0.007890, batch_cost=0.6205, reader_cost=0.0889 | ETA 05:17:53 2020-11-12 23:09:06 [INFO] [TRAIN] epoch=15, iter=9270/40000, loss=0.2566, lr=0.007888, batch_cost=0.5170, reader_cost=0.0004 | ETA 04:24:48 2020-11-12 23:09:11 [INFO] [TRAIN] epoch=15, iter=9280/40000, loss=0.4209, lr=0.007886, batch_cost=0.5172, reader_cost=0.0002 | ETA 04:24:47 2020-11-12 23:09:16 [INFO] [TRAIN] epoch=15, iter=9290/40000, loss=0.4702, lr=0.007883, batch_cost=0.5210, reader_cost=0.0002 | ETA 04:26:38 2020-11-12 23:09:21 [INFO] [TRAIN] epoch=15, iter=9300/40000, loss=0.4000, lr=0.007881, batch_cost=0.5222, reader_cost=0.0002 | ETA 04:27:11 2020-11-12 23:09:26 [INFO] [TRAIN] epoch=15, iter=9310/40000, loss=0.5284, lr=0.007879, batch_cost=0.5174, reader_cost=0.0002 | ETA 04:24:37 2020-11-12 23:09:32 [INFO] [TRAIN] epoch=15, iter=9320/40000, loss=0.3058, lr=0.007876, batch_cost=0.5165, reader_cost=0.0002 | ETA 04:24:04 2020-11-12 23:09:37 [INFO] [TRAIN] epoch=15, iter=9330/40000, loss=0.3460, lr=0.007874, batch_cost=0.5270, reader_cost=0.0002 | ETA 04:29:23 2020-11-12 23:09:42 [INFO] [TRAIN] epoch=15, iter=9340/40000, loss=0.2949, lr=0.007872, batch_cost=0.5313, reader_cost=0.0002 | ETA 04:31:28 2020-11-12 23:09:47 [INFO] [TRAIN] epoch=15, iter=9350/40000, loss=0.3081, lr=0.007869, batch_cost=0.5262, reader_cost=0.0002 | ETA 04:28:47 2020-11-12 23:09:53 [INFO] [TRAIN] epoch=15, iter=9360/40000, loss=0.3161, lr=0.007867, batch_cost=0.5152, reader_cost=0.0002 | ETA 04:23:06 2020-11-12 23:09:58 [INFO] [TRAIN] epoch=15, iter=9370/40000, loss=0.4125, lr=0.007865, batch_cost=0.5242, reader_cost=0.0002 | ETA 04:27:37 2020-11-12 23:10:03 [INFO] [TRAIN] epoch=15, iter=9380/40000, loss=0.2869, lr=0.007863, batch_cost=0.5218, reader_cost=0.0002 | ETA 04:26:16 2020-11-12 23:10:08 [INFO] [TRAIN] epoch=15, iter=9390/40000, loss=0.4094, lr=0.007860, batch_cost=0.5073, reader_cost=0.0002 | ETA 04:18:49 2020-11-12 23:10:13 [INFO] [TRAIN] epoch=15, iter=9400/40000, loss=0.4192, lr=0.007858, batch_cost=0.5148, reader_cost=0.0002 | ETA 04:22:32 2020-11-12 23:10:18 [INFO] [TRAIN] epoch=15, iter=9410/40000, loss=0.4068, lr=0.007856, batch_cost=0.5123, reader_cost=0.0002 | ETA 04:21:12 2020-11-12 23:10:24 [INFO] [TRAIN] epoch=15, iter=9420/40000, loss=0.4626, lr=0.007853, batch_cost=0.5240, reader_cost=0.0002 | ETA 04:27:05 2020-11-12 23:10:29 [INFO] [TRAIN] epoch=15, iter=9430/40000, loss=0.4939, lr=0.007851, batch_cost=0.5086, reader_cost=0.0002 | ETA 04:19:08 2020-11-12 23:10:34 [INFO] [TRAIN] epoch=15, iter=9440/40000, loss=0.4683, lr=0.007849, batch_cost=0.5113, reader_cost=0.0002 | ETA 04:20:24 2020-11-12 23:10:39 [INFO] [TRAIN] epoch=15, iter=9450/40000, loss=0.2787, lr=0.007846, batch_cost=0.5091, reader_cost=0.0002 | ETA 04:19:14 2020-11-12 23:10:44 [INFO] [TRAIN] epoch=15, iter=9460/40000, loss=0.3394, lr=0.007844, batch_cost=0.5096, reader_cost=0.0002 | ETA 04:19:23 2020-11-12 23:10:49 [INFO] [TRAIN] epoch=15, iter=9470/40000, loss=0.3694, lr=0.007842, batch_cost=0.5089, reader_cost=0.0002 | ETA 04:18:57 2020-11-12 23:10:54 [INFO] [TRAIN] epoch=15, iter=9480/40000, loss=0.2795, lr=0.007839, batch_cost=0.5087, reader_cost=0.0002 | ETA 04:18:45 2020-11-12 23:10:59 [INFO] [TRAIN] epoch=15, iter=9490/40000, loss=0.2439, lr=0.007837, batch_cost=0.5126, reader_cost=0.0002 | ETA 04:20:40 2020-11-12 23:11:05 [INFO] [TRAIN] epoch=15, iter=9500/40000, loss=0.3484, lr=0.007835, batch_cost=0.5178, reader_cost=0.0002 | ETA 04:23:12 2020-11-12 23:11:10 [INFO] [TRAIN] epoch=15, iter=9510/40000, loss=0.3337, lr=0.007833, batch_cost=0.5155, reader_cost=0.0002 | ETA 04:21:58 2020-11-12 23:11:15 [INFO] [TRAIN] epoch=15, iter=9520/40000, loss=0.3182, lr=0.007830, batch_cost=0.5304, reader_cost=0.0002 | ETA 04:29:27 2020-11-12 23:11:20 [INFO] [TRAIN] epoch=15, iter=9530/40000, loss=0.4508, lr=0.007828, batch_cost=0.5161, reader_cost=0.0002 | ETA 04:22:06 2020-11-12 23:11:25 [INFO] [TRAIN] epoch=15, iter=9540/40000, loss=0.3626, lr=0.007826, batch_cost=0.5109, reader_cost=0.0002 | ETA 04:19:21 2020-11-12 23:11:30 [INFO] [TRAIN] epoch=15, iter=9550/40000, loss=0.3667, lr=0.007823, batch_cost=0.5135, reader_cost=0.0002 | ETA 04:20:36 2020-11-12 23:11:36 [INFO] [TRAIN] epoch=15, iter=9560/40000, loss=0.3891, lr=0.007821, batch_cost=0.5121, reader_cost=0.0002 | ETA 04:19:49 2020-11-12 23:11:42 [INFO] [TRAIN] epoch=15, iter=9570/40000, loss=0.3272, lr=0.007819, batch_cost=0.6222, reader_cost=0.0002 | ETA 05:15:34 2020-11-12 23:11:48 [INFO] [TRAIN] epoch=15, iter=9580/40000, loss=0.5240, lr=0.007816, batch_cost=0.6309, reader_cost=0.0002 | ETA 05:19:51 2020-11-12 23:11:53 [INFO] [TRAIN] epoch=15, iter=9590/40000, loss=0.3126, lr=0.007814, batch_cost=0.5298, reader_cost=0.0002 | ETA 04:28:31 2020-11-12 23:11:59 [INFO] [TRAIN] epoch=15, iter=9600/40000, loss=0.2771, lr=0.007812, batch_cost=0.5236, reader_cost=0.0002 | ETA 04:25:17 2020-11-12 23:12:04 [INFO] [TRAIN] epoch=15, iter=9610/40000, loss=0.4049, lr=0.007809, batch_cost=0.5255, reader_cost=0.0002 | ETA 04:26:10 2020-11-12 23:12:09 [INFO] [TRAIN] epoch=15, iter=9620/40000, loss=0.3396, lr=0.007807, batch_cost=0.5438, reader_cost=0.0002 | ETA 04:35:19 2020-11-12 23:12:15 [INFO] [TRAIN] epoch=15, iter=9630/40000, loss=0.3029, lr=0.007805, batch_cost=0.5806, reader_cost=0.0002 | ETA 04:53:53 2020-11-12 23:12:21 [INFO] [TRAIN] epoch=15, iter=9640/40000, loss=0.3593, lr=0.007802, batch_cost=0.5810, reader_cost=0.0002 | ETA 04:53:58 2020-11-12 23:12:28 [INFO] [TRAIN] epoch=15, iter=9650/40000, loss=0.3388, lr=0.007800, batch_cost=0.6739, reader_cost=0.0002 | ETA 05:40:52 2020-11-12 23:12:36 [INFO] [TRAIN] epoch=15, iter=9660/40000, loss=0.3213, lr=0.007798, batch_cost=0.8470, reader_cost=0.0002 | ETA 07:08:16 2020-11-12 23:12:44 [INFO] [TRAIN] epoch=15, iter=9670/40000, loss=0.2602, lr=0.007796, batch_cost=0.7923, reader_cost=0.0002 | ETA 06:40:30 2020-11-12 23:12:50 [INFO] [TRAIN] epoch=15, iter=9680/40000, loss=0.5171, lr=0.007793, batch_cost=0.6120, reader_cost=0.0002 | ETA 05:09:15 2020-11-12 23:12:56 [INFO] [TRAIN] epoch=15, iter=9690/40000, loss=0.2800, lr=0.007791, batch_cost=0.5444, reader_cost=0.0002 | ETA 04:35:01 2020-11-12 23:13:01 [INFO] [TRAIN] epoch=15, iter=9700/40000, loss=0.4991, lr=0.007789, batch_cost=0.5260, reader_cost=0.0002 | ETA 04:25:39 2020-11-12 23:13:06 [INFO] [TRAIN] epoch=15, iter=9710/40000, loss=0.5317, lr=0.007786, batch_cost=0.5367, reader_cost=0.0002 | ETA 04:30:56 2020-11-12 23:13:12 [INFO] [TRAIN] epoch=15, iter=9720/40000, loss=0.4916, lr=0.007784, batch_cost=0.5529, reader_cost=0.0002 | ETA 04:39:02 2020-11-12 23:13:17 [INFO] [TRAIN] epoch=15, iter=9730/40000, loss=0.5092, lr=0.007782, batch_cost=0.5316, reader_cost=0.0002 | ETA 04:28:11 2020-11-12 23:13:22 [INFO] [TRAIN] epoch=15, iter=9740/40000, loss=0.3643, lr=0.007779, batch_cost=0.5348, reader_cost=0.0002 | ETA 04:29:42 2020-11-12 23:13:28 [INFO] [TRAIN] epoch=15, iter=9750/40000, loss=0.4057, lr=0.007777, batch_cost=0.5207, reader_cost=0.0002 | ETA 04:22:31 2020-11-12 23:13:33 [INFO] [TRAIN] epoch=15, iter=9760/40000, loss=0.4988, lr=0.007775, batch_cost=0.5195, reader_cost=0.0002 | ETA 04:21:50 2020-11-12 23:13:38 [INFO] [TRAIN] epoch=15, iter=9770/40000, loss=0.2232, lr=0.007772, batch_cost=0.5314, reader_cost=0.0002 | ETA 04:27:43 2020-11-12 23:13:43 [INFO] [TRAIN] epoch=15, iter=9780/40000, loss=0.4057, lr=0.007770, batch_cost=0.5069, reader_cost=0.0002 | ETA 04:15:19 2020-11-12 23:13:48 [INFO] [TRAIN] epoch=15, iter=9790/40000, loss=0.3659, lr=0.007768, batch_cost=0.5055, reader_cost=0.0002 | ETA 04:14:32 2020-11-12 23:13:53 [INFO] [TRAIN] epoch=15, iter=9800/40000, loss=0.2348, lr=0.007765, batch_cost=0.5098, reader_cost=0.0002 | ETA 04:16:34 2020-11-12 23:13:59 [INFO] [TRAIN] epoch=15, iter=9810/40000, loss=0.3738, lr=0.007763, batch_cost=0.5118, reader_cost=0.0002 | ETA 04:17:31 2020-11-12 23:14:04 [INFO] [TRAIN] epoch=15, iter=9820/40000, loss=0.2428, lr=0.007761, batch_cost=0.5331, reader_cost=0.0002 | ETA 04:28:10 2020-11-12 23:14:10 [INFO] [TRAIN] epoch=15, iter=9830/40000, loss=0.3429, lr=0.007758, batch_cost=0.5913, reader_cost=0.0002 | ETA 04:57:19 2020-11-12 23:14:15 [INFO] [TRAIN] epoch=15, iter=9840/40000, loss=0.4816, lr=0.007756, batch_cost=0.5324, reader_cost=0.0002 | ETA 04:27:35 2020-11-12 23:14:21 [INFO] [TRAIN] epoch=15, iter=9850/40000, loss=0.3180, lr=0.007754, batch_cost=0.5498, reader_cost=0.0017 | ETA 04:36:16 2020-11-12 23:14:26 [INFO] [TRAIN] epoch=15, iter=9860/40000, loss=0.4927, lr=0.007752, batch_cost=0.5265, reader_cost=0.0002 | ETA 04:24:30 2020-11-12 23:14:31 [INFO] [TRAIN] epoch=15, iter=9870/40000, loss=0.7693, lr=0.007749, batch_cost=0.5617, reader_cost=0.0002 | ETA 04:42:05 2020-11-12 23:14:37 [INFO] [TRAIN] epoch=15, iter=9880/40000, loss=0.5811, lr=0.007747, batch_cost=0.5642, reader_cost=0.0002 | ETA 04:43:12 2020-11-12 23:14:43 [INFO] [TRAIN] epoch=15, iter=9890/40000, loss=0.3873, lr=0.007745, batch_cost=0.5929, reader_cost=0.0002 | ETA 04:57:31 2020-11-12 23:14:49 [INFO] [TRAIN] epoch=15, iter=9900/40000, loss=0.3829, lr=0.007742, batch_cost=0.5889, reader_cost=0.0002 | ETA 04:55:27 2020-11-12 23:14:54 [INFO] [TRAIN] epoch=15, iter=9910/40000, loss=0.5449, lr=0.007740, batch_cost=0.5515, reader_cost=0.0002 | ETA 04:36:33 2020-11-12 23:15:01 [INFO] [TRAIN] epoch=16, iter=9920/40000, loss=0.3940, lr=0.007738, batch_cost=0.6438, reader_cost=0.0850 | ETA 05:22:44 2020-11-12 23:15:06 [INFO] [TRAIN] epoch=16, iter=9930/40000, loss=0.3698, lr=0.007735, batch_cost=0.5551, reader_cost=0.0004 | ETA 04:38:13 2020-11-12 23:15:12 [INFO] [TRAIN] epoch=16, iter=9940/40000, loss=0.2961, lr=0.007733, batch_cost=0.5452, reader_cost=0.0002 | ETA 04:33:10 2020-11-12 23:15:18 [INFO] [TRAIN] epoch=16, iter=9950/40000, loss=0.4241, lr=0.007731, batch_cost=0.5987, reader_cost=0.0002 | ETA 04:59:50 2020-11-12 23:15:23 [INFO] [TRAIN] epoch=16, iter=9960/40000, loss=0.3153, lr=0.007728, batch_cost=0.5352, reader_cost=0.0002 | ETA 04:27:57 2020-11-12 23:15:28 [INFO] [TRAIN] epoch=16, iter=9970/40000, loss=0.3280, lr=0.007726, batch_cost=0.5213, reader_cost=0.0002 | ETA 04:20:55 2020-11-12 23:15:34 [INFO] [TRAIN] epoch=16, iter=9980/40000, loss=0.4419, lr=0.007724, batch_cost=0.5214, reader_cost=0.0002 | ETA 04:20:51 2020-11-12 23:15:39 [INFO] [TRAIN] epoch=16, iter=9990/40000, loss=0.4991, lr=0.007721, batch_cost=0.5187, reader_cost=0.0002 | ETA 04:19:26 2020-11-12 23:15:44 [INFO] [TRAIN] epoch=16, iter=10000/40000, loss=0.2430, lr=0.007719, batch_cost=0.5258, reader_cost=0.0002 | ETA 04:22:54 2020-11-12 23:15:44 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 23:16:39 [INFO] [EVAL] #Images=1449 mIoU=0.6330 Acc=0.9174 Kappa=0.8125 2020-11-12 23:16:39 [INFO] [EVAL] Class IoU: [0.9209 0.8113 0.3346 0.7882 0.5702 0.6262 0.7934 0.722 0.8259 0.3392 0.5713 0.4617 0.6955 0.6011 0.5631 0.7919 0.4657 0.5933 0.4012 0.7406 0.6753] 2020-11-12 23:16:39 [INFO] [EVAL] Class Acc: [0.9446 0.9675 0.3682 0.9446 0.7589 0.9395 0.9827 0.8367 0.9174 0.4949 0.8476 0.8261 0.798 0.9316 0.9462 0.8785 0.8367 0.6841 0.6438 0.859 0.872 ] 2020-11-12 23:16:40 [INFO] [EVAL] The model with the best validation mIoU (0.6372) was saved at iter 8000. 2020-11-12 23:16:45 [INFO] [TRAIN] epoch=16, iter=10010/40000, loss=0.3754, lr=0.007717, batch_cost=0.5159, reader_cost=0.0004 | ETA 04:17:53 2020-11-12 23:16:51 [INFO] [TRAIN] epoch=16, iter=10020/40000, loss=0.3686, lr=0.007714, batch_cost=0.5179, reader_cost=0.0002 | ETA 04:18:45 2020-11-12 23:16:56 [INFO] [TRAIN] epoch=16, iter=10030/40000, loss=0.2149, lr=0.007712, batch_cost=0.5264, reader_cost=0.0002 | ETA 04:22:57 2020-11-12 23:17:01 [INFO] [TRAIN] epoch=16, iter=10040/40000, loss=0.2913, lr=0.007710, batch_cost=0.5279, reader_cost=0.0002 | ETA 04:23:36 2020-11-12 23:17:10 [INFO] [TRAIN] epoch=16, iter=10050/40000, loss=0.3890, lr=0.007708, batch_cost=0.8593, reader_cost=0.0004 | ETA 07:08:56 2020-11-12 23:17:15 [INFO] [TRAIN] epoch=16, iter=10060/40000, loss=0.3824, lr=0.007705, batch_cost=0.5675, reader_cost=0.0002 | ETA 04:43:10 2020-11-12 23:17:21 [INFO] [TRAIN] epoch=16, iter=10070/40000, loss=0.4032, lr=0.007703, batch_cost=0.5445, reader_cost=0.0002 | ETA 04:31:37 2020-11-12 23:17:26 [INFO] [TRAIN] epoch=16, iter=10080/40000, loss=0.3483, lr=0.007701, batch_cost=0.5485, reader_cost=0.0002 | ETA 04:33:32 2020-11-12 23:17:32 [INFO] [TRAIN] epoch=16, iter=10090/40000, loss=0.3430, lr=0.007698, batch_cost=0.5601, reader_cost=0.0002 | ETA 04:39:12 2020-11-12 23:17:37 [INFO] [TRAIN] epoch=16, iter=10100/40000, loss=0.2831, lr=0.007696, batch_cost=0.5277, reader_cost=0.0001 | ETA 04:22:59 2020-11-12 23:17:43 [INFO] [TRAIN] epoch=16, iter=10110/40000, loss=0.4339, lr=0.007694, batch_cost=0.5772, reader_cost=0.0003 | ETA 04:47:33 2020-11-12 23:17:51 [INFO] [TRAIN] epoch=16, iter=10120/40000, loss=0.4057, lr=0.007691, batch_cost=0.8214, reader_cost=0.0002 | ETA 06:49:03 2020-11-12 23:17:57 [INFO] [TRAIN] epoch=16, iter=10130/40000, loss=0.3745, lr=0.007689, batch_cost=0.6274, reader_cost=0.0002 | ETA 05:12:21 2020-11-12 23:18:04 [INFO] [TRAIN] epoch=16, iter=10140/40000, loss=0.4566, lr=0.007687, batch_cost=0.6271, reader_cost=0.0002 | ETA 05:12:04 2020-11-12 23:18:10 [INFO] [TRAIN] epoch=16, iter=10150/40000, loss=0.4625, lr=0.007684, batch_cost=0.6208, reader_cost=0.0002 | ETA 05:08:50 2020-11-12 23:18:16 [INFO] [TRAIN] epoch=16, iter=10160/40000, loss=0.2538, lr=0.007682, batch_cost=0.6159, reader_cost=0.0002 | ETA 05:06:18 2020-11-12 23:18:22 [INFO] [TRAIN] epoch=16, iter=10170/40000, loss=0.2870, lr=0.007680, batch_cost=0.6314, reader_cost=0.0002 | ETA 05:13:55 2020-11-12 23:18:28 [INFO] [TRAIN] epoch=16, iter=10180/40000, loss=0.3885, lr=0.007677, batch_cost=0.6093, reader_cost=0.0002 | ETA 05:02:48 2020-11-12 23:18:35 [INFO] [TRAIN] epoch=16, iter=10190/40000, loss=0.3474, lr=0.007675, batch_cost=0.6117, reader_cost=0.0002 | ETA 05:03:54 2020-11-12 23:18:41 [INFO] [TRAIN] epoch=16, iter=10200/40000, loss=0.4100, lr=0.007673, batch_cost=0.6046, reader_cost=0.0002 | ETA 05:00:15 2020-11-12 23:18:47 [INFO] [TRAIN] epoch=16, iter=10210/40000, loss=0.3290, lr=0.007670, batch_cost=0.6165, reader_cost=0.0003 | ETA 05:06:06 2020-11-12 23:18:52 [INFO] [TRAIN] epoch=16, iter=10220/40000, loss=0.3737, lr=0.007668, batch_cost=0.5396, reader_cost=0.0002 | ETA 04:27:48 2020-11-12 23:18:58 [INFO] [TRAIN] epoch=16, iter=10230/40000, loss=0.2687, lr=0.007666, batch_cost=0.5539, reader_cost=0.0002 | ETA 04:34:49 2020-11-12 23:19:04 [INFO] [TRAIN] epoch=16, iter=10240/40000, loss=0.2619, lr=0.007664, batch_cost=0.5780, reader_cost=0.0002 | ETA 04:46:40 2020-11-12 23:19:09 [INFO] [TRAIN] epoch=16, iter=10250/40000, loss=0.3625, lr=0.007661, batch_cost=0.5347, reader_cost=0.0002 | ETA 04:25:07 2020-11-12 23:19:14 [INFO] [TRAIN] epoch=16, iter=10260/40000, loss=0.2600, lr=0.007659, batch_cost=0.5189, reader_cost=0.0002 | ETA 04:17:13 2020-11-12 23:19:19 [INFO] [TRAIN] epoch=16, iter=10270/40000, loss=0.3133, lr=0.007657, batch_cost=0.5170, reader_cost=0.0002 | ETA 04:16:11 2020-11-12 23:19:25 [INFO] [TRAIN] epoch=16, iter=10280/40000, loss=0.4572, lr=0.007654, batch_cost=0.5338, reader_cost=0.0002 | ETA 04:24:23 2020-11-12 23:19:30 [INFO] [TRAIN] epoch=16, iter=10290/40000, loss=0.2243, lr=0.007652, batch_cost=0.5196, reader_cost=0.0002 | ETA 04:17:17 2020-11-12 23:19:35 [INFO] [TRAIN] epoch=16, iter=10300/40000, loss=0.3025, lr=0.007650, batch_cost=0.5115, reader_cost=0.0002 | ETA 04:13:12 2020-11-12 23:19:40 [INFO] [TRAIN] epoch=16, iter=10310/40000, loss=0.3039, lr=0.007647, batch_cost=0.5119, reader_cost=0.0002 | ETA 04:13:17 2020-11-12 23:19:45 [INFO] [TRAIN] epoch=16, iter=10320/40000, loss=0.2533, lr=0.007645, batch_cost=0.5254, reader_cost=0.0002 | ETA 04:19:53 2020-11-12 23:19:51 [INFO] [TRAIN] epoch=16, iter=10330/40000, loss=0.2832, lr=0.007643, batch_cost=0.5543, reader_cost=0.0002 | ETA 04:34:07 2020-11-12 23:19:56 [INFO] [TRAIN] epoch=16, iter=10340/40000, loss=0.1925, lr=0.007640, batch_cost=0.5650, reader_cost=0.0001 | ETA 04:39:18 2020-11-12 23:20:02 [INFO] [TRAIN] epoch=16, iter=10350/40000, loss=0.6619, lr=0.007638, batch_cost=0.5586, reader_cost=0.0002 | ETA 04:36:02 2020-11-12 23:20:10 [INFO] [TRAIN] epoch=16, iter=10360/40000, loss=0.3930, lr=0.007636, batch_cost=0.7682, reader_cost=0.0002 | ETA 06:19:28 2020-11-12 23:20:15 [INFO] [TRAIN] epoch=16, iter=10370/40000, loss=0.3755, lr=0.007633, batch_cost=0.5751, reader_cost=0.0002 | ETA 04:44:00 2020-11-12 23:20:21 [INFO] [TRAIN] epoch=16, iter=10380/40000, loss=0.4808, lr=0.007631, batch_cost=0.5631, reader_cost=0.0002 | ETA 04:38:00 2020-11-12 23:20:27 [INFO] [TRAIN] epoch=16, iter=10390/40000, loss=0.3276, lr=0.007629, batch_cost=0.5457, reader_cost=0.0002 | ETA 04:29:18 2020-11-12 23:20:32 [INFO] [TRAIN] epoch=16, iter=10400/40000, loss=0.4078, lr=0.007626, batch_cost=0.5456, reader_cost=0.0002 | ETA 04:29:10 2020-11-12 23:20:37 [INFO] [TRAIN] epoch=16, iter=10410/40000, loss=0.4773, lr=0.007624, batch_cost=0.5361, reader_cost=0.0002 | ETA 04:24:23 2020-11-12 23:20:43 [INFO] [TRAIN] epoch=16, iter=10420/40000, loss=0.4159, lr=0.007622, batch_cost=0.5571, reader_cost=0.0002 | ETA 04:34:39 2020-11-12 23:20:48 [INFO] [TRAIN] epoch=16, iter=10430/40000, loss=0.2651, lr=0.007619, batch_cost=0.5194, reader_cost=0.0002 | ETA 04:15:57 2020-11-12 23:20:54 [INFO] [TRAIN] epoch=16, iter=10440/40000, loss=0.2477, lr=0.007617, batch_cost=0.5626, reader_cost=0.0002 | ETA 04:37:11 2020-11-12 23:21:00 [INFO] [TRAIN] epoch=16, iter=10450/40000, loss=0.4301, lr=0.007615, batch_cost=0.5891, reader_cost=0.0002 | ETA 04:50:08 2020-11-12 23:21:05 [INFO] [TRAIN] epoch=16, iter=10460/40000, loss=0.3491, lr=0.007613, batch_cost=0.5453, reader_cost=0.0002 | ETA 04:28:28 2020-11-12 23:21:11 [INFO] [TRAIN] epoch=16, iter=10470/40000, loss=0.3165, lr=0.007610, batch_cost=0.5424, reader_cost=0.0002 | ETA 04:26:55 2020-11-12 23:21:16 [INFO] [TRAIN] epoch=16, iter=10480/40000, loss=0.3367, lr=0.007608, batch_cost=0.5521, reader_cost=0.0002 | ETA 04:31:37 2020-11-12 23:21:22 [INFO] [TRAIN] epoch=16, iter=10490/40000, loss=0.3867, lr=0.007606, batch_cost=0.5853, reader_cost=0.0002 | ETA 04:47:53 2020-11-12 23:21:28 [INFO] [TRAIN] epoch=16, iter=10500/40000, loss=0.5640, lr=0.007603, batch_cost=0.5736, reader_cost=0.0002 | ETA 04:42:00 2020-11-12 23:21:33 [INFO] [TRAIN] epoch=16, iter=10510/40000, loss=0.3369, lr=0.007601, batch_cost=0.5696, reader_cost=0.0002 | ETA 04:39:56 2020-11-12 23:21:39 [INFO] [TRAIN] epoch=16, iter=10520/40000, loss=0.4060, lr=0.007599, batch_cost=0.5493, reader_cost=0.0002 | ETA 04:29:52 2020-11-12 23:21:44 [INFO] [TRAIN] epoch=16, iter=10530/40000, loss=0.4412, lr=0.007596, batch_cost=0.5361, reader_cost=0.0002 | ETA 04:23:18 2020-11-12 23:21:50 [INFO] [TRAIN] epoch=16, iter=10540/40000, loss=0.4589, lr=0.007594, batch_cost=0.5714, reader_cost=0.0002 | ETA 04:40:34 2020-11-12 23:21:55 [INFO] [TRAIN] epoch=16, iter=10550/40000, loss=0.4002, lr=0.007592, batch_cost=0.5290, reader_cost=0.0002 | ETA 04:19:39 2020-11-12 23:22:00 [INFO] [TRAIN] epoch=16, iter=10560/40000, loss=0.4859, lr=0.007589, batch_cost=0.5091, reader_cost=0.0002 | ETA 04:09:46 2020-11-12 23:22:05 [INFO] [TRAIN] epoch=16, iter=10570/40000, loss=0.3657, lr=0.007587, batch_cost=0.5077, reader_cost=0.0002 | ETA 04:09:01 2020-11-12 23:22:12 [INFO] [TRAIN] epoch=17, iter=10580/40000, loss=0.4181, lr=0.007585, batch_cost=0.6372, reader_cost=0.0931 | ETA 05:12:27 2020-11-12 23:22:17 [INFO] [TRAIN] epoch=17, iter=10590/40000, loss=0.4046, lr=0.007582, batch_cost=0.5228, reader_cost=0.0005 | ETA 04:16:16 2020-11-12 23:22:22 [INFO] [TRAIN] epoch=17, iter=10600/40000, loss=0.4072, lr=0.007580, batch_cost=0.5188, reader_cost=0.0002 | ETA 04:14:11 2020-11-12 23:22:27 [INFO] [TRAIN] epoch=17, iter=10610/40000, loss=0.3520, lr=0.007578, batch_cost=0.5140, reader_cost=0.0002 | ETA 04:11:45 2020-11-12 23:22:33 [INFO] [TRAIN] epoch=17, iter=10620/40000, loss=0.4425, lr=0.007575, batch_cost=0.5621, reader_cost=0.0002 | ETA 04:35:14 2020-11-12 23:22:38 [INFO] [TRAIN] epoch=17, iter=10630/40000, loss=0.2776, lr=0.007573, batch_cost=0.5041, reader_cost=0.0002 | ETA 04:06:46 2020-11-12 23:22:43 [INFO] [TRAIN] epoch=17, iter=10640/40000, loss=0.5094, lr=0.007571, batch_cost=0.5133, reader_cost=0.0002 | ETA 04:11:10 2020-11-12 23:22:48 [INFO] [TRAIN] epoch=17, iter=10650/40000, loss=0.2666, lr=0.007568, batch_cost=0.5289, reader_cost=0.0002 | ETA 04:18:44 2020-11-12 23:22:54 [INFO] [TRAIN] epoch=17, iter=10660/40000, loss=0.2828, lr=0.007566, batch_cost=0.5338, reader_cost=0.0002 | ETA 04:21:03 2020-11-12 23:23:00 [INFO] [TRAIN] epoch=17, iter=10670/40000, loss=0.1808, lr=0.007564, batch_cost=0.6544, reader_cost=0.0002 | ETA 05:19:53 2020-11-12 23:23:05 [INFO] [TRAIN] epoch=17, iter=10680/40000, loss=0.2626, lr=0.007561, batch_cost=0.5177, reader_cost=0.0002 | ETA 04:12:57 2020-11-12 23:23:11 [INFO] [TRAIN] epoch=17, iter=10690/40000, loss=0.1883, lr=0.007559, batch_cost=0.5132, reader_cost=0.0002 | ETA 04:10:42 2020-11-12 23:23:16 [INFO] [TRAIN] epoch=17, iter=10700/40000, loss=0.2316, lr=0.007557, batch_cost=0.5201, reader_cost=0.0002 | ETA 04:13:58 2020-11-12 23:23:21 [INFO] [TRAIN] epoch=17, iter=10710/40000, loss=0.3255, lr=0.007555, batch_cost=0.5373, reader_cost=0.0002 | ETA 04:22:17 2020-11-12 23:23:26 [INFO] [TRAIN] epoch=17, iter=10720/40000, loss=0.2983, lr=0.007552, batch_cost=0.5333, reader_cost=0.0002 | ETA 04:20:15 2020-11-12 23:23:32 [INFO] [TRAIN] epoch=17, iter=10730/40000, loss=0.4043, lr=0.007550, batch_cost=0.5919, reader_cost=0.0002 | ETA 04:48:46 2020-11-12 23:23:38 [INFO] [TRAIN] epoch=17, iter=10740/40000, loss=0.3391, lr=0.007548, batch_cost=0.5579, reader_cost=0.0002 | ETA 04:32:05 2020-11-12 23:23:43 [INFO] [TRAIN] epoch=17, iter=10750/40000, loss=0.2547, lr=0.007545, batch_cost=0.5270, reader_cost=0.0002 | ETA 04:16:56 2020-11-12 23:23:50 [INFO] [TRAIN] epoch=17, iter=10760/40000, loss=0.2719, lr=0.007543, batch_cost=0.6635, reader_cost=0.0002 | ETA 05:23:21 2020-11-12 23:23:55 [INFO] [TRAIN] epoch=17, iter=10770/40000, loss=0.3908, lr=0.007541, batch_cost=0.5150, reader_cost=0.0002 | ETA 04:10:52 2020-11-12 23:24:02 [INFO] [TRAIN] epoch=17, iter=10780/40000, loss=0.4943, lr=0.007538, batch_cost=0.6479, reader_cost=0.0002 | ETA 05:15:32 2020-11-12 23:24:07 [INFO] [TRAIN] epoch=17, iter=10790/40000, loss=0.3298, lr=0.007536, batch_cost=0.5279, reader_cost=0.0002 | ETA 04:17:00 2020-11-12 23:24:12 [INFO] [TRAIN] epoch=17, iter=10800/40000, loss=0.3700, lr=0.007534, batch_cost=0.5151, reader_cost=0.0002 | ETA 04:10:39 2020-11-12 23:24:17 [INFO] [TRAIN] epoch=17, iter=10810/40000, loss=0.3998, lr=0.007531, batch_cost=0.5221, reader_cost=0.0002 | ETA 04:13:59 2020-11-12 23:24:22 [INFO] [TRAIN] epoch=17, iter=10820/40000, loss=0.3448, lr=0.007529, batch_cost=0.5170, reader_cost=0.0002 | ETA 04:11:26 2020-11-12 23:24:28 [INFO] [TRAIN] epoch=17, iter=10830/40000, loss=0.3655, lr=0.007527, batch_cost=0.5166, reader_cost=0.0002 | ETA 04:11:09 2020-11-12 23:24:33 [INFO] [TRAIN] epoch=17, iter=10840/40000, loss=0.3839, lr=0.007524, batch_cost=0.5236, reader_cost=0.0002 | ETA 04:14:27 2020-11-12 23:24:38 [INFO] [TRAIN] epoch=17, iter=10850/40000, loss=0.2887, lr=0.007522, batch_cost=0.5117, reader_cost=0.0002 | ETA 04:08:36 2020-11-12 23:24:43 [INFO] [TRAIN] epoch=17, iter=10860/40000, loss=0.4016, lr=0.007520, batch_cost=0.5163, reader_cost=0.0002 | ETA 04:10:44 2020-11-12 23:24:48 [INFO] [TRAIN] epoch=17, iter=10870/40000, loss=0.4688, lr=0.007517, batch_cost=0.5282, reader_cost=0.0002 | ETA 04:16:27 2020-11-12 23:24:53 [INFO] [TRAIN] epoch=17, iter=10880/40000, loss=0.2025, lr=0.007515, batch_cost=0.5152, reader_cost=0.0002 | ETA 04:10:03 2020-11-12 23:24:59 [INFO] [TRAIN] epoch=17, iter=10890/40000, loss=0.4345, lr=0.007513, batch_cost=0.5301, reader_cost=0.0002 | ETA 04:17:09 2020-11-12 23:25:04 [INFO] [TRAIN] epoch=17, iter=10900/40000, loss=0.3130, lr=0.007510, batch_cost=0.5267, reader_cost=0.0002 | ETA 04:15:26 2020-11-12 23:25:09 [INFO] [TRAIN] epoch=17, iter=10910/40000, loss=0.3294, lr=0.007508, batch_cost=0.5047, reader_cost=0.0002 | ETA 04:04:42 2020-11-12 23:25:14 [INFO] [TRAIN] epoch=17, iter=10920/40000, loss=0.4381, lr=0.007506, batch_cost=0.5291, reader_cost=0.0002 | ETA 04:16:26 2020-11-12 23:25:20 [INFO] [TRAIN] epoch=17, iter=10930/40000, loss=0.4147, lr=0.007503, batch_cost=0.5239, reader_cost=0.0002 | ETA 04:13:49 2020-11-12 23:25:25 [INFO] [TRAIN] epoch=17, iter=10940/40000, loss=0.3717, lr=0.007501, batch_cost=0.5078, reader_cost=0.0002 | ETA 04:05:56 2020-11-12 23:25:30 [INFO] [TRAIN] epoch=17, iter=10950/40000, loss=0.2790, lr=0.007499, batch_cost=0.5040, reader_cost=0.0002 | ETA 04:04:02 2020-11-12 23:25:35 [INFO] [TRAIN] epoch=17, iter=10960/40000, loss=0.4857, lr=0.007496, batch_cost=0.5261, reader_cost=0.0002 | ETA 04:14:39 2020-11-12 23:25:41 [INFO] [TRAIN] epoch=17, iter=10970/40000, loss=0.4310, lr=0.007494, batch_cost=0.5617, reader_cost=0.0002 | ETA 04:31:47 2020-11-12 23:25:46 [INFO] [TRAIN] epoch=17, iter=10980/40000, loss=0.4383, lr=0.007492, batch_cost=0.5496, reader_cost=0.0002 | ETA 04:25:49 2020-11-12 23:25:52 [INFO] [TRAIN] epoch=17, iter=10990/40000, loss=0.3116, lr=0.007489, batch_cost=0.5431, reader_cost=0.0002 | ETA 04:22:36 2020-11-12 23:25:57 [INFO] [TRAIN] epoch=17, iter=11000/40000, loss=0.2443, lr=0.007487, batch_cost=0.5262, reader_cost=0.0002 | ETA 04:14:18 2020-11-12 23:26:02 [INFO] [TRAIN] epoch=17, iter=11010/40000, loss=0.2977, lr=0.007485, batch_cost=0.5196, reader_cost=0.0002 | ETA 04:11:02 2020-11-12 23:26:11 [INFO] [TRAIN] epoch=17, iter=11020/40000, loss=0.3659, lr=0.007483, batch_cost=0.9164, reader_cost=0.0003 | ETA 07:22:36 2020-11-12 23:26:16 [INFO] [TRAIN] epoch=17, iter=11030/40000, loss=0.3614, lr=0.007480, batch_cost=0.5110, reader_cost=0.0002 | ETA 04:06:44 2020-11-12 23:26:21 [INFO] [TRAIN] epoch=17, iter=11040/40000, loss=0.4275, lr=0.007478, batch_cost=0.5165, reader_cost=0.0002 | ETA 04:09:16 2020-11-12 23:26:27 [INFO] [TRAIN] epoch=17, iter=11050/40000, loss=0.3166, lr=0.007476, batch_cost=0.5140, reader_cost=0.0002 | ETA 04:07:58 2020-11-12 23:26:32 [INFO] [TRAIN] epoch=17, iter=11060/40000, loss=0.2710, lr=0.007473, batch_cost=0.5300, reader_cost=0.0002 | ETA 04:15:37 2020-11-12 23:26:37 [INFO] [TRAIN] epoch=17, iter=11070/40000, loss=0.2463, lr=0.007471, batch_cost=0.5447, reader_cost=0.0002 | ETA 04:22:37 2020-11-12 23:26:43 [INFO] [TRAIN] epoch=17, iter=11080/40000, loss=0.2932, lr=0.007469, batch_cost=0.5703, reader_cost=0.0002 | ETA 04:34:53 2020-11-12 23:26:49 [INFO] [TRAIN] epoch=17, iter=11090/40000, loss=0.3785, lr=0.007466, batch_cost=0.5497, reader_cost=0.0002 | ETA 04:24:53 2020-11-12 23:26:54 [INFO] [TRAIN] epoch=17, iter=11100/40000, loss=0.3711, lr=0.007464, batch_cost=0.5608, reader_cost=0.0002 | ETA 04:30:07 2020-11-12 23:27:00 [INFO] [TRAIN] epoch=17, iter=11110/40000, loss=0.2541, lr=0.007462, batch_cost=0.5380, reader_cost=0.0002 | ETA 04:19:03 2020-11-12 23:27:05 [INFO] [TRAIN] epoch=17, iter=11120/40000, loss=0.5747, lr=0.007459, batch_cost=0.5394, reader_cost=0.0002 | ETA 04:19:38 2020-11-12 23:27:10 [INFO] [TRAIN] epoch=17, iter=11130/40000, loss=0.3237, lr=0.007457, batch_cost=0.5392, reader_cost=0.0002 | ETA 04:19:27 2020-11-12 23:27:16 [INFO] [TRAIN] epoch=17, iter=11140/40000, loss=0.3009, lr=0.007455, batch_cost=0.5382, reader_cost=0.0002 | ETA 04:18:53 2020-11-12 23:27:21 [INFO] [TRAIN] epoch=17, iter=11150/40000, loss=0.3022, lr=0.007452, batch_cost=0.5196, reader_cost=0.0002 | ETA 04:09:50 2020-11-12 23:27:26 [INFO] [TRAIN] epoch=17, iter=11160/40000, loss=0.3224, lr=0.007450, batch_cost=0.5253, reader_cost=0.0002 | ETA 04:12:30 2020-11-12 23:27:32 [INFO] [TRAIN] epoch=17, iter=11170/40000, loss=0.4176, lr=0.007448, batch_cost=0.5639, reader_cost=0.0002 | ETA 04:30:57 2020-11-12 23:27:37 [INFO] [TRAIN] epoch=17, iter=11180/40000, loss=0.2444, lr=0.007445, batch_cost=0.5588, reader_cost=0.0002 | ETA 04:28:24 2020-11-12 23:27:43 [INFO] [TRAIN] epoch=17, iter=11190/40000, loss=0.3448, lr=0.007443, batch_cost=0.5482, reader_cost=0.0002 | ETA 04:23:12 2020-11-12 23:27:48 [INFO] [TRAIN] epoch=17, iter=11200/40000, loss=0.3169, lr=0.007441, batch_cost=0.5646, reader_cost=0.0002 | ETA 04:30:59 2020-11-12 23:27:55 [INFO] [TRAIN] epoch=17, iter=11210/40000, loss=0.4591, lr=0.007438, batch_cost=0.6724, reader_cost=0.0002 | ETA 05:22:37 2020-11-12 23:28:05 [INFO] [TRAIN] epoch=17, iter=11220/40000, loss=0.3300, lr=0.007436, batch_cost=0.9702, reader_cost=0.0002 | ETA 07:45:21 2020-11-12 23:28:12 [INFO] [TRAIN] epoch=17, iter=11230/40000, loss=0.3091, lr=0.007434, batch_cost=0.7062, reader_cost=0.0014 | ETA 05:38:36 2020-11-12 23:28:20 [INFO] [TRAIN] epoch=18, iter=11240/40000, loss=0.3925, lr=0.007431, batch_cost=0.8139, reader_cost=0.0956 | ETA 06:30:07 2020-11-12 23:28:25 [INFO] [TRAIN] epoch=18, iter=11250/40000, loss=0.3079, lr=0.007429, batch_cost=0.5304, reader_cost=0.0004 | ETA 04:14:10 2020-11-12 23:28:31 [INFO] [TRAIN] epoch=18, iter=11260/40000, loss=0.4163, lr=0.007427, batch_cost=0.5366, reader_cost=0.0002 | ETA 04:17:02 2020-11-12 23:28:36 [INFO] [TRAIN] epoch=18, iter=11270/40000, loss=0.2827, lr=0.007424, batch_cost=0.5393, reader_cost=0.0002 | ETA 04:18:14 2020-11-12 23:28:42 [INFO] [TRAIN] epoch=18, iter=11280/40000, loss=0.3112, lr=0.007422, batch_cost=0.5479, reader_cost=0.0002 | ETA 04:22:15 2020-11-12 23:28:47 [INFO] [TRAIN] epoch=18, iter=11290/40000, loss=0.3901, lr=0.007420, batch_cost=0.5160, reader_cost=0.0002 | ETA 04:06:52 2020-11-12 23:28:52 [INFO] [TRAIN] epoch=18, iter=11300/40000, loss=0.5372, lr=0.007417, batch_cost=0.5199, reader_cost=0.0002 | ETA 04:08:40 2020-11-12 23:28:59 [INFO] [TRAIN] epoch=18, iter=11310/40000, loss=0.3580, lr=0.007415, batch_cost=0.6608, reader_cost=0.0002 | ETA 05:15:57 2020-11-12 23:29:07 [INFO] [TRAIN] epoch=18, iter=11320/40000, loss=0.2354, lr=0.007413, batch_cost=0.8150, reader_cost=0.0002 | ETA 06:29:33 2020-11-12 23:29:12 [INFO] [TRAIN] epoch=18, iter=11330/40000, loss=0.3423, lr=0.007410, batch_cost=0.5626, reader_cost=0.0002 | ETA 04:28:50 2020-11-12 23:29:18 [INFO] [TRAIN] epoch=18, iter=11340/40000, loss=0.3897, lr=0.007408, batch_cost=0.5884, reader_cost=0.0002 | ETA 04:41:02 2020-11-12 23:29:24 [INFO] [TRAIN] epoch=18, iter=11350/40000, loss=0.3074, lr=0.007406, batch_cost=0.5256, reader_cost=0.0002 | ETA 04:10:59 2020-11-12 23:29:29 [INFO] [TRAIN] epoch=18, iter=11360/40000, loss=0.3672, lr=0.007403, batch_cost=0.5266, reader_cost=0.0002 | ETA 04:11:20 2020-11-12 23:29:34 [INFO] [TRAIN] epoch=18, iter=11370/40000, loss=0.3955, lr=0.007401, batch_cost=0.5332, reader_cost=0.0002 | ETA 04:14:24 2020-11-12 23:29:39 [INFO] [TRAIN] epoch=18, iter=11380/40000, loss=0.4440, lr=0.007399, batch_cost=0.5336, reader_cost=0.0002 | ETA 04:14:31 2020-11-12 23:29:45 [INFO] [TRAIN] epoch=18, iter=11390/40000, loss=0.4398, lr=0.007396, batch_cost=0.5513, reader_cost=0.0002 | ETA 04:22:52 2020-11-12 23:29:50 [INFO] [TRAIN] epoch=18, iter=11400/40000, loss=0.3519, lr=0.007394, batch_cost=0.5404, reader_cost=0.0002 | ETA 04:17:34 2020-11-12 23:29:56 [INFO] [TRAIN] epoch=18, iter=11410/40000, loss=0.2886, lr=0.007392, batch_cost=0.5137, reader_cost=0.0002 | ETA 04:04:45 2020-11-12 23:30:01 [INFO] [TRAIN] epoch=18, iter=11420/40000, loss=0.2561, lr=0.007390, batch_cost=0.5164, reader_cost=0.0002 | ETA 04:05:59 2020-11-12 23:30:06 [INFO] [TRAIN] epoch=18, iter=11430/40000, loss=0.2985, lr=0.007387, batch_cost=0.5285, reader_cost=0.0002 | ETA 04:11:38 2020-11-12 23:30:11 [INFO] [TRAIN] epoch=18, iter=11440/40000, loss=0.3352, lr=0.007385, batch_cost=0.5036, reader_cost=0.0002 | ETA 03:59:42 2020-11-12 23:30:16 [INFO] [TRAIN] epoch=18, iter=11450/40000, loss=0.3248, lr=0.007383, batch_cost=0.5067, reader_cost=0.0002 | ETA 04:01:05 2020-11-12 23:30:22 [INFO] [TRAIN] epoch=18, iter=11460/40000, loss=0.3066, lr=0.007380, batch_cost=0.5634, reader_cost=0.0002 | ETA 04:27:58 2020-11-12 23:30:27 [INFO] [TRAIN] epoch=18, iter=11470/40000, loss=0.2592, lr=0.007378, batch_cost=0.5554, reader_cost=0.0002 | ETA 04:24:05 2020-11-12 23:30:33 [INFO] [TRAIN] epoch=18, iter=11480/40000, loss=0.3067, lr=0.007376, batch_cost=0.5644, reader_cost=0.0002 | ETA 04:28:17 2020-11-12 23:30:38 [INFO] [TRAIN] epoch=18, iter=11490/40000, loss=0.3444, lr=0.007373, batch_cost=0.5456, reader_cost=0.0002 | ETA 04:19:16 2020-11-12 23:30:44 [INFO] [TRAIN] epoch=18, iter=11500/40000, loss=0.3431, lr=0.007371, batch_cost=0.5474, reader_cost=0.0002 | ETA 04:20:01 2020-11-12 23:30:49 [INFO] [TRAIN] epoch=18, iter=11510/40000, loss=0.2587, lr=0.007369, batch_cost=0.5512, reader_cost=0.0002 | ETA 04:21:42 2020-11-12 23:30:54 [INFO] [TRAIN] epoch=18, iter=11520/40000, loss=0.3328, lr=0.007366, batch_cost=0.5031, reader_cost=0.0002 | ETA 03:58:47 2020-11-12 23:31:00 [INFO] [TRAIN] epoch=18, iter=11530/40000, loss=0.3576, lr=0.007364, batch_cost=0.5409, reader_cost=0.0002 | ETA 04:16:40 2020-11-12 23:31:05 [INFO] [TRAIN] epoch=18, iter=11540/40000, loss=0.2534, lr=0.007362, batch_cost=0.5596, reader_cost=0.0002 | ETA 04:25:26 2020-11-12 23:31:11 [INFO] [TRAIN] epoch=18, iter=11550/40000, loss=0.2501, lr=0.007359, batch_cost=0.5533, reader_cost=0.0002 | ETA 04:22:21 2020-11-12 23:31:16 [INFO] [TRAIN] epoch=18, iter=11560/40000, loss=0.3748, lr=0.007357, batch_cost=0.5142, reader_cost=0.0002 | ETA 04:03:43 2020-11-12 23:31:21 [INFO] [TRAIN] epoch=18, iter=11570/40000, loss=0.3974, lr=0.007355, batch_cost=0.5084, reader_cost=0.0002 | ETA 04:00:54 2020-11-12 23:31:26 [INFO] [TRAIN] epoch=18, iter=11580/40000, loss=0.3674, lr=0.007352, batch_cost=0.5091, reader_cost=0.0002 | ETA 04:01:09 2020-11-12 23:31:31 [INFO] [TRAIN] epoch=18, iter=11590/40000, loss=0.4951, lr=0.007350, batch_cost=0.5109, reader_cost=0.0002 | ETA 04:01:54 2020-11-12 23:31:37 [INFO] [TRAIN] epoch=18, iter=11600/40000, loss=0.4665, lr=0.007348, batch_cost=0.5412, reader_cost=0.0002 | ETA 04:16:10 2020-11-12 23:31:42 [INFO] [TRAIN] epoch=18, iter=11610/40000, loss=0.3150, lr=0.007345, batch_cost=0.5674, reader_cost=0.0002 | ETA 04:28:29 2020-11-12 23:31:48 [INFO] [TRAIN] epoch=18, iter=11620/40000, loss=0.2940, lr=0.007343, batch_cost=0.5074, reader_cost=0.0002 | ETA 03:59:59 2020-11-12 23:31:53 [INFO] [TRAIN] epoch=18, iter=11630/40000, loss=0.3838, lr=0.007341, batch_cost=0.5073, reader_cost=0.0002 | ETA 03:59:53 2020-11-12 23:31:58 [INFO] [TRAIN] epoch=18, iter=11640/40000, loss=0.2863, lr=0.007338, batch_cost=0.5031, reader_cost=0.0002 | ETA 03:57:48 2020-11-12 23:32:03 [INFO] [TRAIN] epoch=18, iter=11650/40000, loss=0.3287, lr=0.007336, batch_cost=0.5106, reader_cost=0.0002 | ETA 04:01:15 2020-11-12 23:32:08 [INFO] [TRAIN] epoch=18, iter=11660/40000, loss=0.4013, lr=0.007334, batch_cost=0.4984, reader_cost=0.0002 | ETA 03:55:25 2020-11-12 23:32:13 [INFO] [TRAIN] epoch=18, iter=11670/40000, loss=0.3392, lr=0.007331, batch_cost=0.4954, reader_cost=0.0002 | ETA 03:53:53 2020-11-12 23:32:18 [INFO] [TRAIN] epoch=18, iter=11680/40000, loss=0.3367, lr=0.007329, batch_cost=0.5069, reader_cost=0.0002 | ETA 03:59:14 2020-11-12 23:32:23 [INFO] [TRAIN] epoch=18, iter=11690/40000, loss=0.2511, lr=0.007327, batch_cost=0.4994, reader_cost=0.0002 | ETA 03:55:36 2020-11-12 23:32:28 [INFO] [TRAIN] epoch=18, iter=11700/40000, loss=0.3826, lr=0.007324, batch_cost=0.4939, reader_cost=0.0002 | ETA 03:52:57 2020-11-12 23:32:33 [INFO] [TRAIN] epoch=18, iter=11710/40000, loss=0.2795, lr=0.007322, batch_cost=0.4972, reader_cost=0.0002 | ETA 03:54:24 2020-11-12 23:32:38 [INFO] [TRAIN] epoch=18, iter=11720/40000, loss=0.4896, lr=0.007320, batch_cost=0.4966, reader_cost=0.0002 | ETA 03:54:05 2020-11-12 23:32:43 [INFO] [TRAIN] epoch=18, iter=11730/40000, loss=0.3262, lr=0.007317, batch_cost=0.4958, reader_cost=0.0002 | ETA 03:53:37 2020-11-12 23:32:48 [INFO] [TRAIN] epoch=18, iter=11740/40000, loss=0.5071, lr=0.007315, batch_cost=0.4937, reader_cost=0.0002 | ETA 03:52:30 2020-11-12 23:32:52 [INFO] [TRAIN] epoch=18, iter=11750/40000, loss=0.3530, lr=0.007313, batch_cost=0.4953, reader_cost=0.0002 | ETA 03:53:13 2020-11-12 23:32:57 [INFO] [TRAIN] epoch=18, iter=11760/40000, loss=0.2792, lr=0.007310, batch_cost=0.4942, reader_cost=0.0002 | ETA 03:52:34 2020-11-12 23:33:02 [INFO] [TRAIN] epoch=18, iter=11770/40000, loss=0.4027, lr=0.007308, batch_cost=0.4959, reader_cost=0.0002 | ETA 03:53:19 2020-11-12 23:33:07 [INFO] [TRAIN] epoch=18, iter=11780/40000, loss=0.3751, lr=0.007306, batch_cost=0.4939, reader_cost=0.0002 | ETA 03:52:18 2020-11-12 23:33:12 [INFO] [TRAIN] epoch=18, iter=11790/40000, loss=0.3783, lr=0.007303, batch_cost=0.4952, reader_cost=0.0002 | ETA 03:52:49 2020-11-12 23:33:17 [INFO] [TRAIN] epoch=18, iter=11800/40000, loss=0.2613, lr=0.007301, batch_cost=0.5025, reader_cost=0.0002 | ETA 03:56:09 2020-11-12 23:33:23 [INFO] [TRAIN] epoch=18, iter=11810/40000, loss=0.2713, lr=0.007299, batch_cost=0.5499, reader_cost=0.0002 | ETA 04:18:20 2020-11-12 23:33:28 [INFO] [TRAIN] epoch=18, iter=11820/40000, loss=0.3043, lr=0.007296, batch_cost=0.5142, reader_cost=0.0002 | ETA 04:01:29 2020-11-12 23:33:33 [INFO] [TRAIN] epoch=18, iter=11830/40000, loss=0.3769, lr=0.007294, batch_cost=0.5008, reader_cost=0.0002 | ETA 03:55:07 2020-11-12 23:33:38 [INFO] [TRAIN] epoch=18, iter=11840/40000, loss=0.2696, lr=0.007292, batch_cost=0.4943, reader_cost=0.0002 | ETA 03:52:00 2020-11-12 23:33:43 [INFO] [TRAIN] epoch=18, iter=11850/40000, loss=0.4435, lr=0.007289, batch_cost=0.4981, reader_cost=0.0002 | ETA 03:53:42 2020-11-12 23:33:48 [INFO] [TRAIN] epoch=18, iter=11860/40000, loss=0.4862, lr=0.007287, batch_cost=0.4945, reader_cost=0.0002 | ETA 03:51:54 2020-11-12 23:33:53 [INFO] [TRAIN] epoch=18, iter=11870/40000, loss=0.5069, lr=0.007285, batch_cost=0.4981, reader_cost=0.0002 | ETA 03:53:32 2020-11-12 23:33:58 [INFO] [TRAIN] epoch=18, iter=11880/40000, loss=0.4262, lr=0.007282, batch_cost=0.4972, reader_cost=0.0002 | ETA 03:53:02 2020-11-12 23:34:03 [INFO] [TRAIN] epoch=18, iter=11890/40000, loss=0.3218, lr=0.007280, batch_cost=0.5034, reader_cost=0.0002 | ETA 03:55:51 2020-11-12 23:34:09 [INFO] [TRAIN] epoch=19, iter=11900/40000, loss=0.2840, lr=0.007278, batch_cost=0.6443, reader_cost=0.0874 | ETA 05:01:45 2020-11-12 23:34:15 [INFO] [TRAIN] epoch=19, iter=11910/40000, loss=0.3506, lr=0.007275, batch_cost=0.5779, reader_cost=0.0005 | ETA 04:30:31 2020-11-12 23:34:21 [INFO] [TRAIN] epoch=19, iter=11920/40000, loss=0.4327, lr=0.007273, batch_cost=0.5954, reader_cost=0.0002 | ETA 04:38:38 2020-11-12 23:34:27 [INFO] [TRAIN] epoch=19, iter=11930/40000, loss=0.3315, lr=0.007271, batch_cost=0.5832, reader_cost=0.0002 | ETA 04:32:51 2020-11-12 23:34:33 [INFO] [TRAIN] epoch=19, iter=11940/40000, loss=0.3597, lr=0.007268, batch_cost=0.5817, reader_cost=0.0002 | ETA 04:32:02 2020-11-12 23:34:38 [INFO] [TRAIN] epoch=19, iter=11950/40000, loss=0.5023, lr=0.007266, batch_cost=0.5444, reader_cost=0.0002 | ETA 04:14:30 2020-11-12 23:34:44 [INFO] [TRAIN] epoch=19, iter=11960/40000, loss=0.2643, lr=0.007264, batch_cost=0.5586, reader_cost=0.0002 | ETA 04:21:03 2020-11-12 23:34:49 [INFO] [TRAIN] epoch=19, iter=11970/40000, loss=0.4322, lr=0.007261, batch_cost=0.5138, reader_cost=0.0002 | ETA 04:00:02 2020-11-12 23:34:54 [INFO] [TRAIN] epoch=19, iter=11980/40000, loss=0.3666, lr=0.007259, batch_cost=0.5095, reader_cost=0.0002 | ETA 03:57:55 2020-11-12 23:34:59 [INFO] [TRAIN] epoch=19, iter=11990/40000, loss=0.2764, lr=0.007257, batch_cost=0.5021, reader_cost=0.0002 | ETA 03:54:24 2020-11-12 23:35:04 [INFO] [TRAIN] epoch=19, iter=12000/40000, loss=0.3535, lr=0.007254, batch_cost=0.5078, reader_cost=0.0002 | ETA 03:56:59 2020-11-12 23:35:04 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 23:36:00 [INFO] [EVAL] #Images=1449 mIoU=0.5949 Acc=0.9092 Kappa=0.7965 2020-11-12 23:36:00 [INFO] [EVAL] Class IoU: [0.9194 0.7862 0.3149 0.5732 0.5216 0.6983 0.7761 0.679 0.6765 0.2649 0.4972 0.4096 0.5765 0.575 0.6722 0.7815 0.4682 0.5536 0.4141 0.7465 0.5877] 2020-11-12 23:36:00 [INFO] [EVAL] Class Acc: [0.9487 0.9274 0.435 0.9515 0.5759 0.8546 0.8345 0.8363 0.9476 0.638 0.8324 0.8828 0.6034 0.6309 0.8805 0.8507 0.7574 0.876 0.6917 0.9553 0.7265] 2020-11-12 23:36:01 [INFO] [EVAL] The model with the best validation mIoU (0.6372) was saved at iter 8000. 2020-11-12 23:36:06 [INFO] [TRAIN] epoch=19, iter=12010/40000, loss=0.3787, lr=0.007252, batch_cost=0.5215, reader_cost=0.0002 | ETA 04:03:15 2020-11-12 23:36:11 [INFO] [TRAIN] epoch=19, iter=12020/40000, loss=0.2842, lr=0.007250, batch_cost=0.5241, reader_cost=0.0002 | ETA 04:04:23 2020-11-12 23:36:17 [INFO] [TRAIN] epoch=19, iter=12030/40000, loss=0.4240, lr=0.007247, batch_cost=0.5244, reader_cost=0.0002 | ETA 04:04:27 2020-11-12 23:36:22 [INFO] [TRAIN] epoch=19, iter=12040/40000, loss=0.3567, lr=0.007245, batch_cost=0.5331, reader_cost=0.0002 | ETA 04:08:25 2020-11-12 23:36:29 [INFO] [TRAIN] epoch=19, iter=12050/40000, loss=0.3030, lr=0.007243, batch_cost=0.6560, reader_cost=0.0002 | ETA 05:05:33 2020-11-12 23:36:34 [INFO] [TRAIN] epoch=19, iter=12060/40000, loss=0.2785, lr=0.007240, batch_cost=0.5298, reader_cost=0.0002 | ETA 04:06:43 2020-11-12 23:36:39 [INFO] [TRAIN] epoch=19, iter=12070/40000, loss=0.2527, lr=0.007238, batch_cost=0.5278, reader_cost=0.0002 | ETA 04:05:41 2020-11-12 23:36:45 [INFO] [TRAIN] epoch=19, iter=12080/40000, loss=0.4484, lr=0.007236, batch_cost=0.5469, reader_cost=0.0002 | ETA 04:14:29 2020-11-12 23:36:50 [INFO] [TRAIN] epoch=19, iter=12090/40000, loss=0.4094, lr=0.007233, batch_cost=0.5524, reader_cost=0.0002 | ETA 04:16:57 2020-11-12 23:36:55 [INFO] [TRAIN] epoch=19, iter=12100/40000, loss=0.4044, lr=0.007231, batch_cost=0.5400, reader_cost=0.0002 | ETA 04:11:05 2020-11-12 23:37:01 [INFO] [TRAIN] epoch=19, iter=12110/40000, loss=0.2564, lr=0.007229, batch_cost=0.5111, reader_cost=0.0002 | ETA 03:57:34 2020-11-12 23:37:06 [INFO] [TRAIN] epoch=19, iter=12120/40000, loss=0.4230, lr=0.007226, batch_cost=0.5080, reader_cost=0.0002 | ETA 03:56:02 2020-11-12 23:37:13 [INFO] [TRAIN] epoch=19, iter=12130/40000, loss=0.3162, lr=0.007224, batch_cost=0.7631, reader_cost=0.0002 | ETA 05:54:27 2020-11-12 23:37:19 [INFO] [TRAIN] epoch=19, iter=12140/40000, loss=0.2918, lr=0.007222, batch_cost=0.5488, reader_cost=0.0002 | ETA 04:14:50 2020-11-12 23:37:24 [INFO] [TRAIN] epoch=19, iter=12150/40000, loss=0.3198, lr=0.007219, batch_cost=0.5616, reader_cost=0.0002 | ETA 04:20:41 2020-11-12 23:37:30 [INFO] [TRAIN] epoch=19, iter=12160/40000, loss=0.4254, lr=0.007217, batch_cost=0.5883, reader_cost=0.0002 | ETA 04:32:59 2020-11-12 23:37:36 [INFO] [TRAIN] epoch=19, iter=12170/40000, loss=0.4438, lr=0.007215, batch_cost=0.5730, reader_cost=0.0002 | ETA 04:25:46 2020-11-12 23:37:41 [INFO] [TRAIN] epoch=19, iter=12180/40000, loss=0.3380, lr=0.007212, batch_cost=0.5429, reader_cost=0.0002 | ETA 04:11:44 2020-11-12 23:37:47 [INFO] [TRAIN] epoch=19, iter=12190/40000, loss=0.5045, lr=0.007210, batch_cost=0.5206, reader_cost=0.0002 | ETA 04:01:18 2020-11-12 23:37:52 [INFO] [TRAIN] epoch=19, iter=12200/40000, loss=0.3202, lr=0.007208, batch_cost=0.5238, reader_cost=0.0002 | ETA 04:02:42 2020-11-12 23:37:57 [INFO] [TRAIN] epoch=19, iter=12210/40000, loss=0.2855, lr=0.007205, batch_cost=0.5532, reader_cost=0.0002 | ETA 04:16:13 2020-11-12 23:38:03 [INFO] [TRAIN] epoch=19, iter=12220/40000, loss=0.3285, lr=0.007203, batch_cost=0.5480, reader_cost=0.0002 | ETA 04:13:42 2020-11-12 23:38:09 [INFO] [TRAIN] epoch=19, iter=12230/40000, loss=0.2986, lr=0.007201, batch_cost=0.5691, reader_cost=0.0002 | ETA 04:23:23 2020-11-12 23:38:14 [INFO] [TRAIN] epoch=19, iter=12240/40000, loss=0.2790, lr=0.007198, batch_cost=0.5613, reader_cost=0.0002 | ETA 04:19:40 2020-11-12 23:38:20 [INFO] [TRAIN] epoch=19, iter=12250/40000, loss=0.3263, lr=0.007196, batch_cost=0.5781, reader_cost=0.0002 | ETA 04:27:21 2020-11-12 23:38:26 [INFO] [TRAIN] epoch=19, iter=12260/40000, loss=0.4063, lr=0.007194, batch_cost=0.5683, reader_cost=0.0002 | ETA 04:22:44 2020-11-12 23:38:32 [INFO] [TRAIN] epoch=19, iter=12270/40000, loss=0.5698, lr=0.007191, batch_cost=0.5925, reader_cost=0.0002 | ETA 04:33:48 2020-11-12 23:38:37 [INFO] [TRAIN] epoch=19, iter=12280/40000, loss=0.3229, lr=0.007189, batch_cost=0.5595, reader_cost=0.0002 | ETA 04:18:29 2020-11-12 23:38:43 [INFO] [TRAIN] epoch=19, iter=12290/40000, loss=0.4218, lr=0.007187, batch_cost=0.5687, reader_cost=0.0002 | ETA 04:22:39 2020-11-12 23:38:49 [INFO] [TRAIN] epoch=19, iter=12300/40000, loss=0.2060, lr=0.007184, batch_cost=0.5626, reader_cost=0.0014 | ETA 04:19:43 2020-11-12 23:38:54 [INFO] [TRAIN] epoch=19, iter=12310/40000, loss=0.2592, lr=0.007182, batch_cost=0.5628, reader_cost=0.0002 | ETA 04:19:44 2020-11-12 23:39:00 [INFO] [TRAIN] epoch=19, iter=12320/40000, loss=0.2734, lr=0.007180, batch_cost=0.5679, reader_cost=0.0002 | ETA 04:22:00 2020-11-12 23:39:06 [INFO] [TRAIN] epoch=19, iter=12330/40000, loss=0.3921, lr=0.007177, batch_cost=0.5868, reader_cost=0.0002 | ETA 04:30:35 2020-11-12 23:39:11 [INFO] [TRAIN] epoch=19, iter=12340/40000, loss=0.4386, lr=0.007175, batch_cost=0.5680, reader_cost=0.0014 | ETA 04:21:49 2020-11-12 23:39:17 [INFO] [TRAIN] epoch=19, iter=12350/40000, loss=0.2698, lr=0.007173, batch_cost=0.5608, reader_cost=0.0002 | ETA 04:18:26 2020-11-12 23:39:22 [INFO] [TRAIN] epoch=19, iter=12360/40000, loss=0.3580, lr=0.007170, batch_cost=0.5382, reader_cost=0.0002 | ETA 04:07:56 2020-11-12 23:39:49 [INFO] [TRAIN] epoch=19, iter=12370/40000, loss=0.3167, lr=0.007168, batch_cost=2.6989, reader_cost=0.0002 | ETA 20:42:49 2020-11-12 23:39:55 [INFO] [TRAIN] epoch=19, iter=12380/40000, loss=0.4629, lr=0.007166, batch_cost=0.5342, reader_cost=0.0002 | ETA 04:05:55 2020-11-12 23:40:00 [INFO] [TRAIN] epoch=19, iter=12390/40000, loss=0.3782, lr=0.007163, batch_cost=0.5319, reader_cost=0.0002 | ETA 04:04:45 2020-11-12 23:40:05 [INFO] [TRAIN] epoch=19, iter=12400/40000, loss=0.4997, lr=0.007161, batch_cost=0.5297, reader_cost=0.0002 | ETA 04:03:39 2020-11-12 23:40:11 [INFO] [TRAIN] epoch=19, iter=12410/40000, loss=0.3222, lr=0.007159, batch_cost=0.5282, reader_cost=0.0002 | ETA 04:02:54 2020-11-12 23:40:16 [INFO] [TRAIN] epoch=19, iter=12420/40000, loss=0.3473, lr=0.007156, batch_cost=0.5386, reader_cost=0.0002 | ETA 04:07:34 2020-11-12 23:40:21 [INFO] [TRAIN] epoch=19, iter=12430/40000, loss=0.3588, lr=0.007154, batch_cost=0.5500, reader_cost=0.0002 | ETA 04:12:44 2020-11-12 23:40:27 [INFO] [TRAIN] epoch=19, iter=12440/40000, loss=0.4128, lr=0.007152, batch_cost=0.5240, reader_cost=0.0002 | ETA 04:00:42 2020-11-12 23:40:34 [INFO] [TRAIN] epoch=19, iter=12450/40000, loss=0.2497, lr=0.007149, batch_cost=0.7465, reader_cost=0.0002 | ETA 05:42:47 2020-11-12 23:40:39 [INFO] [TRAIN] epoch=19, iter=12460/40000, loss=0.3772, lr=0.007147, batch_cost=0.5160, reader_cost=0.0002 | ETA 03:56:50 2020-11-12 23:40:44 [INFO] [TRAIN] epoch=19, iter=12470/40000, loss=0.2900, lr=0.007145, batch_cost=0.5088, reader_cost=0.0002 | ETA 03:53:28 2020-11-12 23:40:49 [INFO] [TRAIN] epoch=19, iter=12480/40000, loss=0.3319, lr=0.007142, batch_cost=0.5043, reader_cost=0.0003 | ETA 03:51:17 2020-11-12 23:40:55 [INFO] [TRAIN] epoch=19, iter=12490/40000, loss=0.3790, lr=0.007140, batch_cost=0.5068, reader_cost=0.0002 | ETA 03:52:21 2020-11-12 23:41:00 [INFO] [TRAIN] epoch=19, iter=12500/40000, loss=0.2883, lr=0.007138, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:51:25 2020-11-12 23:41:05 [INFO] [TRAIN] epoch=19, iter=12510/40000, loss=0.3222, lr=0.007135, batch_cost=0.5112, reader_cost=0.0002 | ETA 03:54:12 2020-11-12 23:41:10 [INFO] [TRAIN] epoch=19, iter=12520/40000, loss=0.4052, lr=0.007133, batch_cost=0.5172, reader_cost=0.0002 | ETA 03:56:52 2020-11-12 23:41:15 [INFO] [TRAIN] epoch=19, iter=12530/40000, loss=0.4209, lr=0.007131, batch_cost=0.5177, reader_cost=0.0002 | ETA 03:57:01 2020-11-12 23:41:20 [INFO] [TRAIN] epoch=19, iter=12540/40000, loss=0.2830, lr=0.007128, batch_cost=0.5114, reader_cost=0.0002 | ETA 03:54:03 2020-11-12 23:41:25 [INFO] [TRAIN] epoch=19, iter=12550/40000, loss=0.4208, lr=0.007126, batch_cost=0.5056, reader_cost=0.0002 | ETA 03:51:18 2020-11-12 23:41:31 [INFO] [TRAIN] epoch=20, iter=12560/40000, loss=0.2865, lr=0.007124, batch_cost=0.6247, reader_cost=0.0804 | ETA 04:45:41 2020-11-12 23:41:37 [INFO] [TRAIN] epoch=20, iter=12570/40000, loss=0.4356, lr=0.007121, batch_cost=0.5326, reader_cost=0.0006 | ETA 04:03:28 2020-11-12 23:41:42 [INFO] [TRAIN] epoch=20, iter=12580/40000, loss=0.3664, lr=0.007119, batch_cost=0.5292, reader_cost=0.0002 | ETA 04:01:50 2020-11-12 23:41:47 [INFO] [TRAIN] epoch=20, iter=12590/40000, loss=0.4767, lr=0.007117, batch_cost=0.5314, reader_cost=0.0002 | ETA 04:02:46 2020-11-12 23:41:53 [INFO] [TRAIN] epoch=20, iter=12600/40000, loss=0.2569, lr=0.007114, batch_cost=0.5338, reader_cost=0.0002 | ETA 04:03:46 2020-11-12 23:41:58 [INFO] [TRAIN] epoch=20, iter=12610/40000, loss=0.4043, lr=0.007112, batch_cost=0.5363, reader_cost=0.0002 | ETA 04:04:48 2020-11-12 23:42:03 [INFO] [TRAIN] epoch=20, iter=12620/40000, loss=0.4077, lr=0.007110, batch_cost=0.5367, reader_cost=0.0002 | ETA 04:04:55 2020-11-12 23:42:09 [INFO] [TRAIN] epoch=20, iter=12630/40000, loss=0.2203, lr=0.007107, batch_cost=0.5499, reader_cost=0.0002 | ETA 04:10:50 2020-11-12 23:42:14 [INFO] [TRAIN] epoch=20, iter=12640/40000, loss=0.3620, lr=0.007105, batch_cost=0.5507, reader_cost=0.0002 | ETA 04:11:07 2020-11-12 23:42:20 [INFO] [TRAIN] epoch=20, iter=12650/40000, loss=0.2622, lr=0.007103, batch_cost=0.5350, reader_cost=0.0002 | ETA 04:03:52 2020-11-12 23:42:25 [INFO] [TRAIN] epoch=20, iter=12660/40000, loss=0.3317, lr=0.007100, batch_cost=0.5318, reader_cost=0.0002 | ETA 04:02:19 2020-11-12 23:42:31 [INFO] [TRAIN] epoch=20, iter=12670/40000, loss=0.2153, lr=0.007098, batch_cost=0.5390, reader_cost=0.0002 | ETA 04:05:30 2020-11-12 23:42:36 [INFO] [TRAIN] epoch=20, iter=12680/40000, loss=0.4086, lr=0.007096, batch_cost=0.5315, reader_cost=0.0002 | ETA 04:01:59 2020-11-12 23:42:42 [INFO] [TRAIN] epoch=20, iter=12690/40000, loss=0.3667, lr=0.007093, batch_cost=0.5723, reader_cost=0.0002 | ETA 04:20:29 2020-11-12 23:42:47 [INFO] [TRAIN] epoch=20, iter=12700/40000, loss=0.4398, lr=0.007091, batch_cost=0.5451, reader_cost=0.0002 | ETA 04:08:01 2020-11-12 23:42:53 [INFO] [TRAIN] epoch=20, iter=12710/40000, loss=0.4692, lr=0.007089, batch_cost=0.5573, reader_cost=0.0014 | ETA 04:13:29 2020-11-12 23:42:58 [INFO] [TRAIN] epoch=20, iter=12720/40000, loss=0.4753, lr=0.007086, batch_cost=0.5369, reader_cost=0.0002 | ETA 04:04:05 2020-11-12 23:43:03 [INFO] [TRAIN] epoch=20, iter=12730/40000, loss=0.2633, lr=0.007084, batch_cost=0.5329, reader_cost=0.0002 | ETA 04:02:11 2020-11-12 23:43:09 [INFO] [TRAIN] epoch=20, iter=12740/40000, loss=0.2789, lr=0.007082, batch_cost=0.5374, reader_cost=0.0002 | ETA 04:04:10 2020-11-12 23:43:14 [INFO] [TRAIN] epoch=20, iter=12750/40000, loss=0.3779, lr=0.007079, batch_cost=0.5402, reader_cost=0.0002 | ETA 04:05:21 2020-11-12 23:43:19 [INFO] [TRAIN] epoch=20, iter=12760/40000, loss=0.3724, lr=0.007077, batch_cost=0.5258, reader_cost=0.0002 | ETA 03:58:41 2020-11-12 23:43:25 [INFO] [TRAIN] epoch=20, iter=12770/40000, loss=0.3215, lr=0.007075, batch_cost=0.5289, reader_cost=0.0002 | ETA 04:00:01 2020-11-12 23:43:30 [INFO] [TRAIN] epoch=20, iter=12780/40000, loss=0.2074, lr=0.007072, batch_cost=0.5308, reader_cost=0.0002 | ETA 04:00:48 2020-11-12 23:43:35 [INFO] [TRAIN] epoch=20, iter=12790/40000, loss=0.3402, lr=0.007070, batch_cost=0.5299, reader_cost=0.0002 | ETA 04:00:18 2020-11-12 23:43:41 [INFO] [TRAIN] epoch=20, iter=12800/40000, loss=0.4068, lr=0.007068, batch_cost=0.5467, reader_cost=0.0002 | ETA 04:07:49 2020-11-12 23:43:46 [INFO] [TRAIN] epoch=20, iter=12810/40000, loss=0.3124, lr=0.007065, batch_cost=0.5407, reader_cost=0.0002 | ETA 04:05:02 2020-11-12 23:43:52 [INFO] [TRAIN] epoch=20, iter=12820/40000, loss=0.3131, lr=0.007063, batch_cost=0.5389, reader_cost=0.0002 | ETA 04:04:06 2020-11-12 23:43:57 [INFO] [TRAIN] epoch=20, iter=12830/40000, loss=0.3568, lr=0.007061, batch_cost=0.5319, reader_cost=0.0002 | ETA 04:00:52 2020-11-12 23:44:02 [INFO] [TRAIN] epoch=20, iter=12840/40000, loss=0.3066, lr=0.007058, batch_cost=0.5232, reader_cost=0.0002 | ETA 03:56:51 2020-11-12 23:44:07 [INFO] [TRAIN] epoch=20, iter=12850/40000, loss=0.3044, lr=0.007056, batch_cost=0.5111, reader_cost=0.0016 | ETA 03:51:16 2020-11-12 23:44:12 [INFO] [TRAIN] epoch=20, iter=12860/40000, loss=0.4199, lr=0.007054, batch_cost=0.5148, reader_cost=0.0002 | ETA 03:52:51 2020-11-12 23:44:18 [INFO] [TRAIN] epoch=20, iter=12870/40000, loss=0.4337, lr=0.007051, batch_cost=0.5198, reader_cost=0.0002 | ETA 03:55:01 2020-11-12 23:44:23 [INFO] [TRAIN] epoch=20, iter=12880/40000, loss=0.3985, lr=0.007049, batch_cost=0.5204, reader_cost=0.0002 | ETA 03:55:13 2020-11-12 23:44:28 [INFO] [TRAIN] epoch=20, iter=12890/40000, loss=0.2498, lr=0.007047, batch_cost=0.5256, reader_cost=0.0002 | ETA 03:57:30 2020-11-12 23:44:33 [INFO] [TRAIN] epoch=20, iter=12900/40000, loss=0.3409, lr=0.007044, batch_cost=0.5398, reader_cost=0.0002 | ETA 04:03:48 2020-11-12 23:44:39 [INFO] [TRAIN] epoch=20, iter=12910/40000, loss=0.4460, lr=0.007042, batch_cost=0.5509, reader_cost=0.0002 | ETA 04:08:43 2020-11-12 23:44:44 [INFO] [TRAIN] epoch=20, iter=12920/40000, loss=0.4155, lr=0.007040, batch_cost=0.5468, reader_cost=0.0002 | ETA 04:06:47 2020-11-12 23:44:50 [INFO] [TRAIN] epoch=20, iter=12930/40000, loss=0.4290, lr=0.007037, batch_cost=0.5457, reader_cost=0.0002 | ETA 04:06:12 2020-11-12 23:44:55 [INFO] [TRAIN] epoch=20, iter=12940/40000, loss=0.4564, lr=0.007035, batch_cost=0.5289, reader_cost=0.0002 | ETA 03:58:33 2020-11-12 23:45:00 [INFO] [TRAIN] epoch=20, iter=12950/40000, loss=0.5879, lr=0.007033, batch_cost=0.5362, reader_cost=0.0002 | ETA 04:01:44 2020-11-12 23:45:06 [INFO] [TRAIN] epoch=20, iter=12960/40000, loss=0.3286, lr=0.007030, batch_cost=0.5245, reader_cost=0.0002 | ETA 03:56:22 2020-11-12 23:45:11 [INFO] [TRAIN] epoch=20, iter=12970/40000, loss=0.4491, lr=0.007028, batch_cost=0.5162, reader_cost=0.0002 | ETA 03:52:31 2020-11-12 23:45:16 [INFO] [TRAIN] epoch=20, iter=12980/40000, loss=0.3104, lr=0.007026, batch_cost=0.5241, reader_cost=0.0002 | ETA 03:56:00 2020-11-12 23:45:21 [INFO] [TRAIN] epoch=20, iter=12990/40000, loss=0.4115, lr=0.007023, batch_cost=0.5247, reader_cost=0.0002 | ETA 03:56:12 2020-11-12 23:45:27 [INFO] [TRAIN] epoch=20, iter=13000/40000, loss=0.3404, lr=0.007021, batch_cost=0.5137, reader_cost=0.0002 | ETA 03:51:10 2020-11-12 23:45:32 [INFO] [TRAIN] epoch=20, iter=13010/40000, loss=0.2684, lr=0.007018, batch_cost=0.5188, reader_cost=0.0002 | ETA 03:53:23 2020-11-12 23:45:37 [INFO] [TRAIN] epoch=20, iter=13020/40000, loss=0.4048, lr=0.007016, batch_cost=0.5208, reader_cost=0.0002 | ETA 03:54:11 2020-11-12 23:45:42 [INFO] [TRAIN] epoch=20, iter=13030/40000, loss=0.3187, lr=0.007014, batch_cost=0.5374, reader_cost=0.0015 | ETA 04:01:34 2020-11-12 23:45:47 [INFO] [TRAIN] epoch=20, iter=13040/40000, loss=0.4273, lr=0.007011, batch_cost=0.5119, reader_cost=0.0002 | ETA 03:50:00 2020-11-12 23:45:53 [INFO] [TRAIN] epoch=20, iter=13050/40000, loss=0.3539, lr=0.007009, batch_cost=0.5191, reader_cost=0.0002 | ETA 03:53:09 2020-11-12 23:45:58 [INFO] [TRAIN] epoch=20, iter=13060/40000, loss=0.3215, lr=0.007007, batch_cost=0.5312, reader_cost=0.0002 | ETA 03:58:29 2020-11-12 23:46:03 [INFO] [TRAIN] epoch=20, iter=13070/40000, loss=0.3364, lr=0.007004, batch_cost=0.5277, reader_cost=0.0002 | ETA 03:56:50 2020-11-12 23:46:08 [INFO] [TRAIN] epoch=20, iter=13080/40000, loss=0.4762, lr=0.007002, batch_cost=0.5226, reader_cost=0.0002 | ETA 03:54:28 2020-11-12 23:46:14 [INFO] [TRAIN] epoch=20, iter=13090/40000, loss=0.3885, lr=0.007000, batch_cost=0.5364, reader_cost=0.0002 | ETA 04:00:34 2020-11-12 23:46:19 [INFO] [TRAIN] epoch=20, iter=13100/40000, loss=0.4116, lr=0.006997, batch_cost=0.5265, reader_cost=0.0002 | ETA 03:56:02 2020-11-12 23:46:24 [INFO] [TRAIN] epoch=20, iter=13110/40000, loss=0.2800, lr=0.006995, batch_cost=0.5196, reader_cost=0.0002 | ETA 03:52:50 2020-11-12 23:46:29 [INFO] [TRAIN] epoch=20, iter=13120/40000, loss=0.3410, lr=0.006993, batch_cost=0.5118, reader_cost=0.0002 | ETA 03:49:16 2020-11-12 23:46:35 [INFO] [TRAIN] epoch=20, iter=13130/40000, loss=0.1859, lr=0.006990, batch_cost=0.5271, reader_cost=0.0002 | ETA 03:56:02 2020-11-12 23:46:40 [INFO] [TRAIN] epoch=20, iter=13140/40000, loss=0.2933, lr=0.006988, batch_cost=0.5479, reader_cost=0.0002 | ETA 04:05:17 2020-11-12 23:46:45 [INFO] [TRAIN] epoch=20, iter=13150/40000, loss=0.3463, lr=0.006986, batch_cost=0.5351, reader_cost=0.0002 | ETA 03:59:26 2020-11-12 23:46:51 [INFO] [TRAIN] epoch=20, iter=13160/40000, loss=0.2179, lr=0.006983, batch_cost=0.5344, reader_cost=0.0002 | ETA 03:59:04 2020-11-12 23:46:56 [INFO] [TRAIN] epoch=20, iter=13170/40000, loss=0.3261, lr=0.006981, batch_cost=0.5174, reader_cost=0.0002 | ETA 03:51:22 2020-11-12 23:47:01 [INFO] [TRAIN] epoch=20, iter=13180/40000, loss=0.2872, lr=0.006979, batch_cost=0.5069, reader_cost=0.0002 | ETA 03:46:34 2020-11-12 23:47:06 [INFO] [TRAIN] epoch=20, iter=13190/40000, loss=0.3017, lr=0.006976, batch_cost=0.5119, reader_cost=0.0002 | ETA 03:48:43 2020-11-12 23:47:11 [INFO] [TRAIN] epoch=20, iter=13200/40000, loss=0.3544, lr=0.006974, batch_cost=0.5193, reader_cost=0.0002 | ETA 03:51:56 2020-11-12 23:47:17 [INFO] [TRAIN] epoch=20, iter=13210/40000, loss=0.4324, lr=0.006972, batch_cost=0.5223, reader_cost=0.0002 | ETA 03:53:12 2020-11-12 23:47:22 [INFO] [TRAIN] epoch=20, iter=13220/40000, loss=0.2230, lr=0.006969, batch_cost=0.4972, reader_cost=0.0001 | ETA 03:41:54 2020-11-12 23:47:28 [INFO] [TRAIN] epoch=21, iter=13230/40000, loss=0.3644, lr=0.006967, batch_cost=0.6042, reader_cost=0.0884 | ETA 04:29:35 2020-11-12 23:47:33 [INFO] [TRAIN] epoch=21, iter=13240/40000, loss=0.2463, lr=0.006965, batch_cost=0.4969, reader_cost=0.0004 | ETA 03:41:36 2020-11-12 23:47:38 [INFO] [TRAIN] epoch=21, iter=13250/40000, loss=0.1927, lr=0.006962, batch_cost=0.4933, reader_cost=0.0002 | ETA 03:39:55 2020-11-12 23:47:42 [INFO] [TRAIN] epoch=21, iter=13260/40000, loss=0.3810, lr=0.006960, batch_cost=0.4921, reader_cost=0.0002 | ETA 03:39:19 2020-11-12 23:47:47 [INFO] [TRAIN] epoch=21, iter=13270/40000, loss=0.3243, lr=0.006958, batch_cost=0.4943, reader_cost=0.0002 | ETA 03:40:11 2020-11-12 23:47:52 [INFO] [TRAIN] epoch=21, iter=13280/40000, loss=0.2215, lr=0.006955, batch_cost=0.4920, reader_cost=0.0001 | ETA 03:39:06 2020-11-12 23:47:57 [INFO] [TRAIN] epoch=21, iter=13290/40000, loss=0.2396, lr=0.006953, batch_cost=0.4959, reader_cost=0.0002 | ETA 03:40:45 2020-11-12 23:48:02 [INFO] [TRAIN] epoch=21, iter=13300/40000, loss=0.2447, lr=0.006951, batch_cost=0.4952, reader_cost=0.0002 | ETA 03:40:21 2020-11-12 23:48:07 [INFO] [TRAIN] epoch=21, iter=13310/40000, loss=0.3970, lr=0.006948, batch_cost=0.4939, reader_cost=0.0002 | ETA 03:39:41 2020-11-12 23:48:12 [INFO] [TRAIN] epoch=21, iter=13320/40000, loss=0.2918, lr=0.006946, batch_cost=0.4905, reader_cost=0.0002 | ETA 03:38:07 2020-11-12 23:48:17 [INFO] [TRAIN] epoch=21, iter=13330/40000, loss=0.2642, lr=0.006944, batch_cost=0.5026, reader_cost=0.0002 | ETA 03:43:24 2020-11-12 23:48:22 [INFO] [TRAIN] epoch=21, iter=13340/40000, loss=0.2863, lr=0.006941, batch_cost=0.4968, reader_cost=0.0002 | ETA 03:40:44 2020-11-12 23:48:27 [INFO] [TRAIN] epoch=21, iter=13350/40000, loss=0.3439, lr=0.006939, batch_cost=0.4932, reader_cost=0.0002 | ETA 03:39:02 2020-11-12 23:48:32 [INFO] [TRAIN] epoch=21, iter=13360/40000, loss=0.3331, lr=0.006937, batch_cost=0.4962, reader_cost=0.0002 | ETA 03:40:20 2020-11-12 23:48:37 [INFO] [TRAIN] epoch=21, iter=13370/40000, loss=0.2943, lr=0.006934, batch_cost=0.4972, reader_cost=0.0002 | ETA 03:40:41 2020-11-12 23:48:42 [INFO] [TRAIN] epoch=21, iter=13380/40000, loss=0.3959, lr=0.006932, batch_cost=0.4926, reader_cost=0.0002 | ETA 03:38:33 2020-11-12 23:48:47 [INFO] [TRAIN] epoch=21, iter=13390/40000, loss=0.3218, lr=0.006929, batch_cost=0.4938, reader_cost=0.0002 | ETA 03:39:00 2020-11-12 23:48:52 [INFO] [TRAIN] epoch=21, iter=13400/40000, loss=0.3888, lr=0.006927, batch_cost=0.5010, reader_cost=0.0002 | ETA 03:42:05 2020-11-12 23:48:57 [INFO] [TRAIN] epoch=21, iter=13410/40000, loss=0.3270, lr=0.006925, batch_cost=0.5014, reader_cost=0.0002 | ETA 03:42:11 2020-11-12 23:49:02 [INFO] [TRAIN] epoch=21, iter=13420/40000, loss=0.4046, lr=0.006922, batch_cost=0.4894, reader_cost=0.0002 | ETA 03:36:48 2020-11-12 23:49:07 [INFO] [TRAIN] epoch=21, iter=13430/40000, loss=0.3230, lr=0.006920, batch_cost=0.4942, reader_cost=0.0002 | ETA 03:38:50 2020-11-12 23:49:12 [INFO] [TRAIN] epoch=21, iter=13440/40000, loss=0.2268, lr=0.006918, batch_cost=0.5567, reader_cost=0.0002 | ETA 04:06:27 2020-11-12 23:49:18 [INFO] [TRAIN] epoch=21, iter=13450/40000, loss=0.3880, lr=0.006915, batch_cost=0.5768, reader_cost=0.0002 | ETA 04:15:14 2020-11-12 23:49:24 [INFO] [TRAIN] epoch=21, iter=13460/40000, loss=0.2205, lr=0.006913, batch_cost=0.5756, reader_cost=0.0002 | ETA 04:14:36 2020-11-12 23:49:29 [INFO] [TRAIN] epoch=21, iter=13470/40000, loss=0.3221, lr=0.006911, batch_cost=0.5731, reader_cost=0.0002 | ETA 04:13:24 2020-11-12 23:49:35 [INFO] [TRAIN] epoch=21, iter=13480/40000, loss=0.3111, lr=0.006908, batch_cost=0.5753, reader_cost=0.0002 | ETA 04:14:17 2020-11-12 23:49:41 [INFO] [TRAIN] epoch=21, iter=13490/40000, loss=0.3045, lr=0.006906, batch_cost=0.5699, reader_cost=0.0002 | ETA 04:11:49 2020-11-12 23:49:47 [INFO] [TRAIN] epoch=21, iter=13500/40000, loss=0.3139, lr=0.006904, batch_cost=0.5752, reader_cost=0.0002 | ETA 04:14:03 2020-11-12 23:49:52 [INFO] [TRAIN] epoch=21, iter=13510/40000, loss=0.3345, lr=0.006901, batch_cost=0.5363, reader_cost=0.0002 | ETA 03:56:47 2020-11-12 23:49:57 [INFO] [TRAIN] epoch=21, iter=13520/40000, loss=0.3084, lr=0.006899, batch_cost=0.5018, reader_cost=0.0002 | ETA 03:41:28 2020-11-12 23:50:02 [INFO] [TRAIN] epoch=21, iter=13530/40000, loss=0.2427, lr=0.006897, batch_cost=0.4988, reader_cost=0.0002 | ETA 03:40:02 2020-11-12 23:50:07 [INFO] [TRAIN] epoch=21, iter=13540/40000, loss=0.4284, lr=0.006894, batch_cost=0.4978, reader_cost=0.0002 | ETA 03:39:31 2020-11-12 23:50:12 [INFO] [TRAIN] epoch=21, iter=13550/40000, loss=0.3469, lr=0.006892, batch_cost=0.4969, reader_cost=0.0002 | ETA 03:39:04 2020-11-12 23:50:17 [INFO] [TRAIN] epoch=21, iter=13560/40000, loss=0.4455, lr=0.006890, batch_cost=0.5081, reader_cost=0.0002 | ETA 03:43:54 2020-11-12 23:50:22 [INFO] [TRAIN] epoch=21, iter=13570/40000, loss=0.2365, lr=0.006887, batch_cost=0.5040, reader_cost=0.0002 | ETA 03:42:01 2020-11-12 23:50:27 [INFO] [TRAIN] epoch=21, iter=13580/40000, loss=0.4302, lr=0.006885, batch_cost=0.5068, reader_cost=0.0002 | ETA 03:43:08 2020-11-12 23:50:32 [INFO] [TRAIN] epoch=21, iter=13590/40000, loss=0.3792, lr=0.006883, batch_cost=0.5030, reader_cost=0.0002 | ETA 03:41:24 2020-11-12 23:50:37 [INFO] [TRAIN] epoch=21, iter=13600/40000, loss=0.2660, lr=0.006880, batch_cost=0.5111, reader_cost=0.0002 | ETA 03:44:54 2020-11-12 23:50:42 [INFO] [TRAIN] epoch=21, iter=13610/40000, loss=0.3048, lr=0.006878, batch_cost=0.5152, reader_cost=0.0002 | ETA 03:46:35 2020-11-12 23:50:48 [INFO] [TRAIN] epoch=21, iter=13620/40000, loss=0.3264, lr=0.006876, batch_cost=0.5065, reader_cost=0.0002 | ETA 03:42:41 2020-11-12 23:50:53 [INFO] [TRAIN] epoch=21, iter=13630/40000, loss=0.4067, lr=0.006873, batch_cost=0.5091, reader_cost=0.0002 | ETA 03:43:44 2020-11-12 23:50:58 [INFO] [TRAIN] epoch=21, iter=13640/40000, loss=0.3371, lr=0.006871, batch_cost=0.5046, reader_cost=0.0002 | ETA 03:41:40 2020-11-12 23:51:03 [INFO] [TRAIN] epoch=21, iter=13650/40000, loss=0.2973, lr=0.006869, batch_cost=0.5122, reader_cost=0.0002 | ETA 03:44:56 2020-11-12 23:51:08 [INFO] [TRAIN] epoch=21, iter=13660/40000, loss=0.2402, lr=0.006866, batch_cost=0.5243, reader_cost=0.0002 | ETA 03:50:10 2020-11-12 23:51:14 [INFO] [TRAIN] epoch=21, iter=13670/40000, loss=0.2778, lr=0.006864, batch_cost=0.5818, reader_cost=0.0002 | ETA 04:15:19 2020-11-12 23:51:20 [INFO] [TRAIN] epoch=21, iter=13680/40000, loss=0.3993, lr=0.006861, batch_cost=0.5802, reader_cost=0.0002 | ETA 04:14:29 2020-11-12 23:51:25 [INFO] [TRAIN] epoch=21, iter=13690/40000, loss=0.3517, lr=0.006859, batch_cost=0.5776, reader_cost=0.0002 | ETA 04:13:17 2020-11-12 23:51:31 [INFO] [TRAIN] epoch=21, iter=13700/40000, loss=0.3658, lr=0.006857, batch_cost=0.5749, reader_cost=0.0002 | ETA 04:12:00 2020-11-12 23:51:37 [INFO] [TRAIN] epoch=21, iter=13710/40000, loss=0.2699, lr=0.006854, batch_cost=0.5756, reader_cost=0.0002 | ETA 04:12:13 2020-11-12 23:51:43 [INFO] [TRAIN] epoch=21, iter=13720/40000, loss=0.2656, lr=0.006852, batch_cost=0.5754, reader_cost=0.0002 | ETA 04:12:01 2020-11-12 23:51:48 [INFO] [TRAIN] epoch=21, iter=13730/40000, loss=0.4420, lr=0.006850, batch_cost=0.5717, reader_cost=0.0002 | ETA 04:10:18 2020-11-12 23:51:54 [INFO] [TRAIN] epoch=21, iter=13740/40000, loss=0.3379, lr=0.006847, batch_cost=0.5765, reader_cost=0.0002 | ETA 04:12:18 2020-11-12 23:52:00 [INFO] [TRAIN] epoch=21, iter=13750/40000, loss=0.5223, lr=0.006845, batch_cost=0.5744, reader_cost=0.0002 | ETA 04:11:18 2020-11-12 23:52:06 [INFO] [TRAIN] epoch=21, iter=13760/40000, loss=0.3485, lr=0.006843, batch_cost=0.5786, reader_cost=0.0002 | ETA 04:13:02 2020-11-12 23:52:11 [INFO] [TRAIN] epoch=21, iter=13770/40000, loss=0.2922, lr=0.006840, batch_cost=0.5747, reader_cost=0.0002 | ETA 04:11:14 2020-11-12 23:52:17 [INFO] [TRAIN] epoch=21, iter=13780/40000, loss=0.3479, lr=0.006838, batch_cost=0.5808, reader_cost=0.0002 | ETA 04:13:49 2020-11-12 23:52:23 [INFO] [TRAIN] epoch=21, iter=13790/40000, loss=0.3066, lr=0.006836, batch_cost=0.5808, reader_cost=0.0002 | ETA 04:13:43 2020-11-12 23:52:29 [INFO] [TRAIN] epoch=21, iter=13800/40000, loss=0.6131, lr=0.006833, batch_cost=0.5743, reader_cost=0.0002 | ETA 04:10:46 2020-11-12 23:52:35 [INFO] [TRAIN] epoch=21, iter=13810/40000, loss=0.3326, lr=0.006831, batch_cost=0.5786, reader_cost=0.0002 | ETA 04:12:34 2020-11-12 23:52:40 [INFO] [TRAIN] epoch=21, iter=13820/40000, loss=0.4643, lr=0.006829, batch_cost=0.5732, reader_cost=0.0002 | ETA 04:10:05 2020-11-12 23:52:46 [INFO] [TRAIN] epoch=21, iter=13830/40000, loss=0.2924, lr=0.006826, batch_cost=0.5749, reader_cost=0.0002 | ETA 04:10:45 2020-11-12 23:52:52 [INFO] [TRAIN] epoch=21, iter=13840/40000, loss=0.2461, lr=0.006824, batch_cost=0.5725, reader_cost=0.0002 | ETA 04:09:36 2020-11-12 23:52:58 [INFO] [TRAIN] epoch=21, iter=13850/40000, loss=0.3792, lr=0.006822, batch_cost=0.5728, reader_cost=0.0002 | ETA 04:09:39 2020-11-12 23:53:03 [INFO] [TRAIN] epoch=21, iter=13860/40000, loss=0.4610, lr=0.006819, batch_cost=0.5761, reader_cost=0.0002 | ETA 04:10:59 2020-11-12 23:53:09 [INFO] [TRAIN] epoch=21, iter=13870/40000, loss=0.4209, lr=0.006817, batch_cost=0.5707, reader_cost=0.0002 | ETA 04:08:33 2020-11-12 23:53:15 [INFO] [TRAIN] epoch=21, iter=13880/40000, loss=0.3578, lr=0.006815, batch_cost=0.5718, reader_cost=0.0001 | ETA 04:08:55 2020-11-12 23:53:21 [INFO] [TRAIN] epoch=22, iter=13890/40000, loss=0.3321, lr=0.006812, batch_cost=0.6517, reader_cost=0.0869 | ETA 04:43:36 2020-11-12 23:53:27 [INFO] [TRAIN] epoch=22, iter=13900/40000, loss=0.2659, lr=0.006810, batch_cost=0.5483, reader_cost=0.0004 | ETA 03:58:31 2020-11-12 23:53:32 [INFO] [TRAIN] epoch=22, iter=13910/40000, loss=0.3209, lr=0.006808, batch_cost=0.5609, reader_cost=0.0002 | ETA 04:03:52 2020-11-12 23:53:38 [INFO] [TRAIN] epoch=22, iter=13920/40000, loss=0.2632, lr=0.006805, batch_cost=0.5528, reader_cost=0.0002 | ETA 04:00:17 2020-11-12 23:53:44 [INFO] [TRAIN] epoch=22, iter=13930/40000, loss=0.3517, lr=0.006803, batch_cost=0.5749, reader_cost=0.0002 | ETA 04:09:48 2020-11-12 23:53:49 [INFO] [TRAIN] epoch=22, iter=13940/40000, loss=0.3820, lr=0.006800, batch_cost=0.5452, reader_cost=0.0002 | ETA 03:56:48 2020-11-12 23:53:55 [INFO] [TRAIN] epoch=22, iter=13950/40000, loss=0.2833, lr=0.006798, batch_cost=0.5751, reader_cost=0.0002 | ETA 04:09:41 2020-11-12 23:54:00 [INFO] [TRAIN] epoch=22, iter=13960/40000, loss=0.2976, lr=0.006796, batch_cost=0.5626, reader_cost=0.0002 | ETA 04:04:09 2020-11-12 23:54:06 [INFO] [TRAIN] epoch=22, iter=13970/40000, loss=0.3493, lr=0.006793, batch_cost=0.5381, reader_cost=0.0002 | ETA 03:53:26 2020-11-12 23:54:11 [INFO] [TRAIN] epoch=22, iter=13980/40000, loss=0.3934, lr=0.006791, batch_cost=0.5347, reader_cost=0.0002 | ETA 03:51:52 2020-11-12 23:54:17 [INFO] [TRAIN] epoch=22, iter=13990/40000, loss=0.2495, lr=0.006789, batch_cost=0.5593, reader_cost=0.0002 | ETA 04:02:27 2020-11-12 23:54:22 [INFO] [TRAIN] epoch=22, iter=14000/40000, loss=0.3504, lr=0.006786, batch_cost=0.5451, reader_cost=0.0002 | ETA 03:56:11 2020-11-12 23:54:23 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-12 23:55:15 [INFO] [EVAL] #Images=1449 mIoU=0.6602 Acc=0.9210 Kappa=0.8268 2020-11-12 23:55:15 [INFO] [EVAL] Class IoU: [0.9219 0.8189 0.3641 0.761 0.5659 0.6893 0.832 0.7933 0.8294 0.2868 0.644 0.4709 0.7423 0.6617 0.7578 0.8094 0.5057 0.6523 0.4191 0.7106 0.6283] 2020-11-12 23:55:15 [INFO] [EVAL] Class Acc: [0.9587 0.8646 0.3882 0.8346 0.7667 0.8532 0.8871 0.8794 0.8727 0.3865 0.76 0.8738 0.8533 0.8807 0.8976 0.9046 0.8358 0.7078 0.7394 0.7764 0.8443] 2020-11-12 23:55:16 [INFO] [EVAL] The model with the best validation mIoU (0.6602) was saved at iter 14000. 2020-11-12 23:55:22 [INFO] [TRAIN] epoch=22, iter=14010/40000, loss=0.2273, lr=0.006784, batch_cost=0.5589, reader_cost=0.0004 | ETA 04:02:07 2020-11-12 23:55:28 [INFO] [TRAIN] epoch=22, iter=14020/40000, loss=0.3824, lr=0.006782, batch_cost=0.5574, reader_cost=0.0002 | ETA 04:01:21 2020-11-12 23:55:33 [INFO] [TRAIN] epoch=22, iter=14030/40000, loss=0.4178, lr=0.006779, batch_cost=0.5567, reader_cost=0.0002 | ETA 04:00:57 2020-11-12 23:55:39 [INFO] [TRAIN] epoch=22, iter=14040/40000, loss=0.3510, lr=0.006777, batch_cost=0.5665, reader_cost=0.0002 | ETA 04:05:06 2020-11-12 23:55:45 [INFO] [TRAIN] epoch=22, iter=14050/40000, loss=0.5440, lr=0.006775, batch_cost=0.5870, reader_cost=0.0002 | ETA 04:13:52 2020-11-12 23:55:51 [INFO] [TRAIN] epoch=22, iter=14060/40000, loss=0.2533, lr=0.006772, batch_cost=0.5864, reader_cost=0.0002 | ETA 04:13:31 2020-11-12 23:55:57 [INFO] [TRAIN] epoch=22, iter=14070/40000, loss=0.2852, lr=0.006770, batch_cost=0.5976, reader_cost=0.0002 | ETA 04:18:16 2020-11-12 23:56:02 [INFO] [TRAIN] epoch=22, iter=14080/40000, loss=0.3660, lr=0.006768, batch_cost=0.5713, reader_cost=0.0002 | ETA 04:06:48 2020-11-12 23:56:08 [INFO] [TRAIN] epoch=22, iter=14090/40000, loss=0.4423, lr=0.006765, batch_cost=0.5598, reader_cost=0.0002 | ETA 04:01:45 2020-11-12 23:56:13 [INFO] [TRAIN] epoch=22, iter=14100/40000, loss=0.3587, lr=0.006763, batch_cost=0.5388, reader_cost=0.0002 | ETA 03:52:33 2020-11-12 23:56:18 [INFO] [TRAIN] epoch=22, iter=14110/40000, loss=0.4766, lr=0.006761, batch_cost=0.5230, reader_cost=0.0002 | ETA 03:45:41 2020-11-12 23:56:24 [INFO] [TRAIN] epoch=22, iter=14120/40000, loss=0.3304, lr=0.006758, batch_cost=0.5251, reader_cost=0.0002 | ETA 03:46:28 2020-11-12 23:56:29 [INFO] [TRAIN] epoch=22, iter=14130/40000, loss=0.3285, lr=0.006756, batch_cost=0.5180, reader_cost=0.0002 | ETA 03:43:21 2020-11-12 23:56:34 [INFO] [TRAIN] epoch=22, iter=14140/40000, loss=0.3897, lr=0.006753, batch_cost=0.5232, reader_cost=0.0002 | ETA 03:45:28 2020-11-12 23:56:39 [INFO] [TRAIN] epoch=22, iter=14150/40000, loss=0.3808, lr=0.006751, batch_cost=0.5293, reader_cost=0.0002 | ETA 03:48:03 2020-11-12 23:56:45 [INFO] [TRAIN] epoch=22, iter=14160/40000, loss=0.3477, lr=0.006749, batch_cost=0.5341, reader_cost=0.0002 | ETA 03:50:00 2020-11-12 23:56:50 [INFO] [TRAIN] epoch=22, iter=14170/40000, loss=0.2999, lr=0.006746, batch_cost=0.5403, reader_cost=0.0002 | ETA 03:52:34 2020-11-12 23:56:56 [INFO] [TRAIN] epoch=22, iter=14180/40000, loss=0.3772, lr=0.006744, batch_cost=0.5335, reader_cost=0.0002 | ETA 03:49:34 2020-11-12 23:57:01 [INFO] [TRAIN] epoch=22, iter=14190/40000, loss=0.2399, lr=0.006742, batch_cost=0.5186, reader_cost=0.0002 | ETA 03:43:05 2020-11-12 23:57:06 [INFO] [TRAIN] epoch=22, iter=14200/40000, loss=0.3757, lr=0.006739, batch_cost=0.5315, reader_cost=0.0002 | ETA 03:48:32 2020-11-12 23:57:11 [INFO] [TRAIN] epoch=22, iter=14210/40000, loss=0.2816, lr=0.006737, batch_cost=0.5322, reader_cost=0.0002 | ETA 03:48:44 2020-11-12 23:57:17 [INFO] [TRAIN] epoch=22, iter=14220/40000, loss=0.2196, lr=0.006735, batch_cost=0.5387, reader_cost=0.0002 | ETA 03:51:28 2020-11-12 23:57:22 [INFO] [TRAIN] epoch=22, iter=14230/40000, loss=0.4504, lr=0.006732, batch_cost=0.5389, reader_cost=0.0002 | ETA 03:51:28 2020-11-12 23:57:27 [INFO] [TRAIN] epoch=22, iter=14240/40000, loss=0.2435, lr=0.006730, batch_cost=0.5227, reader_cost=0.0002 | ETA 03:44:24 2020-11-12 23:57:33 [INFO] [TRAIN] epoch=22, iter=14250/40000, loss=0.3124, lr=0.006728, batch_cost=0.5254, reader_cost=0.0001 | ETA 03:45:30 2020-11-12 23:57:38 [INFO] [TRAIN] epoch=22, iter=14260/40000, loss=0.2834, lr=0.006725, batch_cost=0.5197, reader_cost=0.0002 | ETA 03:42:55 2020-11-12 23:57:43 [INFO] [TRAIN] epoch=22, iter=14270/40000, loss=0.2274, lr=0.006723, batch_cost=0.5290, reader_cost=0.0002 | ETA 03:46:50 2020-11-12 23:57:48 [INFO] [TRAIN] epoch=22, iter=14280/40000, loss=0.1810, lr=0.006721, batch_cost=0.5189, reader_cost=0.0002 | ETA 03:42:26 2020-11-12 23:57:54 [INFO] [TRAIN] epoch=22, iter=14290/40000, loss=0.2987, lr=0.006718, batch_cost=0.5308, reader_cost=0.0002 | ETA 03:47:25 2020-11-12 23:57:59 [INFO] [TRAIN] epoch=22, iter=14300/40000, loss=0.2440, lr=0.006716, batch_cost=0.5206, reader_cost=0.0002 | ETA 03:42:58 2020-11-12 23:58:04 [INFO] [TRAIN] epoch=22, iter=14310/40000, loss=0.2932, lr=0.006713, batch_cost=0.5277, reader_cost=0.0002 | ETA 03:45:56 2020-11-12 23:58:09 [INFO] [TRAIN] epoch=22, iter=14320/40000, loss=0.2962, lr=0.006711, batch_cost=0.5205, reader_cost=0.0002 | ETA 03:42:45 2020-11-12 23:58:15 [INFO] [TRAIN] epoch=22, iter=14330/40000, loss=0.2615, lr=0.006709, batch_cost=0.5313, reader_cost=0.0002 | ETA 03:47:19 2020-11-12 23:58:20 [INFO] [TRAIN] epoch=22, iter=14340/40000, loss=0.2738, lr=0.006706, batch_cost=0.5222, reader_cost=0.0002 | ETA 03:43:19 2020-11-12 23:58:25 [INFO] [TRAIN] epoch=22, iter=14350/40000, loss=0.3540, lr=0.006704, batch_cost=0.5319, reader_cost=0.0002 | ETA 03:47:23 2020-11-12 23:58:30 [INFO] [TRAIN] epoch=22, iter=14360/40000, loss=0.2147, lr=0.006702, batch_cost=0.5239, reader_cost=0.0002 | ETA 03:43:54 2020-11-12 23:58:36 [INFO] [TRAIN] epoch=22, iter=14370/40000, loss=0.3365, lr=0.006699, batch_cost=0.5552, reader_cost=0.0002 | ETA 03:57:09 2020-11-12 23:58:41 [INFO] [TRAIN] epoch=22, iter=14380/40000, loss=0.2615, lr=0.006697, batch_cost=0.5389, reader_cost=0.0002 | ETA 03:50:05 2020-11-12 23:58:47 [INFO] [TRAIN] epoch=22, iter=14390/40000, loss=0.2988, lr=0.006695, batch_cost=0.5421, reader_cost=0.0002 | ETA 03:51:22 2020-11-12 23:58:52 [INFO] [TRAIN] epoch=22, iter=14400/40000, loss=0.3435, lr=0.006692, batch_cost=0.5332, reader_cost=0.0002 | ETA 03:47:29 2020-11-12 23:58:58 [INFO] [TRAIN] epoch=22, iter=14410/40000, loss=0.3469, lr=0.006690, batch_cost=0.5444, reader_cost=0.0011 | ETA 03:52:10 2020-11-12 23:59:03 [INFO] [TRAIN] epoch=22, iter=14420/40000, loss=0.3257, lr=0.006688, batch_cost=0.5426, reader_cost=0.0002 | ETA 03:51:20 2020-11-12 23:59:08 [INFO] [TRAIN] epoch=22, iter=14430/40000, loss=0.3990, lr=0.006685, batch_cost=0.5488, reader_cost=0.0002 | ETA 03:53:52 2020-11-12 23:59:14 [INFO] [TRAIN] epoch=22, iter=14440/40000, loss=0.3618, lr=0.006683, batch_cost=0.5477, reader_cost=0.0002 | ETA 03:53:19 2020-11-12 23:59:20 [INFO] [TRAIN] epoch=22, iter=14450/40000, loss=0.2706, lr=0.006681, batch_cost=0.5630, reader_cost=0.0002 | ETA 03:59:44 2020-11-12 23:59:25 [INFO] [TRAIN] epoch=22, iter=14460/40000, loss=0.3817, lr=0.006678, batch_cost=0.5468, reader_cost=0.0002 | ETA 03:52:45 2020-11-12 23:59:31 [INFO] [TRAIN] epoch=22, iter=14470/40000, loss=0.3520, lr=0.006676, batch_cost=0.5607, reader_cost=0.0002 | ETA 03:58:34 2020-11-12 23:59:36 [INFO] [TRAIN] epoch=22, iter=14480/40000, loss=0.3391, lr=0.006674, batch_cost=0.5402, reader_cost=0.0002 | ETA 03:49:45 2020-11-12 23:59:41 [INFO] [TRAIN] epoch=22, iter=14490/40000, loss=0.3656, lr=0.006671, batch_cost=0.5393, reader_cost=0.0002 | ETA 03:49:18 2020-11-12 23:59:47 [INFO] [TRAIN] epoch=22, iter=14500/40000, loss=0.4917, lr=0.006669, batch_cost=0.5545, reader_cost=0.0002 | ETA 03:55:40 2020-11-12 23:59:53 [INFO] [TRAIN] epoch=22, iter=14510/40000, loss=0.4695, lr=0.006666, batch_cost=0.5575, reader_cost=0.0002 | ETA 03:56:50 2020-11-12 23:59:58 [INFO] [TRAIN] epoch=22, iter=14520/40000, loss=0.2920, lr=0.006664, batch_cost=0.5470, reader_cost=0.0002 | ETA 03:52:18 2020-11-13 00:00:04 [INFO] [TRAIN] epoch=22, iter=14530/40000, loss=0.3029, lr=0.006662, batch_cost=0.5596, reader_cost=0.0002 | ETA 03:57:32 2020-11-13 00:00:09 [INFO] [TRAIN] epoch=22, iter=14540/40000, loss=0.2032, lr=0.006659, batch_cost=0.5073, reader_cost=0.0001 | ETA 03:35:15 2020-11-13 00:00:15 [INFO] [TRAIN] epoch=23, iter=14550/40000, loss=0.2593, lr=0.006657, batch_cost=0.6424, reader_cost=0.0917 | ETA 04:32:30 2020-11-13 00:00:20 [INFO] [TRAIN] epoch=23, iter=14560/40000, loss=0.3360, lr=0.006655, batch_cost=0.5325, reader_cost=0.0004 | ETA 03:45:48 2020-11-13 00:00:26 [INFO] [TRAIN] epoch=23, iter=14570/40000, loss=0.3474, lr=0.006652, batch_cost=0.5161, reader_cost=0.0002 | ETA 03:38:43 2020-11-13 00:00:31 [INFO] [TRAIN] epoch=23, iter=14580/40000, loss=0.2384, lr=0.006650, batch_cost=0.5211, reader_cost=0.0002 | ETA 03:40:46 2020-11-13 00:00:36 [INFO] [TRAIN] epoch=23, iter=14590/40000, loss=0.2193, lr=0.006648, batch_cost=0.5146, reader_cost=0.0002 | ETA 03:37:56 2020-11-13 00:00:41 [INFO] [TRAIN] epoch=23, iter=14600/40000, loss=0.2975, lr=0.006645, batch_cost=0.5011, reader_cost=0.0002 | ETA 03:32:07 2020-11-13 00:00:46 [INFO] [TRAIN] epoch=23, iter=14610/40000, loss=0.3505, lr=0.006643, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:33:58 2020-11-13 00:00:51 [INFO] [TRAIN] epoch=23, iter=14620/40000, loss=0.2642, lr=0.006641, batch_cost=0.5063, reader_cost=0.0002 | ETA 03:34:09 2020-11-13 00:00:56 [INFO] [TRAIN] epoch=23, iter=14630/40000, loss=0.4226, lr=0.006638, batch_cost=0.5110, reader_cost=0.0002 | ETA 03:36:04 2020-11-13 00:01:01 [INFO] [TRAIN] epoch=23, iter=14640/40000, loss=0.3305, lr=0.006636, batch_cost=0.5043, reader_cost=0.0002 | ETA 03:33:07 2020-11-13 00:01:06 [INFO] [TRAIN] epoch=23, iter=14650/40000, loss=0.3941, lr=0.006633, batch_cost=0.5090, reader_cost=0.0002 | ETA 03:35:03 2020-11-13 00:01:11 [INFO] [TRAIN] epoch=23, iter=14660/40000, loss=0.4040, lr=0.006631, batch_cost=0.5084, reader_cost=0.0002 | ETA 03:34:44 2020-11-13 00:01:17 [INFO] [TRAIN] epoch=23, iter=14670/40000, loss=0.3383, lr=0.006629, batch_cost=0.5121, reader_cost=0.0002 | ETA 03:36:11 2020-11-13 00:01:22 [INFO] [TRAIN] epoch=23, iter=14680/40000, loss=0.3725, lr=0.006626, batch_cost=0.5122, reader_cost=0.0002 | ETA 03:36:08 2020-11-13 00:01:27 [INFO] [TRAIN] epoch=23, iter=14690/40000, loss=0.3646, lr=0.006624, batch_cost=0.5060, reader_cost=0.0002 | ETA 03:33:27 2020-11-13 00:01:32 [INFO] [TRAIN] epoch=23, iter=14700/40000, loss=0.3115, lr=0.006622, batch_cost=0.5038, reader_cost=0.0002 | ETA 03:32:25 2020-11-13 00:01:37 [INFO] [TRAIN] epoch=23, iter=14710/40000, loss=0.2643, lr=0.006619, batch_cost=0.5016, reader_cost=0.0002 | ETA 03:31:26 2020-11-13 00:01:42 [INFO] [TRAIN] epoch=23, iter=14720/40000, loss=0.3871, lr=0.006617, batch_cost=0.5032, reader_cost=0.0002 | ETA 03:32:00 2020-11-13 00:01:47 [INFO] [TRAIN] epoch=23, iter=14730/40000, loss=0.4431, lr=0.006615, batch_cost=0.5102, reader_cost=0.0002 | ETA 03:34:53 2020-11-13 00:01:52 [INFO] [TRAIN] epoch=23, iter=14740/40000, loss=0.3270, lr=0.006612, batch_cost=0.5000, reader_cost=0.0002 | ETA 03:30:30 2020-11-13 00:01:57 [INFO] [TRAIN] epoch=23, iter=14750/40000, loss=0.2431, lr=0.006610, batch_cost=0.5086, reader_cost=0.0002 | ETA 03:34:01 2020-11-13 00:02:02 [INFO] [TRAIN] epoch=23, iter=14760/40000, loss=0.3518, lr=0.006608, batch_cost=0.5135, reader_cost=0.0002 | ETA 03:36:01 2020-11-13 00:02:07 [INFO] [TRAIN] epoch=23, iter=14770/40000, loss=0.5898, lr=0.006605, batch_cost=0.5108, reader_cost=0.0002 | ETA 03:34:47 2020-11-13 00:02:12 [INFO] [TRAIN] epoch=23, iter=14780/40000, loss=0.3589, lr=0.006603, batch_cost=0.4994, reader_cost=0.0002 | ETA 03:29:54 2020-11-13 00:02:17 [INFO] [TRAIN] epoch=23, iter=14790/40000, loss=0.2396, lr=0.006601, batch_cost=0.5108, reader_cost=0.0002 | ETA 03:34:38 2020-11-13 00:02:22 [INFO] [TRAIN] epoch=23, iter=14800/40000, loss=0.2876, lr=0.006598, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:32:22 2020-11-13 00:02:27 [INFO] [TRAIN] epoch=23, iter=14810/40000, loss=0.3560, lr=0.006596, batch_cost=0.5014, reader_cost=0.0002 | ETA 03:30:31 2020-11-13 00:02:32 [INFO] [TRAIN] epoch=23, iter=14820/40000, loss=0.2220, lr=0.006593, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:31:53 2020-11-13 00:02:37 [INFO] [TRAIN] epoch=23, iter=14830/40000, loss=0.2988, lr=0.006591, batch_cost=0.5044, reader_cost=0.0002 | ETA 03:31:35 2020-11-13 00:02:43 [INFO] [TRAIN] epoch=23, iter=14840/40000, loss=0.3591, lr=0.006589, batch_cost=0.5030, reader_cost=0.0002 | ETA 03:30:54 2020-11-13 00:02:48 [INFO] [TRAIN] epoch=23, iter=14850/40000, loss=0.2890, lr=0.006586, batch_cost=0.5053, reader_cost=0.0002 | ETA 03:31:48 2020-11-13 00:02:53 [INFO] [TRAIN] epoch=23, iter=14860/40000, loss=0.3523, lr=0.006584, batch_cost=0.5052, reader_cost=0.0002 | ETA 03:31:39 2020-11-13 00:02:58 [INFO] [TRAIN] epoch=23, iter=14870/40000, loss=0.2998, lr=0.006582, batch_cost=0.5169, reader_cost=0.0002 | ETA 03:36:28 2020-11-13 00:03:03 [INFO] [TRAIN] epoch=23, iter=14880/40000, loss=0.2752, lr=0.006579, batch_cost=0.5050, reader_cost=0.0002 | ETA 03:31:25 2020-11-13 00:03:08 [INFO] [TRAIN] epoch=23, iter=14890/40000, loss=0.3685, lr=0.006577, batch_cost=0.5085, reader_cost=0.0002 | ETA 03:32:47 2020-11-13 00:03:13 [INFO] [TRAIN] epoch=23, iter=14900/40000, loss=0.4932, lr=0.006575, batch_cost=0.5025, reader_cost=0.0002 | ETA 03:30:13 2020-11-13 00:03:18 [INFO] [TRAIN] epoch=23, iter=14910/40000, loss=0.2946, lr=0.006572, batch_cost=0.5079, reader_cost=0.0002 | ETA 03:32:22 2020-11-13 00:03:23 [INFO] [TRAIN] epoch=23, iter=14920/40000, loss=0.3369, lr=0.006570, batch_cost=0.5069, reader_cost=0.0002 | ETA 03:31:52 2020-11-13 00:03:28 [INFO] [TRAIN] epoch=23, iter=14930/40000, loss=0.2832, lr=0.006568, batch_cost=0.5141, reader_cost=0.0002 | ETA 03:34:47 2020-11-13 00:03:33 [INFO] [TRAIN] epoch=23, iter=14940/40000, loss=0.3087, lr=0.006565, batch_cost=0.5069, reader_cost=0.0002 | ETA 03:31:42 2020-11-13 00:03:38 [INFO] [TRAIN] epoch=23, iter=14950/40000, loss=0.2787, lr=0.006563, batch_cost=0.4975, reader_cost=0.0002 | ETA 03:27:43 2020-11-13 00:03:43 [INFO] [TRAIN] epoch=23, iter=14960/40000, loss=0.2921, lr=0.006560, batch_cost=0.5012, reader_cost=0.0002 | ETA 03:29:10 2020-11-13 00:03:48 [INFO] [TRAIN] epoch=23, iter=14970/40000, loss=0.4396, lr=0.006558, batch_cost=0.4991, reader_cost=0.0002 | ETA 03:28:12 2020-11-13 00:03:53 [INFO] [TRAIN] epoch=23, iter=14980/40000, loss=0.3155, lr=0.006556, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:30:31 2020-11-13 00:03:58 [INFO] [TRAIN] epoch=23, iter=14990/40000, loss=0.3173, lr=0.006553, batch_cost=0.5021, reader_cost=0.0002 | ETA 03:29:17 2020-11-13 00:04:03 [INFO] [TRAIN] epoch=23, iter=15000/40000, loss=0.2163, lr=0.006551, batch_cost=0.5026, reader_cost=0.0002 | ETA 03:29:26 2020-11-13 00:04:08 [INFO] [TRAIN] epoch=23, iter=15010/40000, loss=0.4344, lr=0.006549, batch_cost=0.4997, reader_cost=0.0002 | ETA 03:28:07 2020-11-13 00:04:14 [INFO] [TRAIN] epoch=23, iter=15020/40000, loss=0.3583, lr=0.006546, batch_cost=0.5150, reader_cost=0.0002 | ETA 03:34:25 2020-11-13 00:04:19 [INFO] [TRAIN] epoch=23, iter=15030/40000, loss=0.3960, lr=0.006544, batch_cost=0.5191, reader_cost=0.0002 | ETA 03:36:02 2020-11-13 00:04:24 [INFO] [TRAIN] epoch=23, iter=15040/40000, loss=0.4058, lr=0.006542, batch_cost=0.5353, reader_cost=0.0002 | ETA 03:42:41 2020-11-13 00:04:29 [INFO] [TRAIN] epoch=23, iter=15050/40000, loss=0.3405, lr=0.006539, batch_cost=0.5197, reader_cost=0.0002 | ETA 03:36:06 2020-11-13 00:04:35 [INFO] [TRAIN] epoch=23, iter=15060/40000, loss=0.2663, lr=0.006537, batch_cost=0.5271, reader_cost=0.0002 | ETA 03:39:05 2020-11-13 00:04:40 [INFO] [TRAIN] epoch=23, iter=15070/40000, loss=0.2925, lr=0.006534, batch_cost=0.5202, reader_cost=0.0002 | ETA 03:36:07 2020-11-13 00:04:45 [INFO] [TRAIN] epoch=23, iter=15080/40000, loss=0.3038, lr=0.006532, batch_cost=0.5293, reader_cost=0.0002 | ETA 03:39:50 2020-11-13 00:04:50 [INFO] [TRAIN] epoch=23, iter=15090/40000, loss=0.2728, lr=0.006530, batch_cost=0.5200, reader_cost=0.0002 | ETA 03:35:52 2020-11-13 00:04:56 [INFO] [TRAIN] epoch=23, iter=15100/40000, loss=0.3351, lr=0.006527, batch_cost=0.5541, reader_cost=0.0002 | ETA 03:49:57 2020-11-13 00:05:01 [INFO] [TRAIN] epoch=23, iter=15110/40000, loss=0.3087, lr=0.006525, batch_cost=0.5528, reader_cost=0.0002 | ETA 03:49:18 2020-11-13 00:05:07 [INFO] [TRAIN] epoch=23, iter=15120/40000, loss=0.2337, lr=0.006523, batch_cost=0.5684, reader_cost=0.0002 | ETA 03:55:41 2020-11-13 00:05:12 [INFO] [TRAIN] epoch=23, iter=15130/40000, loss=0.3531, lr=0.006520, batch_cost=0.5447, reader_cost=0.0002 | ETA 03:45:46 2020-11-13 00:05:18 [INFO] [TRAIN] epoch=23, iter=15140/40000, loss=0.2867, lr=0.006518, batch_cost=0.5337, reader_cost=0.0002 | ETA 03:41:06 2020-11-13 00:05:23 [INFO] [TRAIN] epoch=23, iter=15150/40000, loss=0.3771, lr=0.006516, batch_cost=0.5242, reader_cost=0.0002 | ETA 03:37:07 2020-11-13 00:05:28 [INFO] [TRAIN] epoch=23, iter=15160/40000, loss=0.3039, lr=0.006513, batch_cost=0.5251, reader_cost=0.0002 | ETA 03:37:24 2020-11-13 00:05:33 [INFO] [TRAIN] epoch=23, iter=15170/40000, loss=0.5907, lr=0.006511, batch_cost=0.5150, reader_cost=0.0002 | ETA 03:33:07 2020-11-13 00:05:39 [INFO] [TRAIN] epoch=23, iter=15180/40000, loss=0.4838, lr=0.006509, batch_cost=0.5197, reader_cost=0.0002 | ETA 03:34:57 2020-11-13 00:05:44 [INFO] [TRAIN] epoch=23, iter=15190/40000, loss=0.2685, lr=0.006506, batch_cost=0.5235, reader_cost=0.0002 | ETA 03:36:29 2020-11-13 00:05:49 [INFO] [TRAIN] epoch=23, iter=15200/40000, loss=0.3606, lr=0.006504, batch_cost=0.5009, reader_cost=0.0002 | ETA 03:27:02 2020-11-13 00:05:55 [INFO] [TRAIN] epoch=24, iter=15210/40000, loss=0.2875, lr=0.006501, batch_cost=0.6240, reader_cost=0.0917 | ETA 04:17:48 2020-11-13 00:06:00 [INFO] [TRAIN] epoch=24, iter=15220/40000, loss=0.2861, lr=0.006499, batch_cost=0.5144, reader_cost=0.0004 | ETA 03:32:26 2020-11-13 00:06:06 [INFO] [TRAIN] epoch=24, iter=15230/40000, loss=0.3745, lr=0.006497, batch_cost=0.5242, reader_cost=0.0002 | ETA 03:36:23 2020-11-13 00:06:11 [INFO] [TRAIN] epoch=24, iter=15240/40000, loss=0.2875, lr=0.006494, batch_cost=0.5242, reader_cost=0.0002 | ETA 03:36:20 2020-11-13 00:06:16 [INFO] [TRAIN] epoch=24, iter=15250/40000, loss=0.2764, lr=0.006492, batch_cost=0.5291, reader_cost=0.0002 | ETA 03:38:14 2020-11-13 00:06:21 [INFO] [TRAIN] epoch=24, iter=15260/40000, loss=0.3056, lr=0.006490, batch_cost=0.5194, reader_cost=0.0002 | ETA 03:34:09 2020-11-13 00:06:26 [INFO] [TRAIN] epoch=24, iter=15270/40000, loss=0.2688, lr=0.006487, batch_cost=0.5199, reader_cost=0.0002 | ETA 03:34:18 2020-11-13 00:06:32 [INFO] [TRAIN] epoch=24, iter=15280/40000, loss=0.2154, lr=0.006485, batch_cost=0.5174, reader_cost=0.0002 | ETA 03:33:09 2020-11-13 00:06:37 [INFO] [TRAIN] epoch=24, iter=15290/40000, loss=0.3071, lr=0.006483, batch_cost=0.5177, reader_cost=0.0002 | ETA 03:33:12 2020-11-13 00:06:42 [INFO] [TRAIN] epoch=24, iter=15300/40000, loss=0.4311, lr=0.006480, batch_cost=0.5210, reader_cost=0.0002 | ETA 03:34:27 2020-11-13 00:06:47 [INFO] [TRAIN] epoch=24, iter=15310/40000, loss=0.2628, lr=0.006478, batch_cost=0.5286, reader_cost=0.0002 | ETA 03:37:30 2020-11-13 00:06:52 [INFO] [TRAIN] epoch=24, iter=15320/40000, loss=0.3152, lr=0.006475, batch_cost=0.5142, reader_cost=0.0002 | ETA 03:31:30 2020-11-13 00:06:58 [INFO] [TRAIN] epoch=24, iter=15330/40000, loss=0.3485, lr=0.006473, batch_cost=0.5207, reader_cost=0.0002 | ETA 03:34:05 2020-11-13 00:07:03 [INFO] [TRAIN] epoch=24, iter=15340/40000, loss=0.2185, lr=0.006471, batch_cost=0.5145, reader_cost=0.0002 | ETA 03:31:28 2020-11-13 00:07:08 [INFO] [TRAIN] epoch=24, iter=15350/40000, loss=0.2913, lr=0.006468, batch_cost=0.5166, reader_cost=0.0002 | ETA 03:32:14 2020-11-13 00:07:13 [INFO] [TRAIN] epoch=24, iter=15360/40000, loss=0.4317, lr=0.006466, batch_cost=0.5181, reader_cost=0.0002 | ETA 03:32:45 2020-11-13 00:07:18 [INFO] [TRAIN] epoch=24, iter=15370/40000, loss=0.3184, lr=0.006464, batch_cost=0.5230, reader_cost=0.0002 | ETA 03:34:42 2020-11-13 00:07:24 [INFO] [TRAIN] epoch=24, iter=15380/40000, loss=0.1970, lr=0.006461, batch_cost=0.5136, reader_cost=0.0002 | ETA 03:30:44 2020-11-13 00:07:29 [INFO] [TRAIN] epoch=24, iter=15390/40000, loss=0.3581, lr=0.006459, batch_cost=0.5192, reader_cost=0.0002 | ETA 03:32:57 2020-11-13 00:07:34 [INFO] [TRAIN] epoch=24, iter=15400/40000, loss=0.3193, lr=0.006457, batch_cost=0.5242, reader_cost=0.0002 | ETA 03:34:54 2020-11-13 00:07:39 [INFO] [TRAIN] epoch=24, iter=15410/40000, loss=0.3051, lr=0.006454, batch_cost=0.5147, reader_cost=0.0002 | ETA 03:30:56 2020-11-13 00:07:44 [INFO] [TRAIN] epoch=24, iter=15420/40000, loss=0.2903, lr=0.006452, batch_cost=0.5118, reader_cost=0.0002 | ETA 03:29:40 2020-11-13 00:07:49 [INFO] [TRAIN] epoch=24, iter=15430/40000, loss=0.3842, lr=0.006450, batch_cost=0.5141, reader_cost=0.0002 | ETA 03:30:31 2020-11-13 00:07:54 [INFO] [TRAIN] epoch=24, iter=15440/40000, loss=0.2856, lr=0.006447, batch_cost=0.5148, reader_cost=0.0002 | ETA 03:30:42 2020-11-13 00:08:00 [INFO] [TRAIN] epoch=24, iter=15450/40000, loss=0.5307, lr=0.006445, batch_cost=0.5165, reader_cost=0.0002 | ETA 03:31:21 2020-11-13 00:08:05 [INFO] [TRAIN] epoch=24, iter=15460/40000, loss=0.3677, lr=0.006442, batch_cost=0.5039, reader_cost=0.0002 | ETA 03:26:04 2020-11-13 00:08:10 [INFO] [TRAIN] epoch=24, iter=15470/40000, loss=0.2522, lr=0.006440, batch_cost=0.4939, reader_cost=0.0002 | ETA 03:21:54 2020-11-13 00:08:15 [INFO] [TRAIN] epoch=24, iter=15480/40000, loss=0.2823, lr=0.006438, batch_cost=0.5009, reader_cost=0.0002 | ETA 03:24:42 2020-11-13 00:08:20 [INFO] [TRAIN] epoch=24, iter=15490/40000, loss=0.3214, lr=0.006435, batch_cost=0.5026, reader_cost=0.0002 | ETA 03:25:18 2020-11-13 00:08:25 [INFO] [TRAIN] epoch=24, iter=15500/40000, loss=0.3262, lr=0.006433, batch_cost=0.5007, reader_cost=0.0002 | ETA 03:24:27 2020-11-13 00:08:30 [INFO] [TRAIN] epoch=24, iter=15510/40000, loss=0.2164, lr=0.006431, batch_cost=0.5053, reader_cost=0.0002 | ETA 03:26:14 2020-11-13 00:08:35 [INFO] [TRAIN] epoch=24, iter=15520/40000, loss=0.3537, lr=0.006428, batch_cost=0.5011, reader_cost=0.0002 | ETA 03:24:26 2020-11-13 00:08:40 [INFO] [TRAIN] epoch=24, iter=15530/40000, loss=0.2582, lr=0.006426, batch_cost=0.5061, reader_cost=0.0002 | ETA 03:26:24 2020-11-13 00:08:45 [INFO] [TRAIN] epoch=24, iter=15540/40000, loss=0.2795, lr=0.006424, batch_cost=0.5005, reader_cost=0.0002 | ETA 03:24:02 2020-11-13 00:08:50 [INFO] [TRAIN] epoch=24, iter=15550/40000, loss=0.5788, lr=0.006421, batch_cost=0.4970, reader_cost=0.0002 | ETA 03:22:31 2020-11-13 00:08:55 [INFO] [TRAIN] epoch=24, iter=15560/40000, loss=0.4036, lr=0.006419, batch_cost=0.5011, reader_cost=0.0002 | ETA 03:24:07 2020-11-13 00:09:00 [INFO] [TRAIN] epoch=24, iter=15570/40000, loss=0.3096, lr=0.006416, batch_cost=0.4978, reader_cost=0.0002 | ETA 03:22:40 2020-11-13 00:09:05 [INFO] [TRAIN] epoch=24, iter=15580/40000, loss=0.3096, lr=0.006414, batch_cost=0.5018, reader_cost=0.0002 | ETA 03:24:13 2020-11-13 00:09:10 [INFO] [TRAIN] epoch=24, iter=15590/40000, loss=0.2546, lr=0.006412, batch_cost=0.4976, reader_cost=0.0002 | ETA 03:22:25 2020-11-13 00:09:15 [INFO] [TRAIN] epoch=24, iter=15600/40000, loss=0.3363, lr=0.006409, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:25:38 2020-11-13 00:09:20 [INFO] [TRAIN] epoch=24, iter=15610/40000, loss=0.3618, lr=0.006407, batch_cost=0.5036, reader_cost=0.0002 | ETA 03:24:42 2020-11-13 00:09:25 [INFO] [TRAIN] epoch=24, iter=15620/40000, loss=0.3848, lr=0.006405, batch_cost=0.5037, reader_cost=0.0002 | ETA 03:24:39 2020-11-13 00:09:30 [INFO] [TRAIN] epoch=24, iter=15630/40000, loss=0.4306, lr=0.006402, batch_cost=0.4988, reader_cost=0.0002 | ETA 03:22:35 2020-11-13 00:09:35 [INFO] [TRAIN] epoch=24, iter=15640/40000, loss=0.4974, lr=0.006400, batch_cost=0.5020, reader_cost=0.0002 | ETA 03:23:48 2020-11-13 00:09:40 [INFO] [TRAIN] epoch=24, iter=15650/40000, loss=0.3671, lr=0.006398, batch_cost=0.4954, reader_cost=0.0002 | ETA 03:21:02 2020-11-13 00:09:45 [INFO] [TRAIN] epoch=24, iter=15660/40000, loss=0.2347, lr=0.006395, batch_cost=0.5018, reader_cost=0.0002 | ETA 03:23:34 2020-11-13 00:09:50 [INFO] [TRAIN] epoch=24, iter=15670/40000, loss=0.3586, lr=0.006393, batch_cost=0.4949, reader_cost=0.0002 | ETA 03:20:40 2020-11-13 00:09:55 [INFO] [TRAIN] epoch=24, iter=15680/40000, loss=0.2101, lr=0.006390, batch_cost=0.5016, reader_cost=0.0002 | ETA 03:23:17 2020-11-13 00:10:00 [INFO] [TRAIN] epoch=24, iter=15690/40000, loss=0.3083, lr=0.006388, batch_cost=0.4985, reader_cost=0.0002 | ETA 03:21:58 2020-11-13 00:10:05 [INFO] [TRAIN] epoch=24, iter=15700/40000, loss=0.2924, lr=0.006386, batch_cost=0.5017, reader_cost=0.0002 | ETA 03:23:10 2020-11-13 00:10:10 [INFO] [TRAIN] epoch=24, iter=15710/40000, loss=0.3683, lr=0.006383, batch_cost=0.4976, reader_cost=0.0002 | ETA 03:21:27 2020-11-13 00:10:15 [INFO] [TRAIN] epoch=24, iter=15720/40000, loss=0.4038, lr=0.006381, batch_cost=0.5035, reader_cost=0.0002 | ETA 03:23:44 2020-11-13 00:10:20 [INFO] [TRAIN] epoch=24, iter=15730/40000, loss=0.3151, lr=0.006379, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:24:32 2020-11-13 00:10:25 [INFO] [TRAIN] epoch=24, iter=15740/40000, loss=0.2954, lr=0.006376, batch_cost=0.5045, reader_cost=0.0002 | ETA 03:23:58 2020-11-13 00:10:30 [INFO] [TRAIN] epoch=24, iter=15750/40000, loss=0.4277, lr=0.006374, batch_cost=0.5007, reader_cost=0.0002 | ETA 03:22:20 2020-11-13 00:10:35 [INFO] [TRAIN] epoch=24, iter=15760/40000, loss=0.3692, lr=0.006371, batch_cost=0.5034, reader_cost=0.0002 | ETA 03:23:23 2020-11-13 00:10:40 [INFO] [TRAIN] epoch=24, iter=15770/40000, loss=0.2497, lr=0.006369, batch_cost=0.4999, reader_cost=0.0002 | ETA 03:21:52 2020-11-13 00:10:45 [INFO] [TRAIN] epoch=24, iter=15780/40000, loss=0.2892, lr=0.006367, batch_cost=0.5004, reader_cost=0.0002 | ETA 03:22:00 2020-11-13 00:10:50 [INFO] [TRAIN] epoch=24, iter=15790/40000, loss=0.3239, lr=0.006364, batch_cost=0.4942, reader_cost=0.0001 | ETA 03:19:23 2020-11-13 00:10:55 [INFO] [TRAIN] epoch=24, iter=15800/40000, loss=0.2411, lr=0.006362, batch_cost=0.5009, reader_cost=0.0001 | ETA 03:22:01 2020-11-13 00:11:00 [INFO] [TRAIN] epoch=24, iter=15810/40000, loss=0.3397, lr=0.006360, batch_cost=0.4965, reader_cost=0.0002 | ETA 03:20:09 2020-11-13 00:11:05 [INFO] [TRAIN] epoch=24, iter=15820/40000, loss=0.4393, lr=0.006357, batch_cost=0.5022, reader_cost=0.0001 | ETA 03:22:22 2020-11-13 00:11:10 [INFO] [TRAIN] epoch=24, iter=15830/40000, loss=0.2381, lr=0.006355, batch_cost=0.5053, reader_cost=0.0002 | ETA 03:23:34 2020-11-13 00:11:15 [INFO] [TRAIN] epoch=24, iter=15840/40000, loss=0.3097, lr=0.006353, batch_cost=0.5071, reader_cost=0.0002 | ETA 03:24:12 2020-11-13 00:11:20 [INFO] [TRAIN] epoch=24, iter=15850/40000, loss=0.2763, lr=0.006350, batch_cost=0.5039, reader_cost=0.0002 | ETA 03:22:48 2020-11-13 00:11:25 [INFO] [TRAIN] epoch=24, iter=15860/40000, loss=0.3647, lr=0.006348, batch_cost=0.4983, reader_cost=0.0001 | ETA 03:20:30 2020-11-13 00:11:31 [INFO] [TRAIN] epoch=25, iter=15870/40000, loss=0.2651, lr=0.006345, batch_cost=0.6110, reader_cost=0.0781 | ETA 04:05:42 2020-11-13 00:11:36 [INFO] [TRAIN] epoch=25, iter=15880/40000, loss=0.4539, lr=0.006343, batch_cost=0.5082, reader_cost=0.0004 | ETA 03:24:17 2020-11-13 00:11:41 [INFO] [TRAIN] epoch=25, iter=15890/40000, loss=0.3270, lr=0.006341, batch_cost=0.5174, reader_cost=0.0002 | ETA 03:27:53 2020-11-13 00:11:47 [INFO] [TRAIN] epoch=25, iter=15900/40000, loss=0.4492, lr=0.006338, batch_cost=0.5381, reader_cost=0.0002 | ETA 03:36:08 2020-11-13 00:11:52 [INFO] [TRAIN] epoch=25, iter=15910/40000, loss=0.2346, lr=0.006336, batch_cost=0.5354, reader_cost=0.0002 | ETA 03:34:57 2020-11-13 00:11:57 [INFO] [TRAIN] epoch=25, iter=15920/40000, loss=0.4194, lr=0.006334, batch_cost=0.5301, reader_cost=0.0002 | ETA 03:32:44 2020-11-13 00:12:03 [INFO] [TRAIN] epoch=25, iter=15930/40000, loss=0.2461, lr=0.006331, batch_cost=0.5247, reader_cost=0.0002 | ETA 03:30:28 2020-11-13 00:12:08 [INFO] [TRAIN] epoch=25, iter=15940/40000, loss=0.2414, lr=0.006329, batch_cost=0.5297, reader_cost=0.0002 | ETA 03:32:23 2020-11-13 00:12:13 [INFO] [TRAIN] epoch=25, iter=15950/40000, loss=0.2548, lr=0.006327, batch_cost=0.5231, reader_cost=0.0002 | ETA 03:29:39 2020-11-13 00:12:18 [INFO] [TRAIN] epoch=25, iter=15960/40000, loss=0.2906, lr=0.006324, batch_cost=0.5137, reader_cost=0.0002 | ETA 03:25:49 2020-11-13 00:12:24 [INFO] [TRAIN] epoch=25, iter=15970/40000, loss=0.3903, lr=0.006322, batch_cost=0.5135, reader_cost=0.0002 | ETA 03:25:39 2020-11-13 00:12:29 [INFO] [TRAIN] epoch=25, iter=15980/40000, loss=0.4159, lr=0.006319, batch_cost=0.5068, reader_cost=0.0002 | ETA 03:22:52 2020-11-13 00:12:34 [INFO] [TRAIN] epoch=25, iter=15990/40000, loss=0.2181, lr=0.006317, batch_cost=0.5112, reader_cost=0.0002 | ETA 03:24:34 2020-11-13 00:12:39 [INFO] [TRAIN] epoch=25, iter=16000/40000, loss=0.2325, lr=0.006315, batch_cost=0.5070, reader_cost=0.0002 | ETA 03:22:48 2020-11-13 00:12:39 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 00:13:32 [INFO] [EVAL] #Images=1449 mIoU=0.6564 Acc=0.9197 Kappa=0.8242 2020-11-13 00:13:32 [INFO] [EVAL] Class IoU: [0.9226 0.8213 0.3959 0.8194 0.5725 0.6634 0.8834 0.8178 0.7883 0.3332 0.5828 0.5292 0.6269 0.6953 0.7275 0.7801 0.4668 0.5611 0.3786 0.7515 0.666 ] 2020-11-13 00:13:32 [INFO] [EVAL] Class Acc: [0.9602 0.8593 0.4452 0.916 0.708 0.8661 0.9386 0.9051 0.9448 0.4955 0.8493 0.7042 0.6592 0.8196 0.8116 0.8305 0.7213 0.9735 0.789 0.8368 0.8347] 2020-11-13 00:13:34 [INFO] [EVAL] The model with the best validation mIoU (0.6602) was saved at iter 14000. 2020-11-13 00:13:39 [INFO] [TRAIN] epoch=25, iter=16010/40000, loss=0.2217, lr=0.006312, batch_cost=0.5056, reader_cost=0.0004 | ETA 03:22:08 2020-11-13 00:13:44 [INFO] [TRAIN] epoch=25, iter=16020/40000, loss=0.4034, lr=0.006310, batch_cost=0.5142, reader_cost=0.0002 | ETA 03:25:30 2020-11-13 00:13:49 [INFO] [TRAIN] epoch=25, iter=16030/40000, loss=0.3186, lr=0.006308, batch_cost=0.5107, reader_cost=0.0002 | ETA 03:24:02 2020-11-13 00:13:54 [INFO] [TRAIN] epoch=25, iter=16040/40000, loss=0.1738, lr=0.006305, batch_cost=0.5235, reader_cost=0.0002 | ETA 03:29:02 2020-11-13 00:13:59 [INFO] [TRAIN] epoch=25, iter=16050/40000, loss=0.2178, lr=0.006303, batch_cost=0.5108, reader_cost=0.0002 | ETA 03:23:54 2020-11-13 00:14:05 [INFO] [TRAIN] epoch=25, iter=16060/40000, loss=0.4585, lr=0.006300, batch_cost=0.5234, reader_cost=0.0002 | ETA 03:28:49 2020-11-13 00:14:10 [INFO] [TRAIN] epoch=25, iter=16070/40000, loss=0.3139, lr=0.006298, batch_cost=0.5229, reader_cost=0.0002 | ETA 03:28:33 2020-11-13 00:14:15 [INFO] [TRAIN] epoch=25, iter=16080/40000, loss=0.2810, lr=0.006296, batch_cost=0.5663, reader_cost=0.0003 | ETA 03:45:45 2020-11-13 00:14:21 [INFO] [TRAIN] epoch=25, iter=16090/40000, loss=0.2994, lr=0.006293, batch_cost=0.5647, reader_cost=0.0002 | ETA 03:45:01 2020-11-13 00:14:27 [INFO] [TRAIN] epoch=25, iter=16100/40000, loss=0.3993, lr=0.006291, batch_cost=0.5500, reader_cost=0.0002 | ETA 03:39:05 2020-11-13 00:14:32 [INFO] [TRAIN] epoch=25, iter=16110/40000, loss=0.5321, lr=0.006289, batch_cost=0.5449, reader_cost=0.0002 | ETA 03:36:57 2020-11-13 00:14:38 [INFO] [TRAIN] epoch=25, iter=16120/40000, loss=0.3142, lr=0.006286, batch_cost=0.5641, reader_cost=0.0002 | ETA 03:44:29 2020-11-13 00:14:44 [INFO] [TRAIN] epoch=25, iter=16130/40000, loss=0.4013, lr=0.006284, batch_cost=0.5973, reader_cost=0.0002 | ETA 03:57:37 2020-11-13 00:14:49 [INFO] [TRAIN] epoch=25, iter=16140/40000, loss=0.3185, lr=0.006282, batch_cost=0.5614, reader_cost=0.0002 | ETA 03:43:15 2020-11-13 00:14:55 [INFO] [TRAIN] epoch=25, iter=16150/40000, loss=0.3120, lr=0.006279, batch_cost=0.5805, reader_cost=0.0002 | ETA 03:50:43 2020-11-13 00:15:01 [INFO] [TRAIN] epoch=25, iter=16160/40000, loss=0.3878, lr=0.006277, batch_cost=0.5502, reader_cost=0.0002 | ETA 03:38:35 2020-11-13 00:15:06 [INFO] [TRAIN] epoch=25, iter=16170/40000, loss=0.2714, lr=0.006274, batch_cost=0.5560, reader_cost=0.0002 | ETA 03:40:50 2020-11-13 00:15:11 [INFO] [TRAIN] epoch=25, iter=16180/40000, loss=0.3499, lr=0.006272, batch_cost=0.5382, reader_cost=0.0002 | ETA 03:33:40 2020-11-13 00:15:17 [INFO] [TRAIN] epoch=25, iter=16190/40000, loss=0.3284, lr=0.006270, batch_cost=0.5482, reader_cost=0.0002 | ETA 03:37:31 2020-11-13 00:15:22 [INFO] [TRAIN] epoch=25, iter=16200/40000, loss=0.2467, lr=0.006267, batch_cost=0.5246, reader_cost=0.0002 | ETA 03:28:05 2020-11-13 00:15:28 [INFO] [TRAIN] epoch=25, iter=16210/40000, loss=0.2181, lr=0.006265, batch_cost=0.5537, reader_cost=0.0003 | ETA 03:39:31 2020-11-13 00:15:33 [INFO] [TRAIN] epoch=25, iter=16220/40000, loss=0.3372, lr=0.006263, batch_cost=0.5470, reader_cost=0.0002 | ETA 03:36:48 2020-11-13 00:15:38 [INFO] [TRAIN] epoch=25, iter=16230/40000, loss=0.3318, lr=0.006260, batch_cost=0.5204, reader_cost=0.0002 | ETA 03:26:10 2020-11-13 00:15:44 [INFO] [TRAIN] epoch=25, iter=16240/40000, loss=0.3374, lr=0.006258, batch_cost=0.5595, reader_cost=0.0002 | ETA 03:41:32 2020-11-13 00:15:50 [INFO] [TRAIN] epoch=25, iter=16250/40000, loss=0.3060, lr=0.006255, batch_cost=0.5691, reader_cost=0.0002 | ETA 03:45:15 2020-11-13 00:15:55 [INFO] [TRAIN] epoch=25, iter=16260/40000, loss=0.3713, lr=0.006253, batch_cost=0.5734, reader_cost=0.0002 | ETA 03:46:52 2020-11-13 00:16:01 [INFO] [TRAIN] epoch=25, iter=16270/40000, loss=0.2627, lr=0.006251, batch_cost=0.5310, reader_cost=0.0002 | ETA 03:30:01 2020-11-13 00:16:06 [INFO] [TRAIN] epoch=25, iter=16280/40000, loss=0.2775, lr=0.006248, batch_cost=0.5354, reader_cost=0.0002 | ETA 03:31:39 2020-11-13 00:16:12 [INFO] [TRAIN] epoch=25, iter=16290/40000, loss=0.2443, lr=0.006246, batch_cost=0.5587, reader_cost=0.0002 | ETA 03:40:47 2020-11-13 00:16:17 [INFO] [TRAIN] epoch=25, iter=16300/40000, loss=0.3157, lr=0.006244, batch_cost=0.5451, reader_cost=0.0002 | ETA 03:35:18 2020-11-13 00:16:22 [INFO] [TRAIN] epoch=25, iter=16310/40000, loss=0.2956, lr=0.006241, batch_cost=0.5275, reader_cost=0.0002 | ETA 03:28:16 2020-11-13 00:16:28 [INFO] [TRAIN] epoch=25, iter=16320/40000, loss=0.4574, lr=0.006239, batch_cost=0.5318, reader_cost=0.0002 | ETA 03:29:53 2020-11-13 00:16:33 [INFO] [TRAIN] epoch=25, iter=16330/40000, loss=0.4515, lr=0.006237, batch_cost=0.5727, reader_cost=0.0002 | ETA 03:45:55 2020-11-13 00:16:39 [INFO] [TRAIN] epoch=25, iter=16340/40000, loss=0.3663, lr=0.006234, batch_cost=0.5682, reader_cost=0.0002 | ETA 03:44:03 2020-11-13 00:16:45 [INFO] [TRAIN] epoch=25, iter=16350/40000, loss=0.4219, lr=0.006232, batch_cost=0.5376, reader_cost=0.0002 | ETA 03:31:53 2020-11-13 00:16:50 [INFO] [TRAIN] epoch=25, iter=16360/40000, loss=0.3222, lr=0.006229, batch_cost=0.5312, reader_cost=0.0002 | ETA 03:29:16 2020-11-13 00:16:55 [INFO] [TRAIN] epoch=25, iter=16370/40000, loss=0.3566, lr=0.006227, batch_cost=0.5329, reader_cost=0.0015 | ETA 03:29:53 2020-11-13 00:17:00 [INFO] [TRAIN] epoch=25, iter=16380/40000, loss=0.3439, lr=0.006225, batch_cost=0.5242, reader_cost=0.0002 | ETA 03:26:22 2020-11-13 00:17:06 [INFO] [TRAIN] epoch=25, iter=16390/40000, loss=0.2675, lr=0.006222, batch_cost=0.5867, reader_cost=0.0002 | ETA 03:50:52 2020-11-13 00:17:12 [INFO] [TRAIN] epoch=25, iter=16400/40000, loss=0.4496, lr=0.006220, batch_cost=0.5452, reader_cost=0.0002 | ETA 03:34:25 2020-11-13 00:17:17 [INFO] [TRAIN] epoch=25, iter=16410/40000, loss=0.3311, lr=0.006218, batch_cost=0.5654, reader_cost=0.0002 | ETA 03:42:17 2020-11-13 00:17:23 [INFO] [TRAIN] epoch=25, iter=16420/40000, loss=0.4292, lr=0.006215, batch_cost=0.5628, reader_cost=0.0002 | ETA 03:41:10 2020-11-13 00:17:29 [INFO] [TRAIN] epoch=25, iter=16430/40000, loss=0.2562, lr=0.006213, batch_cost=0.5686, reader_cost=0.0022 | ETA 03:43:21 2020-11-13 00:17:34 [INFO] [TRAIN] epoch=25, iter=16440/40000, loss=0.3147, lr=0.006210, batch_cost=0.5285, reader_cost=0.0002 | ETA 03:27:32 2020-11-13 00:17:39 [INFO] [TRAIN] epoch=25, iter=16450/40000, loss=0.3240, lr=0.006208, batch_cost=0.5055, reader_cost=0.0002 | ETA 03:18:24 2020-11-13 00:17:45 [INFO] [TRAIN] epoch=25, iter=16460/40000, loss=0.3388, lr=0.006206, batch_cost=0.5548, reader_cost=0.0002 | ETA 03:37:41 2020-11-13 00:17:51 [INFO] [TRAIN] epoch=25, iter=16470/40000, loss=0.3312, lr=0.006203, batch_cost=0.5936, reader_cost=0.0002 | ETA 03:52:48 2020-11-13 00:17:56 [INFO] [TRAIN] epoch=25, iter=16480/40000, loss=0.4788, lr=0.006201, batch_cost=0.5479, reader_cost=0.0002 | ETA 03:34:47 2020-11-13 00:18:02 [INFO] [TRAIN] epoch=25, iter=16490/40000, loss=0.4245, lr=0.006199, batch_cost=0.5649, reader_cost=0.0002 | ETA 03:41:20 2020-11-13 00:18:07 [INFO] [TRAIN] epoch=25, iter=16500/40000, loss=0.3023, lr=0.006196, batch_cost=0.5161, reader_cost=0.0002 | ETA 03:22:07 2020-11-13 00:18:12 [INFO] [TRAIN] epoch=25, iter=16510/40000, loss=0.3174, lr=0.006194, batch_cost=0.5466, reader_cost=0.0002 | ETA 03:34:00 2020-11-13 00:18:17 [INFO] [TRAIN] epoch=25, iter=16520/40000, loss=0.3109, lr=0.006191, batch_cost=0.5195, reader_cost=0.0002 | ETA 03:23:18 2020-11-13 00:18:24 [INFO] [TRAIN] epoch=26, iter=16530/40000, loss=0.5566, lr=0.006189, batch_cost=0.6430, reader_cost=0.1019 | ETA 04:11:30 2020-11-13 00:18:29 [INFO] [TRAIN] epoch=26, iter=16540/40000, loss=0.2838, lr=0.006187, batch_cost=0.5193, reader_cost=0.0004 | ETA 03:23:03 2020-11-13 00:18:34 [INFO] [TRAIN] epoch=26, iter=16550/40000, loss=0.3675, lr=0.006184, batch_cost=0.5272, reader_cost=0.0002 | ETA 03:26:04 2020-11-13 00:18:40 [INFO] [TRAIN] epoch=26, iter=16560/40000, loss=0.3348, lr=0.006182, batch_cost=0.5164, reader_cost=0.0002 | ETA 03:21:43 2020-11-13 00:18:45 [INFO] [TRAIN] epoch=26, iter=16570/40000, loss=0.2481, lr=0.006180, batch_cost=0.5403, reader_cost=0.0002 | ETA 03:30:58 2020-11-13 00:18:50 [INFO] [TRAIN] epoch=26, iter=16580/40000, loss=0.3048, lr=0.006177, batch_cost=0.5117, reader_cost=0.0002 | ETA 03:19:44 2020-11-13 00:18:55 [INFO] [TRAIN] epoch=26, iter=16590/40000, loss=0.4331, lr=0.006175, batch_cost=0.5241, reader_cost=0.0002 | ETA 03:24:28 2020-11-13 00:19:01 [INFO] [TRAIN] epoch=26, iter=16600/40000, loss=0.2193, lr=0.006172, batch_cost=0.5470, reader_cost=0.0002 | ETA 03:33:19 2020-11-13 00:19:06 [INFO] [TRAIN] epoch=26, iter=16610/40000, loss=0.3050, lr=0.006170, batch_cost=0.5231, reader_cost=0.0002 | ETA 03:23:55 2020-11-13 00:19:11 [INFO] [TRAIN] epoch=26, iter=16620/40000, loss=0.2902, lr=0.006168, batch_cost=0.5463, reader_cost=0.0002 | ETA 03:32:52 2020-11-13 00:19:17 [INFO] [TRAIN] epoch=26, iter=16630/40000, loss=0.2338, lr=0.006165, batch_cost=0.5363, reader_cost=0.0002 | ETA 03:28:54 2020-11-13 00:19:22 [INFO] [TRAIN] epoch=26, iter=16640/40000, loss=0.2536, lr=0.006163, batch_cost=0.5467, reader_cost=0.0002 | ETA 03:32:50 2020-11-13 00:19:28 [INFO] [TRAIN] epoch=26, iter=16650/40000, loss=0.3727, lr=0.006161, batch_cost=0.5381, reader_cost=0.0002 | ETA 03:29:25 2020-11-13 00:19:33 [INFO] [TRAIN] epoch=26, iter=16660/40000, loss=0.3950, lr=0.006158, batch_cost=0.5778, reader_cost=0.0002 | ETA 03:44:46 2020-11-13 00:19:39 [INFO] [TRAIN] epoch=26, iter=16670/40000, loss=0.2729, lr=0.006156, batch_cost=0.5267, reader_cost=0.0002 | ETA 03:24:47 2020-11-13 00:19:44 [INFO] [TRAIN] epoch=26, iter=16680/40000, loss=0.4645, lr=0.006153, batch_cost=0.5437, reader_cost=0.0002 | ETA 03:31:20 2020-11-13 00:19:49 [INFO] [TRAIN] epoch=26, iter=16690/40000, loss=0.3280, lr=0.006151, batch_cost=0.5299, reader_cost=0.0004 | ETA 03:25:51 2020-11-13 00:19:55 [INFO] [TRAIN] epoch=26, iter=16700/40000, loss=0.2226, lr=0.006149, batch_cost=0.5739, reader_cost=0.0002 | ETA 03:42:52 2020-11-13 00:20:01 [INFO] [TRAIN] epoch=26, iter=16710/40000, loss=0.3565, lr=0.006146, batch_cost=0.5529, reader_cost=0.0002 | ETA 03:34:36 2020-11-13 00:20:06 [INFO] [TRAIN] epoch=26, iter=16720/40000, loss=0.2153, lr=0.006144, batch_cost=0.5533, reader_cost=0.0002 | ETA 03:34:40 2020-11-13 00:20:12 [INFO] [TRAIN] epoch=26, iter=16730/40000, loss=0.4818, lr=0.006142, batch_cost=0.5259, reader_cost=0.0002 | ETA 03:23:56 2020-11-13 00:20:17 [INFO] [TRAIN] epoch=26, iter=16740/40000, loss=0.3382, lr=0.006139, batch_cost=0.5474, reader_cost=0.0002 | ETA 03:32:11 2020-11-13 00:20:22 [INFO] [TRAIN] epoch=26, iter=16750/40000, loss=0.2637, lr=0.006137, batch_cost=0.5369, reader_cost=0.0002 | ETA 03:28:03 2020-11-13 00:20:28 [INFO] [TRAIN] epoch=26, iter=16760/40000, loss=0.2814, lr=0.006134, batch_cost=0.5151, reader_cost=0.0002 | ETA 03:19:30 2020-11-13 00:20:33 [INFO] [TRAIN] epoch=26, iter=16770/40000, loss=0.2082, lr=0.006132, batch_cost=0.5203, reader_cost=0.0002 | ETA 03:21:27 2020-11-13 00:20:38 [INFO] [TRAIN] epoch=26, iter=16780/40000, loss=0.3171, lr=0.006130, batch_cost=0.5696, reader_cost=0.0002 | ETA 03:40:26 2020-11-13 00:20:44 [INFO] [TRAIN] epoch=26, iter=16790/40000, loss=0.1672, lr=0.006127, batch_cost=0.5366, reader_cost=0.0002 | ETA 03:27:34 2020-11-13 00:20:49 [INFO] [TRAIN] epoch=26, iter=16800/40000, loss=0.2420, lr=0.006125, batch_cost=0.5388, reader_cost=0.0002 | ETA 03:28:21 2020-11-13 00:20:55 [INFO] [TRAIN] epoch=26, iter=16810/40000, loss=0.3044, lr=0.006123, batch_cost=0.5385, reader_cost=0.0002 | ETA 03:28:06 2020-11-13 00:21:00 [INFO] [TRAIN] epoch=26, iter=16820/40000, loss=0.3613, lr=0.006120, batch_cost=0.5237, reader_cost=0.0002 | ETA 03:22:19 2020-11-13 00:21:05 [INFO] [TRAIN] epoch=26, iter=16830/40000, loss=0.2485, lr=0.006118, batch_cost=0.5119, reader_cost=0.0002 | ETA 03:17:39 2020-11-13 00:21:10 [INFO] [TRAIN] epoch=26, iter=16840/40000, loss=0.2572, lr=0.006115, batch_cost=0.5202, reader_cost=0.0002 | ETA 03:20:47 2020-11-13 00:21:15 [INFO] [TRAIN] epoch=26, iter=16850/40000, loss=0.3302, lr=0.006113, batch_cost=0.5208, reader_cost=0.0002 | ETA 03:20:55 2020-11-13 00:21:20 [INFO] [TRAIN] epoch=26, iter=16860/40000, loss=0.2949, lr=0.006111, batch_cost=0.5093, reader_cost=0.0002 | ETA 03:16:24 2020-11-13 00:21:25 [INFO] [TRAIN] epoch=26, iter=16870/40000, loss=0.4452, lr=0.006108, batch_cost=0.5067, reader_cost=0.0002 | ETA 03:15:19 2020-11-13 00:21:31 [INFO] [TRAIN] epoch=26, iter=16880/40000, loss=0.3111, lr=0.006106, batch_cost=0.5047, reader_cost=0.0002 | ETA 03:14:27 2020-11-13 00:21:36 [INFO] [TRAIN] epoch=26, iter=16890/40000, loss=0.4993, lr=0.006104, batch_cost=0.5118, reader_cost=0.0002 | ETA 03:17:08 2020-11-13 00:21:41 [INFO] [TRAIN] epoch=26, iter=16900/40000, loss=0.4281, lr=0.006101, batch_cost=0.5076, reader_cost=0.0002 | ETA 03:15:24 2020-11-13 00:21:46 [INFO] [TRAIN] epoch=26, iter=16910/40000, loss=0.2083, lr=0.006099, batch_cost=0.5062, reader_cost=0.0002 | ETA 03:14:48 2020-11-13 00:21:51 [INFO] [TRAIN] epoch=26, iter=16920/40000, loss=0.2469, lr=0.006096, batch_cost=0.5051, reader_cost=0.0002 | ETA 03:14:17 2020-11-13 00:21:56 [INFO] [TRAIN] epoch=26, iter=16930/40000, loss=0.3950, lr=0.006094, batch_cost=0.5088, reader_cost=0.0002 | ETA 03:15:37 2020-11-13 00:22:01 [INFO] [TRAIN] epoch=26, iter=16940/40000, loss=0.3881, lr=0.006092, batch_cost=0.5099, reader_cost=0.0002 | ETA 03:15:58 2020-11-13 00:22:06 [INFO] [TRAIN] epoch=26, iter=16950/40000, loss=0.3591, lr=0.006089, batch_cost=0.5155, reader_cost=0.0002 | ETA 03:18:01 2020-11-13 00:22:11 [INFO] [TRAIN] epoch=26, iter=16960/40000, loss=0.3209, lr=0.006087, batch_cost=0.5142, reader_cost=0.0002 | ETA 03:17:28 2020-11-13 00:22:17 [INFO] [TRAIN] epoch=26, iter=16970/40000, loss=0.2791, lr=0.006085, batch_cost=0.5542, reader_cost=0.0002 | ETA 03:32:43 2020-11-13 00:22:22 [INFO] [TRAIN] epoch=26, iter=16980/40000, loss=0.3775, lr=0.006082, batch_cost=0.5111, reader_cost=0.0002 | ETA 03:16:06 2020-11-13 00:22:27 [INFO] [TRAIN] epoch=26, iter=16990/40000, loss=0.1873, lr=0.006080, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:13:37 2020-11-13 00:22:32 [INFO] [TRAIN] epoch=26, iter=17000/40000, loss=0.2693, lr=0.006077, batch_cost=0.5134, reader_cost=0.0002 | ETA 03:16:48 2020-11-13 00:22:37 [INFO] [TRAIN] epoch=26, iter=17010/40000, loss=0.4998, lr=0.006075, batch_cost=0.5047, reader_cost=0.0002 | ETA 03:13:23 2020-11-13 00:22:43 [INFO] [TRAIN] epoch=26, iter=17020/40000, loss=0.2643, lr=0.006073, batch_cost=0.5319, reader_cost=0.0004 | ETA 03:23:42 2020-11-13 00:22:48 [INFO] [TRAIN] epoch=26, iter=17030/40000, loss=0.4504, lr=0.006070, batch_cost=0.5032, reader_cost=0.0002 | ETA 03:12:38 2020-11-13 00:22:53 [INFO] [TRAIN] epoch=26, iter=17040/40000, loss=0.2871, lr=0.006068, batch_cost=0.5076, reader_cost=0.0002 | ETA 03:14:13 2020-11-13 00:22:58 [INFO] [TRAIN] epoch=26, iter=17050/40000, loss=0.2160, lr=0.006066, batch_cost=0.5099, reader_cost=0.0002 | ETA 03:15:02 2020-11-13 00:23:03 [INFO] [TRAIN] epoch=26, iter=17060/40000, loss=0.3553, lr=0.006063, batch_cost=0.5089, reader_cost=0.0002 | ETA 03:14:34 2020-11-13 00:23:08 [INFO] [TRAIN] epoch=26, iter=17070/40000, loss=0.3244, lr=0.006061, batch_cost=0.5062, reader_cost=0.0002 | ETA 03:13:26 2020-11-13 00:23:13 [INFO] [TRAIN] epoch=26, iter=17080/40000, loss=0.3876, lr=0.006058, batch_cost=0.5369, reader_cost=0.0002 | ETA 03:25:05 2020-11-13 00:23:18 [INFO] [TRAIN] epoch=26, iter=17090/40000, loss=0.1993, lr=0.006056, batch_cost=0.5070, reader_cost=0.0002 | ETA 03:13:34 2020-11-13 00:23:23 [INFO] [TRAIN] epoch=26, iter=17100/40000, loss=0.4295, lr=0.006054, batch_cost=0.5111, reader_cost=0.0002 | ETA 03:15:03 2020-11-13 00:23:28 [INFO] [TRAIN] epoch=26, iter=17110/40000, loss=0.3691, lr=0.006051, batch_cost=0.5034, reader_cost=0.0002 | ETA 03:12:02 2020-11-13 00:23:34 [INFO] [TRAIN] epoch=26, iter=17120/40000, loss=0.2897, lr=0.006049, batch_cost=0.5122, reader_cost=0.0002 | ETA 03:15:18 2020-11-13 00:23:39 [INFO] [TRAIN] epoch=26, iter=17130/40000, loss=0.4435, lr=0.006046, batch_cost=0.5054, reader_cost=0.0002 | ETA 03:12:39 2020-11-13 00:23:44 [INFO] [TRAIN] epoch=26, iter=17140/40000, loss=0.3372, lr=0.006044, batch_cost=0.5313, reader_cost=0.0002 | ETA 03:22:26 2020-11-13 00:23:49 [INFO] [TRAIN] epoch=26, iter=17150/40000, loss=0.3316, lr=0.006042, batch_cost=0.5054, reader_cost=0.0002 | ETA 03:12:29 2020-11-13 00:23:54 [INFO] [TRAIN] epoch=26, iter=17160/40000, loss=0.3011, lr=0.006039, batch_cost=0.5110, reader_cost=0.0002 | ETA 03:14:30 2020-11-13 00:24:00 [INFO] [TRAIN] epoch=26, iter=17170/40000, loss=0.3253, lr=0.006037, batch_cost=0.5438, reader_cost=0.0002 | ETA 03:26:55 2020-11-13 00:24:05 [INFO] [TRAIN] epoch=26, iter=17180/40000, loss=0.3061, lr=0.006035, batch_cost=0.5105, reader_cost=0.0002 | ETA 03:14:10 2020-11-13 00:24:11 [INFO] [TRAIN] epoch=27, iter=17190/40000, loss=0.3314, lr=0.006032, batch_cost=0.6161, reader_cost=0.0936 | ETA 03:54:13 2020-11-13 00:24:16 [INFO] [TRAIN] epoch=27, iter=17200/40000, loss=0.2507, lr=0.006030, batch_cost=0.5144, reader_cost=0.0004 | ETA 03:15:27 2020-11-13 00:24:21 [INFO] [TRAIN] epoch=27, iter=17210/40000, loss=0.5231, lr=0.006027, batch_cost=0.5082, reader_cost=0.0002 | ETA 03:13:02 2020-11-13 00:24:26 [INFO] [TRAIN] epoch=27, iter=17220/40000, loss=0.2929, lr=0.006025, batch_cost=0.5114, reader_cost=0.0002 | ETA 03:14:10 2020-11-13 00:24:32 [INFO] [TRAIN] epoch=27, iter=17230/40000, loss=0.4088, lr=0.006023, batch_cost=0.5392, reader_cost=0.0002 | ETA 03:24:36 2020-11-13 00:24:37 [INFO] [TRAIN] epoch=27, iter=17240/40000, loss=0.4952, lr=0.006020, batch_cost=0.5664, reader_cost=0.0002 | ETA 03:34:50 2020-11-13 00:24:43 [INFO] [TRAIN] epoch=27, iter=17250/40000, loss=0.2726, lr=0.006018, batch_cost=0.5487, reader_cost=0.0002 | ETA 03:28:03 2020-11-13 00:24:48 [INFO] [TRAIN] epoch=27, iter=17260/40000, loss=0.2659, lr=0.006016, batch_cost=0.5550, reader_cost=0.0002 | ETA 03:30:20 2020-11-13 00:24:53 [INFO] [TRAIN] epoch=27, iter=17270/40000, loss=0.1985, lr=0.006013, batch_cost=0.5158, reader_cost=0.0002 | ETA 03:15:23 2020-11-13 00:24:59 [INFO] [TRAIN] epoch=27, iter=17280/40000, loss=0.3289, lr=0.006011, batch_cost=0.5196, reader_cost=0.0002 | ETA 03:16:44 2020-11-13 00:25:04 [INFO] [TRAIN] epoch=27, iter=17290/40000, loss=0.2890, lr=0.006008, batch_cost=0.5191, reader_cost=0.0002 | ETA 03:16:28 2020-11-13 00:25:09 [INFO] [TRAIN] epoch=27, iter=17300/40000, loss=0.3617, lr=0.006006, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:11:00 2020-11-13 00:25:14 [INFO] [TRAIN] epoch=27, iter=17310/40000, loss=0.3302, lr=0.006004, batch_cost=0.5089, reader_cost=0.0002 | ETA 03:12:27 2020-11-13 00:25:19 [INFO] [TRAIN] epoch=27, iter=17320/40000, loss=0.3405, lr=0.006001, batch_cost=0.5079, reader_cost=0.0002 | ETA 03:11:59 2020-11-13 00:25:24 [INFO] [TRAIN] epoch=27, iter=17330/40000, loss=0.2787, lr=0.005999, batch_cost=0.5073, reader_cost=0.0002 | ETA 03:11:40 2020-11-13 00:25:29 [INFO] [TRAIN] epoch=27, iter=17340/40000, loss=0.3309, lr=0.005996, batch_cost=0.5052, reader_cost=0.0002 | ETA 03:10:47 2020-11-13 00:25:34 [INFO] [TRAIN] epoch=27, iter=17350/40000, loss=0.3221, lr=0.005994, batch_cost=0.5070, reader_cost=0.0002 | ETA 03:11:22 2020-11-13 00:25:39 [INFO] [TRAIN] epoch=27, iter=17360/40000, loss=0.5140, lr=0.005992, batch_cost=0.5001, reader_cost=0.0002 | ETA 03:08:42 2020-11-13 00:25:44 [INFO] [TRAIN] epoch=27, iter=17370/40000, loss=0.3021, lr=0.005989, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:10:43 2020-11-13 00:25:49 [INFO] [TRAIN] epoch=27, iter=17380/40000, loss=0.2728, lr=0.005987, batch_cost=0.5007, reader_cost=0.0002 | ETA 03:08:45 2020-11-13 00:25:54 [INFO] [TRAIN] epoch=27, iter=17390/40000, loss=0.3155, lr=0.005985, batch_cost=0.5061, reader_cost=0.0002 | ETA 03:10:42 2020-11-13 00:25:59 [INFO] [TRAIN] epoch=27, iter=17400/40000, loss=0.4709, lr=0.005982, batch_cost=0.5028, reader_cost=0.0002 | ETA 03:09:22 2020-11-13 00:26:04 [INFO] [TRAIN] epoch=27, iter=17410/40000, loss=0.2901, lr=0.005980, batch_cost=0.5095, reader_cost=0.0002 | ETA 03:11:50 2020-11-13 00:26:10 [INFO] [TRAIN] epoch=27, iter=17420/40000, loss=0.3902, lr=0.005977, batch_cost=0.5114, reader_cost=0.0002 | ETA 03:12:27 2020-11-13 00:26:15 [INFO] [TRAIN] epoch=27, iter=17430/40000, loss=0.3965, lr=0.005975, batch_cost=0.5183, reader_cost=0.0002 | ETA 03:14:58 2020-11-13 00:26:20 [INFO] [TRAIN] epoch=27, iter=17440/40000, loss=0.4672, lr=0.005973, batch_cost=0.5098, reader_cost=0.0002 | ETA 03:11:40 2020-11-13 00:26:25 [INFO] [TRAIN] epoch=27, iter=17450/40000, loss=0.3457, lr=0.005970, batch_cost=0.5088, reader_cost=0.0002 | ETA 03:11:13 2020-11-13 00:26:30 [INFO] [TRAIN] epoch=27, iter=17460/40000, loss=0.3691, lr=0.005968, batch_cost=0.5076, reader_cost=0.0002 | ETA 03:10:41 2020-11-13 00:26:35 [INFO] [TRAIN] epoch=27, iter=17470/40000, loss=0.3112, lr=0.005966, batch_cost=0.5065, reader_cost=0.0002 | ETA 03:10:11 2020-11-13 00:26:40 [INFO] [TRAIN] epoch=27, iter=17480/40000, loss=0.3158, lr=0.005963, batch_cost=0.5006, reader_cost=0.0002 | ETA 03:07:53 2020-11-13 00:26:45 [INFO] [TRAIN] epoch=27, iter=17490/40000, loss=0.4057, lr=0.005961, batch_cost=0.5058, reader_cost=0.0002 | ETA 03:09:45 2020-11-13 00:26:50 [INFO] [TRAIN] epoch=27, iter=17500/40000, loss=0.3560, lr=0.005958, batch_cost=0.5010, reader_cost=0.0002 | ETA 03:07:53 2020-11-13 00:26:55 [INFO] [TRAIN] epoch=27, iter=17510/40000, loss=0.3226, lr=0.005956, batch_cost=0.5111, reader_cost=0.0002 | ETA 03:11:34 2020-11-13 00:27:00 [INFO] [TRAIN] epoch=27, iter=17520/40000, loss=0.2429, lr=0.005954, batch_cost=0.5001, reader_cost=0.0002 | ETA 03:07:22 2020-11-13 00:27:05 [INFO] [TRAIN] epoch=27, iter=17530/40000, loss=0.4273, lr=0.005951, batch_cost=0.5125, reader_cost=0.0002 | ETA 03:11:55 2020-11-13 00:27:10 [INFO] [TRAIN] epoch=27, iter=17540/40000, loss=0.3166, lr=0.005949, batch_cost=0.5035, reader_cost=0.0002 | ETA 03:08:29 2020-11-13 00:27:16 [INFO] [TRAIN] epoch=27, iter=17550/40000, loss=0.3952, lr=0.005946, batch_cost=0.5125, reader_cost=0.0002 | ETA 03:11:44 2020-11-13 00:27:21 [INFO] [TRAIN] epoch=27, iter=17560/40000, loss=0.4443, lr=0.005944, batch_cost=0.5058, reader_cost=0.0002 | ETA 03:09:09 2020-11-13 00:27:26 [INFO] [TRAIN] epoch=27, iter=17570/40000, loss=0.4174, lr=0.005942, batch_cost=0.5073, reader_cost=0.0002 | ETA 03:09:38 2020-11-13 00:27:31 [INFO] [TRAIN] epoch=27, iter=17580/40000, loss=0.2192, lr=0.005939, batch_cost=0.5063, reader_cost=0.0002 | ETA 03:09:11 2020-11-13 00:27:36 [INFO] [TRAIN] epoch=27, iter=17590/40000, loss=0.2997, lr=0.005937, batch_cost=0.5040, reader_cost=0.0002 | ETA 03:08:15 2020-11-13 00:27:41 [INFO] [TRAIN] epoch=27, iter=17600/40000, loss=0.3683, lr=0.005935, batch_cost=0.4995, reader_cost=0.0002 | ETA 03:06:29 2020-11-13 00:27:46 [INFO] [TRAIN] epoch=27, iter=17610/40000, loss=0.3170, lr=0.005932, batch_cost=0.5035, reader_cost=0.0002 | ETA 03:07:53 2020-11-13 00:27:51 [INFO] [TRAIN] epoch=27, iter=17620/40000, loss=0.3130, lr=0.005930, batch_cost=0.5061, reader_cost=0.0002 | ETA 03:08:47 2020-11-13 00:27:56 [INFO] [TRAIN] epoch=27, iter=17630/40000, loss=0.2787, lr=0.005927, batch_cost=0.5064, reader_cost=0.0002 | ETA 03:08:48 2020-11-13 00:28:01 [INFO] [TRAIN] epoch=27, iter=17640/40000, loss=0.2735, lr=0.005925, batch_cost=0.5050, reader_cost=0.0002 | ETA 03:08:10 2020-11-13 00:28:06 [INFO] [TRAIN] epoch=27, iter=17650/40000, loss=0.5413, lr=0.005923, batch_cost=0.5074, reader_cost=0.0002 | ETA 03:08:59 2020-11-13 00:28:11 [INFO] [TRAIN] epoch=27, iter=17660/40000, loss=0.3480, lr=0.005920, batch_cost=0.5179, reader_cost=0.0002 | ETA 03:12:50 2020-11-13 00:28:17 [INFO] [TRAIN] epoch=27, iter=17670/40000, loss=0.3034, lr=0.005918, batch_cost=0.5240, reader_cost=0.0002 | ETA 03:15:01 2020-11-13 00:28:22 [INFO] [TRAIN] epoch=27, iter=17680/40000, loss=0.3494, lr=0.005915, batch_cost=0.5273, reader_cost=0.0002 | ETA 03:16:09 2020-11-13 00:28:27 [INFO] [TRAIN] epoch=27, iter=17690/40000, loss=0.4388, lr=0.005913, batch_cost=0.5170, reader_cost=0.0002 | ETA 03:12:14 2020-11-13 00:28:32 [INFO] [TRAIN] epoch=27, iter=17700/40000, loss=0.3969, lr=0.005911, batch_cost=0.5147, reader_cost=0.0002 | ETA 03:11:17 2020-11-13 00:28:37 [INFO] [TRAIN] epoch=27, iter=17710/40000, loss=0.2896, lr=0.005908, batch_cost=0.5059, reader_cost=0.0002 | ETA 03:07:55 2020-11-13 00:28:42 [INFO] [TRAIN] epoch=27, iter=17720/40000, loss=0.3580, lr=0.005906, batch_cost=0.5084, reader_cost=0.0002 | ETA 03:08:46 2020-11-13 00:28:47 [INFO] [TRAIN] epoch=27, iter=17730/40000, loss=0.3348, lr=0.005904, batch_cost=0.5027, reader_cost=0.0002 | ETA 03:06:35 2020-11-13 00:28:52 [INFO] [TRAIN] epoch=27, iter=17740/40000, loss=0.3078, lr=0.005901, batch_cost=0.5052, reader_cost=0.0002 | ETA 03:07:24 2020-11-13 00:28:57 [INFO] [TRAIN] epoch=27, iter=17750/40000, loss=0.2722, lr=0.005899, batch_cost=0.5062, reader_cost=0.0002 | ETA 03:07:42 2020-11-13 00:29:02 [INFO] [TRAIN] epoch=27, iter=17760/40000, loss=0.2889, lr=0.005896, batch_cost=0.5049, reader_cost=0.0002 | ETA 03:07:09 2020-11-13 00:29:08 [INFO] [TRAIN] epoch=27, iter=17770/40000, loss=0.4174, lr=0.005894, batch_cost=0.5043, reader_cost=0.0002 | ETA 03:06:49 2020-11-13 00:29:13 [INFO] [TRAIN] epoch=27, iter=17780/40000, loss=0.1744, lr=0.005892, batch_cost=0.5070, reader_cost=0.0002 | ETA 03:07:45 2020-11-13 00:29:18 [INFO] [TRAIN] epoch=27, iter=17790/40000, loss=0.1901, lr=0.005889, batch_cost=0.5088, reader_cost=0.0002 | ETA 03:08:20 2020-11-13 00:29:23 [INFO] [TRAIN] epoch=27, iter=17800/40000, loss=0.4504, lr=0.005887, batch_cost=0.5085, reader_cost=0.0002 | ETA 03:08:08 2020-11-13 00:29:28 [INFO] [TRAIN] epoch=27, iter=17810/40000, loss=0.3600, lr=0.005884, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:07:01 2020-11-13 00:29:33 [INFO] [TRAIN] epoch=27, iter=17820/40000, loss=0.4384, lr=0.005882, batch_cost=0.5085, reader_cost=0.0002 | ETA 03:07:58 2020-11-13 00:29:38 [INFO] [TRAIN] epoch=27, iter=17830/40000, loss=0.2466, lr=0.005880, batch_cost=0.5243, reader_cost=0.0002 | ETA 03:13:43 2020-11-13 00:29:43 [INFO] [TRAIN] epoch=27, iter=17840/40000, loss=0.2580, lr=0.005877, batch_cost=0.5159, reader_cost=0.0002 | ETA 03:10:32 2020-11-13 00:29:50 [INFO] [TRAIN] epoch=28, iter=17850/40000, loss=0.2520, lr=0.005875, batch_cost=0.6253, reader_cost=0.0961 | ETA 03:50:51 2020-11-13 00:29:55 [INFO] [TRAIN] epoch=28, iter=17860/40000, loss=0.1938, lr=0.005873, batch_cost=0.5405, reader_cost=0.0002 | ETA 03:19:27 2020-11-13 00:30:00 [INFO] [TRAIN] epoch=28, iter=17870/40000, loss=0.6171, lr=0.005870, batch_cost=0.5356, reader_cost=0.0002 | ETA 03:17:33 2020-11-13 00:30:06 [INFO] [TRAIN] epoch=28, iter=17880/40000, loss=0.2757, lr=0.005868, batch_cost=0.5264, reader_cost=0.0002 | ETA 03:14:03 2020-11-13 00:30:11 [INFO] [TRAIN] epoch=28, iter=17890/40000, loss=0.2795, lr=0.005865, batch_cost=0.5148, reader_cost=0.0002 | ETA 03:09:42 2020-11-13 00:30:16 [INFO] [TRAIN] epoch=28, iter=17900/40000, loss=0.3409, lr=0.005863, batch_cost=0.5186, reader_cost=0.0002 | ETA 03:11:01 2020-11-13 00:30:21 [INFO] [TRAIN] epoch=28, iter=17910/40000, loss=0.3387, lr=0.005861, batch_cost=0.5071, reader_cost=0.0002 | ETA 03:06:42 2020-11-13 00:30:26 [INFO] [TRAIN] epoch=28, iter=17920/40000, loss=0.2271, lr=0.005858, batch_cost=0.5085, reader_cost=0.0002 | ETA 03:07:06 2020-11-13 00:30:31 [INFO] [TRAIN] epoch=28, iter=17930/40000, loss=0.3063, lr=0.005856, batch_cost=0.5104, reader_cost=0.0002 | ETA 03:07:44 2020-11-13 00:30:36 [INFO] [TRAIN] epoch=28, iter=17940/40000, loss=0.2366, lr=0.005853, batch_cost=0.5127, reader_cost=0.0002 | ETA 03:08:30 2020-11-13 00:30:41 [INFO] [TRAIN] epoch=28, iter=17950/40000, loss=0.3632, lr=0.005851, batch_cost=0.5076, reader_cost=0.0002 | ETA 03:06:32 2020-11-13 00:30:46 [INFO] [TRAIN] epoch=28, iter=17960/40000, loss=0.2298, lr=0.005849, batch_cost=0.5039, reader_cost=0.0002 | ETA 03:05:06 2020-11-13 00:30:51 [INFO] [TRAIN] epoch=28, iter=17970/40000, loss=0.5170, lr=0.005846, batch_cost=0.5042, reader_cost=0.0002 | ETA 03:05:06 2020-11-13 00:30:57 [INFO] [TRAIN] epoch=28, iter=17980/40000, loss=0.2864, lr=0.005844, batch_cost=0.5057, reader_cost=0.0002 | ETA 03:05:36 2020-11-13 00:31:02 [INFO] [TRAIN] epoch=28, iter=17990/40000, loss=0.2974, lr=0.005841, batch_cost=0.5071, reader_cost=0.0002 | ETA 03:06:01 2020-11-13 00:31:07 [INFO] [TRAIN] epoch=28, iter=18000/40000, loss=0.5022, lr=0.005839, batch_cost=0.5215, reader_cost=0.0002 | ETA 03:11:13 2020-11-13 00:31:07 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 00:32:01 [INFO] [EVAL] #Images=1449 mIoU=0.6298 Acc=0.9177 Kappa=0.8152 2020-11-13 00:32:01 [INFO] [EVAL] Class IoU: [0.9209 0.7783 0.3917 0.7786 0.5184 0.6721 0.8435 0.7397 0.7641 0.2527 0.6532 0.5362 0.6155 0.6472 0.7176 0.7998 0.2915 0.653 0.4213 0.6994 0.5309] 2020-11-13 00:32:01 [INFO] [EVAL] Class Acc: [0.9484 0.9209 0.4348 0.8981 0.6275 0.9002 0.9092 0.8159 0.8072 0.6306 0.7442 0.705 0.8174 0.9145 0.839 0.9227 0.7963 0.861 0.7041 0.8192 0.8557] 2020-11-13 00:32:02 [INFO] [EVAL] The model with the best validation mIoU (0.6602) was saved at iter 14000. 2020-11-13 00:32:20 [INFO] [TRAIN] epoch=28, iter=18010/40000, loss=0.4734, lr=0.005837, batch_cost=1.8302, reader_cost=0.0004 | ETA 11:10:46 2020-11-13 00:32:29 [INFO] [TRAIN] epoch=28, iter=18020/40000, loss=0.2676, lr=0.005834, batch_cost=0.8650, reader_cost=0.0002 | ETA 05:16:52 2020-11-13 00:32:38 [INFO] [TRAIN] epoch=28, iter=18030/40000, loss=0.3681, lr=0.005832, batch_cost=0.8661, reader_cost=0.0002 | ETA 05:17:08 2020-11-13 00:32:47 [INFO] [TRAIN] epoch=28, iter=18040/40000, loss=0.3547, lr=0.005830, batch_cost=0.8961, reader_cost=0.0002 | ETA 05:27:59 2020-11-13 00:32:56 [INFO] [TRAIN] epoch=28, iter=18050/40000, loss=0.2969, lr=0.005827, batch_cost=0.8881, reader_cost=0.0002 | ETA 05:24:53 2020-11-13 00:33:05 [INFO] [TRAIN] epoch=28, iter=18060/40000, loss=0.2383, lr=0.005825, batch_cost=0.9010, reader_cost=0.0002 | ETA 05:29:27 2020-11-13 00:33:14 [INFO] [TRAIN] epoch=28, iter=18070/40000, loss=0.3301, lr=0.005822, batch_cost=0.8899, reader_cost=0.0002 | ETA 05:25:14 2020-11-13 00:33:23 [INFO] [TRAIN] epoch=28, iter=18080/40000, loss=0.3202, lr=0.005820, batch_cost=0.9013, reader_cost=0.0002 | ETA 05:29:15 2020-11-13 00:33:31 [INFO] [TRAIN] epoch=28, iter=18090/40000, loss=0.2918, lr=0.005818, batch_cost=0.8864, reader_cost=0.0002 | ETA 05:23:40 2020-11-13 00:33:40 [INFO] [TRAIN] epoch=28, iter=18100/40000, loss=0.3163, lr=0.005815, batch_cost=0.8952, reader_cost=0.0002 | ETA 05:26:45 2020-11-13 00:33:49 [INFO] [TRAIN] epoch=28, iter=18110/40000, loss=0.2877, lr=0.005813, batch_cost=0.8663, reader_cost=0.0002 | ETA 05:16:02 2020-11-13 00:33:58 [INFO] [TRAIN] epoch=28, iter=18120/40000, loss=0.2543, lr=0.005810, batch_cost=0.8714, reader_cost=0.0002 | ETA 05:17:45 2020-11-13 00:34:07 [INFO] [TRAIN] epoch=28, iter=18130/40000, loss=0.5037, lr=0.005808, batch_cost=0.8766, reader_cost=0.0002 | ETA 05:19:30 2020-11-13 00:34:15 [INFO] [TRAIN] epoch=28, iter=18140/40000, loss=0.2788, lr=0.005806, batch_cost=0.8760, reader_cost=0.0002 | ETA 05:19:09 2020-11-13 00:34:24 [INFO] [TRAIN] epoch=28, iter=18150/40000, loss=0.2599, lr=0.005803, batch_cost=0.8748, reader_cost=0.0002 | ETA 05:18:34 2020-11-13 00:34:33 [INFO] [TRAIN] epoch=28, iter=18160/40000, loss=0.3331, lr=0.005801, batch_cost=0.8727, reader_cost=0.0002 | ETA 05:17:39 2020-11-13 00:34:41 [INFO] [TRAIN] epoch=28, iter=18170/40000, loss=0.4135, lr=0.005798, batch_cost=0.8680, reader_cost=0.0002 | ETA 05:15:47 2020-11-13 00:34:50 [INFO] [TRAIN] epoch=28, iter=18180/40000, loss=0.4327, lr=0.005796, batch_cost=0.8619, reader_cost=0.0002 | ETA 05:13:26 2020-11-13 00:34:59 [INFO] [TRAIN] epoch=28, iter=18190/40000, loss=0.3794, lr=0.005794, batch_cost=0.8625, reader_cost=0.0002 | ETA 05:13:31 2020-11-13 00:35:07 [INFO] [TRAIN] epoch=28, iter=18200/40000, loss=0.3590, lr=0.005791, batch_cost=0.8651, reader_cost=0.0002 | ETA 05:14:19 2020-11-13 00:35:16 [INFO] [TRAIN] epoch=28, iter=18210/40000, loss=0.2594, lr=0.005789, batch_cost=0.8665, reader_cost=0.0002 | ETA 05:14:40 2020-11-13 00:35:25 [INFO] [TRAIN] epoch=28, iter=18220/40000, loss=0.3511, lr=0.005787, batch_cost=0.8638, reader_cost=0.0002 | ETA 05:13:32 2020-11-13 00:35:33 [INFO] [TRAIN] epoch=28, iter=18230/40000, loss=0.3854, lr=0.005784, batch_cost=0.8653, reader_cost=0.0002 | ETA 05:13:58 2020-11-13 00:35:42 [INFO] [TRAIN] epoch=28, iter=18240/40000, loss=0.3011, lr=0.005782, batch_cost=0.8694, reader_cost=0.0002 | ETA 05:15:17 2020-11-13 00:35:51 [INFO] [TRAIN] epoch=28, iter=18250/40000, loss=0.4213, lr=0.005779, batch_cost=0.8681, reader_cost=0.0002 | ETA 05:14:41 2020-11-13 00:35:59 [INFO] [TRAIN] epoch=28, iter=18260/40000, loss=0.3055, lr=0.005777, batch_cost=0.8639, reader_cost=0.0002 | ETA 05:13:02 2020-11-13 00:36:08 [INFO] [TRAIN] epoch=28, iter=18270/40000, loss=0.4537, lr=0.005775, batch_cost=0.8656, reader_cost=0.0002 | ETA 05:13:29 2020-11-13 00:36:17 [INFO] [TRAIN] epoch=28, iter=18280/40000, loss=0.3284, lr=0.005772, batch_cost=0.8639, reader_cost=0.0002 | ETA 05:12:44 2020-11-13 00:36:25 [INFO] [TRAIN] epoch=28, iter=18290/40000, loss=0.3371, lr=0.005770, batch_cost=0.8631, reader_cost=0.0002 | ETA 05:12:17 2020-11-13 00:36:34 [INFO] [TRAIN] epoch=28, iter=18300/40000, loss=0.2522, lr=0.005767, batch_cost=0.8631, reader_cost=0.0002 | ETA 05:12:10 2020-11-13 00:36:43 [INFO] [TRAIN] epoch=28, iter=18310/40000, loss=0.3940, lr=0.005765, batch_cost=0.8644, reader_cost=0.0002 | ETA 05:12:29 2020-11-13 00:36:51 [INFO] [TRAIN] epoch=28, iter=18320/40000, loss=0.2614, lr=0.005763, batch_cost=0.8629, reader_cost=0.0002 | ETA 05:11:48 2020-11-13 00:37:00 [INFO] [TRAIN] epoch=28, iter=18330/40000, loss=0.2788, lr=0.005760, batch_cost=0.8646, reader_cost=0.0002 | ETA 05:12:16 2020-11-13 00:37:08 [INFO] [TRAIN] epoch=28, iter=18340/40000, loss=0.2846, lr=0.005758, batch_cost=0.8662, reader_cost=0.0002 | ETA 05:12:41 2020-11-13 00:37:17 [INFO] [TRAIN] epoch=28, iter=18350/40000, loss=0.2318, lr=0.005755, batch_cost=0.8657, reader_cost=0.0002 | ETA 05:12:22 2020-11-13 00:37:26 [INFO] [TRAIN] epoch=28, iter=18360/40000, loss=0.2913, lr=0.005753, batch_cost=0.8640, reader_cost=0.0002 | ETA 05:11:37 2020-11-13 00:37:34 [INFO] [TRAIN] epoch=28, iter=18370/40000, loss=0.4367, lr=0.005751, batch_cost=0.8654, reader_cost=0.0002 | ETA 05:11:59 2020-11-13 00:37:43 [INFO] [TRAIN] epoch=28, iter=18380/40000, loss=0.3299, lr=0.005748, batch_cost=0.8667, reader_cost=0.0002 | ETA 05:12:18 2020-11-13 00:37:52 [INFO] [TRAIN] epoch=28, iter=18390/40000, loss=0.2625, lr=0.005746, batch_cost=0.8645, reader_cost=0.0002 | ETA 05:11:22 2020-11-13 00:38:00 [INFO] [TRAIN] epoch=28, iter=18400/40000, loss=0.2743, lr=0.005743, batch_cost=0.8598, reader_cost=0.0002 | ETA 05:09:31 2020-11-13 00:38:09 [INFO] [TRAIN] epoch=28, iter=18410/40000, loss=0.3921, lr=0.005741, batch_cost=0.8635, reader_cost=0.0002 | ETA 05:10:43 2020-11-13 00:38:18 [INFO] [TRAIN] epoch=28, iter=18420/40000, loss=0.1944, lr=0.005739, batch_cost=0.8647, reader_cost=0.0002 | ETA 05:11:00 2020-11-13 00:38:26 [INFO] [TRAIN] epoch=28, iter=18430/40000, loss=0.3086, lr=0.005736, batch_cost=0.8628, reader_cost=0.0002 | ETA 05:10:10 2020-11-13 00:38:35 [INFO] [TRAIN] epoch=28, iter=18440/40000, loss=0.2738, lr=0.005734, batch_cost=0.8642, reader_cost=0.0002 | ETA 05:10:32 2020-11-13 00:38:44 [INFO] [TRAIN] epoch=28, iter=18450/40000, loss=0.2754, lr=0.005731, batch_cost=0.8662, reader_cost=0.0002 | ETA 05:11:07 2020-11-13 00:38:52 [INFO] [TRAIN] epoch=28, iter=18460/40000, loss=0.2867, lr=0.005729, batch_cost=0.8652, reader_cost=0.0002 | ETA 05:10:36 2020-11-13 00:39:01 [INFO] [TRAIN] epoch=28, iter=18470/40000, loss=0.4131, lr=0.005727, batch_cost=0.8697, reader_cost=0.0002 | ETA 05:12:04 2020-11-13 00:39:10 [INFO] [TRAIN] epoch=28, iter=18480/40000, loss=0.3145, lr=0.005724, batch_cost=0.8637, reader_cost=0.0002 | ETA 05:09:47 2020-11-13 00:39:18 [INFO] [TRAIN] epoch=28, iter=18490/40000, loss=0.3200, lr=0.005722, batch_cost=0.8656, reader_cost=0.0002 | ETA 05:10:19 2020-11-13 00:39:27 [INFO] [TRAIN] epoch=28, iter=18500/40000, loss=0.3532, lr=0.005720, batch_cost=0.8622, reader_cost=0.0002 | ETA 05:08:56 2020-11-13 00:39:36 [INFO] [TRAIN] epoch=29, iter=18510/40000, loss=0.1994, lr=0.005717, batch_cost=0.9077, reader_cost=0.1140 | ETA 05:25:05 2020-11-13 00:39:41 [INFO] [TRAIN] epoch=29, iter=18520/40000, loss=0.4181, lr=0.005715, batch_cost=0.5200, reader_cost=0.0004 | ETA 03:06:10 2020-11-13 00:39:46 [INFO] [TRAIN] epoch=29, iter=18530/40000, loss=0.3696, lr=0.005712, batch_cost=0.5152, reader_cost=0.0002 | ETA 03:04:21 2020-11-13 00:39:51 [INFO] [TRAIN] epoch=29, iter=18540/40000, loss=0.5262, lr=0.005710, batch_cost=0.5126, reader_cost=0.0002 | ETA 03:03:20 2020-11-13 00:39:56 [INFO] [TRAIN] epoch=29, iter=18550/40000, loss=0.1887, lr=0.005708, batch_cost=0.5081, reader_cost=0.0002 | ETA 03:01:39 2020-11-13 00:40:02 [INFO] [TRAIN] epoch=29, iter=18560/40000, loss=0.1890, lr=0.005705, batch_cost=0.5098, reader_cost=0.0002 | ETA 03:02:11 2020-11-13 00:40:07 [INFO] [TRAIN] epoch=29, iter=18570/40000, loss=0.2621, lr=0.005703, batch_cost=0.5226, reader_cost=0.0002 | ETA 03:06:40 2020-11-13 00:40:12 [INFO] [TRAIN] epoch=29, iter=18580/40000, loss=0.3519, lr=0.005700, batch_cost=0.5273, reader_cost=0.0002 | ETA 03:08:13 2020-11-13 00:40:17 [INFO] [TRAIN] epoch=29, iter=18590/40000, loss=0.2927, lr=0.005698, batch_cost=0.5361, reader_cost=0.0002 | ETA 03:11:18 2020-11-13 00:40:22 [INFO] [TRAIN] epoch=29, iter=18600/40000, loss=0.2925, lr=0.005696, batch_cost=0.5078, reader_cost=0.0002 | ETA 03:01:07 2020-11-13 00:40:28 [INFO] [TRAIN] epoch=29, iter=18610/40000, loss=0.1803, lr=0.005693, batch_cost=0.5053, reader_cost=0.0002 | ETA 03:00:07 2020-11-13 00:40:33 [INFO] [TRAIN] epoch=29, iter=18620/40000, loss=0.2446, lr=0.005691, batch_cost=0.5312, reader_cost=0.0002 | ETA 03:09:18 2020-11-13 00:40:38 [INFO] [TRAIN] epoch=29, iter=18630/40000, loss=0.2971, lr=0.005688, batch_cost=0.5108, reader_cost=0.0002 | ETA 03:01:56 2020-11-13 00:40:43 [INFO] [TRAIN] epoch=29, iter=18640/40000, loss=0.3140, lr=0.005686, batch_cost=0.5348, reader_cost=0.0044 | ETA 03:10:22 2020-11-13 00:40:49 [INFO] [TRAIN] epoch=29, iter=18650/40000, loss=0.3124, lr=0.005684, batch_cost=0.5347, reader_cost=0.0002 | ETA 03:10:16 2020-11-13 00:40:54 [INFO] [TRAIN] epoch=29, iter=18660/40000, loss=0.3148, lr=0.005681, batch_cost=0.5140, reader_cost=0.0002 | ETA 03:02:49 2020-11-13 00:40:59 [INFO] [TRAIN] epoch=29, iter=18670/40000, loss=0.3050, lr=0.005679, batch_cost=0.5114, reader_cost=0.0002 | ETA 03:01:47 2020-11-13 00:41:04 [INFO] [TRAIN] epoch=29, iter=18680/40000, loss=0.2351, lr=0.005676, batch_cost=0.5144, reader_cost=0.0002 | ETA 03:02:46 2020-11-13 00:41:09 [INFO] [TRAIN] epoch=29, iter=18690/40000, loss=0.1743, lr=0.005674, batch_cost=0.5274, reader_cost=0.0002 | ETA 03:07:19 2020-11-13 00:41:14 [INFO] [TRAIN] epoch=29, iter=18700/40000, loss=0.2514, lr=0.005672, batch_cost=0.5156, reader_cost=0.0002 | ETA 03:03:03 2020-11-13 00:41:20 [INFO] [TRAIN] epoch=29, iter=18710/40000, loss=0.4101, lr=0.005669, batch_cost=0.5243, reader_cost=0.0002 | ETA 03:06:02 2020-11-13 00:41:25 [INFO] [TRAIN] epoch=29, iter=18720/40000, loss=0.2229, lr=0.005667, batch_cost=0.5155, reader_cost=0.0002 | ETA 03:02:50 2020-11-13 00:41:30 [INFO] [TRAIN] epoch=29, iter=18730/40000, loss=0.2185, lr=0.005664, batch_cost=0.5227, reader_cost=0.0002 | ETA 03:05:17 2020-11-13 00:41:35 [INFO] [TRAIN] epoch=29, iter=18740/40000, loss=0.2796, lr=0.005662, batch_cost=0.5299, reader_cost=0.0002 | ETA 03:07:45 2020-11-13 00:41:41 [INFO] [TRAIN] epoch=29, iter=18750/40000, loss=0.2258, lr=0.005660, batch_cost=0.5163, reader_cost=0.0002 | ETA 03:02:50 2020-11-13 00:41:46 [INFO] [TRAIN] epoch=29, iter=18760/40000, loss=0.2481, lr=0.005657, batch_cost=0.5227, reader_cost=0.0002 | ETA 03:05:01 2020-11-13 00:41:51 [INFO] [TRAIN] epoch=29, iter=18770/40000, loss=0.2833, lr=0.005655, batch_cost=0.5208, reader_cost=0.0002 | ETA 03:04:17 2020-11-13 00:41:56 [INFO] [TRAIN] epoch=29, iter=18780/40000, loss=0.3203, lr=0.005652, batch_cost=0.5092, reader_cost=0.0002 | ETA 03:00:04 2020-11-13 00:42:01 [INFO] [TRAIN] epoch=29, iter=18790/40000, loss=0.3695, lr=0.005650, batch_cost=0.5190, reader_cost=0.0002 | ETA 03:03:28 2020-11-13 00:42:06 [INFO] [TRAIN] epoch=29, iter=18800/40000, loss=0.2451, lr=0.005648, batch_cost=0.5127, reader_cost=0.0002 | ETA 03:01:08 2020-11-13 00:42:12 [INFO] [TRAIN] epoch=29, iter=18810/40000, loss=0.4248, lr=0.005645, batch_cost=0.5304, reader_cost=0.0002 | ETA 03:07:18 2020-11-13 00:42:17 [INFO] [TRAIN] epoch=29, iter=18820/40000, loss=0.2697, lr=0.005643, batch_cost=0.5281, reader_cost=0.0002 | ETA 03:06:25 2020-11-13 00:42:23 [INFO] [TRAIN] epoch=29, iter=18830/40000, loss=0.2094, lr=0.005640, batch_cost=0.5613, reader_cost=0.0002 | ETA 03:18:02 2020-11-13 00:42:28 [INFO] [TRAIN] epoch=29, iter=18840/40000, loss=0.2128, lr=0.005638, batch_cost=0.5590, reader_cost=0.0002 | ETA 03:17:09 2020-11-13 00:42:33 [INFO] [TRAIN] epoch=29, iter=18850/40000, loss=0.3882, lr=0.005636, batch_cost=0.5223, reader_cost=0.0002 | ETA 03:04:05 2020-11-13 00:42:39 [INFO] [TRAIN] epoch=29, iter=18860/40000, loss=0.3037, lr=0.005633, batch_cost=0.5089, reader_cost=0.0002 | ETA 02:59:17 2020-11-13 00:42:44 [INFO] [TRAIN] epoch=29, iter=18870/40000, loss=0.2675, lr=0.005631, batch_cost=0.5268, reader_cost=0.0002 | ETA 03:05:31 2020-11-13 00:42:49 [INFO] [TRAIN] epoch=29, iter=18880/40000, loss=0.3098, lr=0.005628, batch_cost=0.5226, reader_cost=0.0001 | ETA 03:03:56 2020-11-13 00:42:54 [INFO] [TRAIN] epoch=29, iter=18890/40000, loss=0.2974, lr=0.005626, batch_cost=0.5215, reader_cost=0.0002 | ETA 03:03:29 2020-11-13 00:42:59 [INFO] [TRAIN] epoch=29, iter=18900/40000, loss=0.2901, lr=0.005624, batch_cost=0.5235, reader_cost=0.0002 | ETA 03:04:06 2020-11-13 00:43:05 [INFO] [TRAIN] epoch=29, iter=18910/40000, loss=0.2807, lr=0.005621, batch_cost=0.5159, reader_cost=0.0002 | ETA 03:01:21 2020-11-13 00:43:10 [INFO] [TRAIN] epoch=29, iter=18920/40000, loss=0.2718, lr=0.005619, batch_cost=0.5232, reader_cost=0.0001 | ETA 03:03:48 2020-11-13 00:43:15 [INFO] [TRAIN] epoch=29, iter=18930/40000, loss=0.3593, lr=0.005616, batch_cost=0.5182, reader_cost=0.0002 | ETA 03:01:59 2020-11-13 00:43:20 [INFO] [TRAIN] epoch=29, iter=18940/40000, loss=0.2757, lr=0.005614, batch_cost=0.5316, reader_cost=0.0015 | ETA 03:06:36 2020-11-13 00:43:26 [INFO] [TRAIN] epoch=29, iter=18950/40000, loss=0.2885, lr=0.005612, batch_cost=0.5430, reader_cost=0.0002 | ETA 03:10:30 2020-11-13 00:43:31 [INFO] [TRAIN] epoch=29, iter=18960/40000, loss=0.2870, lr=0.005609, batch_cost=0.5376, reader_cost=0.0002 | ETA 03:08:32 2020-11-13 00:43:36 [INFO] [TRAIN] epoch=29, iter=18970/40000, loss=0.2989, lr=0.005607, batch_cost=0.5243, reader_cost=0.0002 | ETA 03:03:47 2020-11-13 00:43:42 [INFO] [TRAIN] epoch=29, iter=18980/40000, loss=0.2861, lr=0.005604, batch_cost=0.5330, reader_cost=0.0002 | ETA 03:06:43 2020-11-13 00:43:47 [INFO] [TRAIN] epoch=29, iter=18990/40000, loss=0.2920, lr=0.005602, batch_cost=0.5397, reader_cost=0.0002 | ETA 03:08:58 2020-11-13 00:43:53 [INFO] [TRAIN] epoch=29, iter=19000/40000, loss=0.2994, lr=0.005600, batch_cost=0.5441, reader_cost=0.0002 | ETA 03:10:26 2020-11-13 00:43:58 [INFO] [TRAIN] epoch=29, iter=19010/40000, loss=0.2493, lr=0.005597, batch_cost=0.5375, reader_cost=0.0002 | ETA 03:08:02 2020-11-13 00:44:03 [INFO] [TRAIN] epoch=29, iter=19020/40000, loss=0.4125, lr=0.005595, batch_cost=0.5455, reader_cost=0.0002 | ETA 03:10:44 2020-11-13 00:44:09 [INFO] [TRAIN] epoch=29, iter=19030/40000, loss=0.2663, lr=0.005592, batch_cost=0.5332, reader_cost=0.0002 | ETA 03:06:22 2020-11-13 00:44:14 [INFO] [TRAIN] epoch=29, iter=19040/40000, loss=0.2368, lr=0.005590, batch_cost=0.5320, reader_cost=0.0002 | ETA 03:05:49 2020-11-13 00:44:19 [INFO] [TRAIN] epoch=29, iter=19050/40000, loss=0.2831, lr=0.005588, batch_cost=0.5282, reader_cost=0.0002 | ETA 03:04:25 2020-11-13 00:44:25 [INFO] [TRAIN] epoch=29, iter=19060/40000, loss=0.1798, lr=0.005585, batch_cost=0.5325, reader_cost=0.0002 | ETA 03:05:50 2020-11-13 00:44:30 [INFO] [TRAIN] epoch=29, iter=19070/40000, loss=0.2572, lr=0.005583, batch_cost=0.5293, reader_cost=0.0002 | ETA 03:04:37 2020-11-13 00:44:35 [INFO] [TRAIN] epoch=29, iter=19080/40000, loss=0.3440, lr=0.005580, batch_cost=0.5239, reader_cost=0.0002 | ETA 03:02:40 2020-11-13 00:44:41 [INFO] [TRAIN] epoch=29, iter=19090/40000, loss=0.3925, lr=0.005578, batch_cost=0.5577, reader_cost=0.0002 | ETA 03:14:21 2020-11-13 00:44:46 [INFO] [TRAIN] epoch=29, iter=19100/40000, loss=0.2367, lr=0.005576, batch_cost=0.5159, reader_cost=0.0002 | ETA 02:59:43 2020-11-13 00:44:51 [INFO] [TRAIN] epoch=29, iter=19110/40000, loss=0.3575, lr=0.005573, batch_cost=0.5178, reader_cost=0.0002 | ETA 03:00:17 2020-11-13 00:44:56 [INFO] [TRAIN] epoch=29, iter=19120/40000, loss=0.4238, lr=0.005571, batch_cost=0.5077, reader_cost=0.0002 | ETA 02:56:40 2020-11-13 00:45:01 [INFO] [TRAIN] epoch=29, iter=19130/40000, loss=0.4190, lr=0.005568, batch_cost=0.5191, reader_cost=0.0002 | ETA 03:00:33 2020-11-13 00:45:07 [INFO] [TRAIN] epoch=29, iter=19140/40000, loss=0.3025, lr=0.005566, batch_cost=0.5159, reader_cost=0.0002 | ETA 02:59:21 2020-11-13 00:45:12 [INFO] [TRAIN] epoch=29, iter=19150/40000, loss=0.2814, lr=0.005564, batch_cost=0.5470, reader_cost=0.0002 | ETA 03:10:05 2020-11-13 00:45:17 [INFO] [TRAIN] epoch=29, iter=19160/40000, loss=0.3145, lr=0.005561, batch_cost=0.5285, reader_cost=0.0002 | ETA 03:03:34 2020-11-13 00:45:24 [INFO] [TRAIN] epoch=30, iter=19170/40000, loss=0.2881, lr=0.005559, batch_cost=0.6648, reader_cost=0.0986 | ETA 03:50:47 2020-11-13 00:45:30 [INFO] [TRAIN] epoch=30, iter=19180/40000, loss=0.4834, lr=0.005556, batch_cost=0.5746, reader_cost=0.0005 | ETA 03:19:23 2020-11-13 00:45:35 [INFO] [TRAIN] epoch=30, iter=19190/40000, loss=0.3774, lr=0.005554, batch_cost=0.5381, reader_cost=0.0002 | ETA 03:06:38 2020-11-13 00:45:40 [INFO] [TRAIN] epoch=30, iter=19200/40000, loss=0.2829, lr=0.005552, batch_cost=0.5328, reader_cost=0.0002 | ETA 03:04:42 2020-11-13 00:45:46 [INFO] [TRAIN] epoch=30, iter=19210/40000, loss=0.2875, lr=0.005549, batch_cost=0.5675, reader_cost=0.0002 | ETA 03:16:38 2020-11-13 00:45:52 [INFO] [TRAIN] epoch=30, iter=19220/40000, loss=0.4810, lr=0.005547, batch_cost=0.5648, reader_cost=0.0002 | ETA 03:15:36 2020-11-13 00:45:57 [INFO] [TRAIN] epoch=30, iter=19230/40000, loss=0.2785, lr=0.005544, batch_cost=0.5529, reader_cost=0.0002 | ETA 03:11:23 2020-11-13 00:46:03 [INFO] [TRAIN] epoch=30, iter=19240/40000, loss=0.3149, lr=0.005542, batch_cost=0.5707, reader_cost=0.0002 | ETA 03:17:27 2020-11-13 00:46:09 [INFO] [TRAIN] epoch=30, iter=19250/40000, loss=0.3225, lr=0.005540, batch_cost=0.5576, reader_cost=0.0002 | ETA 03:12:50 2020-11-13 00:46:14 [INFO] [TRAIN] epoch=30, iter=19260/40000, loss=0.2628, lr=0.005537, batch_cost=0.5720, reader_cost=0.0002 | ETA 03:17:44 2020-11-13 00:46:20 [INFO] [TRAIN] epoch=30, iter=19270/40000, loss=0.3654, lr=0.005535, batch_cost=0.5858, reader_cost=0.0002 | ETA 03:22:22 2020-11-13 00:46:26 [INFO] [TRAIN] epoch=30, iter=19280/40000, loss=0.2302, lr=0.005532, batch_cost=0.5860, reader_cost=0.0002 | ETA 03:22:21 2020-11-13 00:46:32 [INFO] [TRAIN] epoch=30, iter=19290/40000, loss=0.2351, lr=0.005530, batch_cost=0.6022, reader_cost=0.0014 | ETA 03:27:52 2020-11-13 00:46:38 [INFO] [TRAIN] epoch=30, iter=19300/40000, loss=0.4047, lr=0.005528, batch_cost=0.5989, reader_cost=0.0015 | ETA 03:26:38 2020-11-13 00:46:44 [INFO] [TRAIN] epoch=30, iter=19310/40000, loss=0.2973, lr=0.005525, batch_cost=0.5806, reader_cost=0.0002 | ETA 03:20:13 2020-11-13 00:46:50 [INFO] [TRAIN] epoch=30, iter=19320/40000, loss=0.3356, lr=0.005523, batch_cost=0.5711, reader_cost=0.0002 | ETA 03:16:50 2020-11-13 00:46:55 [INFO] [TRAIN] epoch=30, iter=19330/40000, loss=0.2466, lr=0.005520, batch_cost=0.5549, reader_cost=0.0002 | ETA 03:11:09 2020-11-13 00:47:01 [INFO] [TRAIN] epoch=30, iter=19340/40000, loss=0.2112, lr=0.005518, batch_cost=0.5648, reader_cost=0.0002 | ETA 03:14:28 2020-11-13 00:47:06 [INFO] [TRAIN] epoch=30, iter=19350/40000, loss=0.2806, lr=0.005516, batch_cost=0.5632, reader_cost=0.0002 | ETA 03:13:49 2020-11-13 00:47:12 [INFO] [TRAIN] epoch=30, iter=19360/40000, loss=0.2880, lr=0.005513, batch_cost=0.5616, reader_cost=0.0002 | ETA 03:13:10 2020-11-13 00:47:18 [INFO] [TRAIN] epoch=30, iter=19370/40000, loss=0.3369, lr=0.005511, batch_cost=0.5775, reader_cost=0.0002 | ETA 03:18:33 2020-11-13 00:47:24 [INFO] [TRAIN] epoch=30, iter=19380/40000, loss=0.2914, lr=0.005508, batch_cost=0.5735, reader_cost=0.0002 | ETA 03:17:05 2020-11-13 00:47:29 [INFO] [TRAIN] epoch=30, iter=19390/40000, loss=0.2745, lr=0.005506, batch_cost=0.5624, reader_cost=0.0002 | ETA 03:13:11 2020-11-13 00:47:35 [INFO] [TRAIN] epoch=30, iter=19400/40000, loss=0.4536, lr=0.005504, batch_cost=0.5773, reader_cost=0.0002 | ETA 03:18:12 2020-11-13 00:47:41 [INFO] [TRAIN] epoch=30, iter=19410/40000, loss=0.2905, lr=0.005501, batch_cost=0.5994, reader_cost=0.0002 | ETA 03:25:42 2020-11-13 00:47:47 [INFO] [TRAIN] epoch=30, iter=19420/40000, loss=0.2559, lr=0.005499, batch_cost=0.5747, reader_cost=0.0002 | ETA 03:17:08 2020-11-13 00:47:52 [INFO] [TRAIN] epoch=30, iter=19430/40000, loss=0.2963, lr=0.005496, batch_cost=0.5733, reader_cost=0.0002 | ETA 03:16:31 2020-11-13 00:47:58 [INFO] [TRAIN] epoch=30, iter=19440/40000, loss=0.3608, lr=0.005494, batch_cost=0.5717, reader_cost=0.0002 | ETA 03:15:54 2020-11-13 00:48:04 [INFO] [TRAIN] epoch=30, iter=19450/40000, loss=0.1803, lr=0.005492, batch_cost=0.5750, reader_cost=0.0002 | ETA 03:16:55 2020-11-13 00:48:10 [INFO] [TRAIN] epoch=30, iter=19460/40000, loss=0.3134, lr=0.005489, batch_cost=0.5712, reader_cost=0.0002 | ETA 03:15:32 2020-11-13 00:48:15 [INFO] [TRAIN] epoch=30, iter=19470/40000, loss=0.2716, lr=0.005487, batch_cost=0.5652, reader_cost=0.0002 | ETA 03:13:23 2020-11-13 00:48:21 [INFO] [TRAIN] epoch=30, iter=19480/40000, loss=0.3260, lr=0.005484, batch_cost=0.5793, reader_cost=0.0002 | ETA 03:18:07 2020-11-13 00:48:27 [INFO] [TRAIN] epoch=30, iter=19490/40000, loss=0.3387, lr=0.005482, batch_cost=0.5704, reader_cost=0.0002 | ETA 03:14:58 2020-11-13 00:48:32 [INFO] [TRAIN] epoch=30, iter=19500/40000, loss=0.2933, lr=0.005480, batch_cost=0.5738, reader_cost=0.0002 | ETA 03:16:02 2020-11-13 00:48:38 [INFO] [TRAIN] epoch=30, iter=19510/40000, loss=0.3650, lr=0.005477, batch_cost=0.5662, reader_cost=0.0002 | ETA 03:13:21 2020-11-13 00:48:44 [INFO] [TRAIN] epoch=30, iter=19520/40000, loss=0.3779, lr=0.005475, batch_cost=0.5769, reader_cost=0.0002 | ETA 03:16:53 2020-11-13 00:48:50 [INFO] [TRAIN] epoch=30, iter=19530/40000, loss=0.3075, lr=0.005472, batch_cost=0.5828, reader_cost=0.0002 | ETA 03:18:49 2020-11-13 00:48:55 [INFO] [TRAIN] epoch=30, iter=19540/40000, loss=0.2950, lr=0.005470, batch_cost=0.5760, reader_cost=0.0002 | ETA 03:16:25 2020-11-13 00:49:01 [INFO] [TRAIN] epoch=30, iter=19550/40000, loss=0.4721, lr=0.005468, batch_cost=0.5767, reader_cost=0.0002 | ETA 03:16:33 2020-11-13 00:49:07 [INFO] [TRAIN] epoch=30, iter=19560/40000, loss=0.3479, lr=0.005465, batch_cost=0.5754, reader_cost=0.0002 | ETA 03:16:00 2020-11-13 00:49:13 [INFO] [TRAIN] epoch=30, iter=19570/40000, loss=0.2118, lr=0.005463, batch_cost=0.5718, reader_cost=0.0002 | ETA 03:14:42 2020-11-13 00:49:19 [INFO] [TRAIN] epoch=30, iter=19580/40000, loss=0.3048, lr=0.005460, batch_cost=0.5862, reader_cost=0.0002 | ETA 03:19:30 2020-11-13 00:49:24 [INFO] [TRAIN] epoch=30, iter=19590/40000, loss=0.2956, lr=0.005458, batch_cost=0.5818, reader_cost=0.0002 | ETA 03:17:54 2020-11-13 00:49:30 [INFO] [TRAIN] epoch=30, iter=19600/40000, loss=0.2178, lr=0.005455, batch_cost=0.5685, reader_cost=0.0002 | ETA 03:13:16 2020-11-13 00:49:36 [INFO] [TRAIN] epoch=30, iter=19610/40000, loss=0.3092, lr=0.005453, batch_cost=0.5542, reader_cost=0.0002 | ETA 03:08:20 2020-11-13 00:49:41 [INFO] [TRAIN] epoch=30, iter=19620/40000, loss=0.4732, lr=0.005451, batch_cost=0.5567, reader_cost=0.0002 | ETA 03:09:05 2020-11-13 00:49:47 [INFO] [TRAIN] epoch=30, iter=19630/40000, loss=0.3089, lr=0.005448, batch_cost=0.5616, reader_cost=0.0002 | ETA 03:10:39 2020-11-13 00:49:52 [INFO] [TRAIN] epoch=30, iter=19640/40000, loss=0.2475, lr=0.005446, batch_cost=0.5648, reader_cost=0.0002 | ETA 03:11:39 2020-11-13 00:49:58 [INFO] [TRAIN] epoch=30, iter=19650/40000, loss=0.3387, lr=0.005443, batch_cost=0.5539, reader_cost=0.0002 | ETA 03:07:51 2020-11-13 00:50:04 [INFO] [TRAIN] epoch=30, iter=19660/40000, loss=0.2331, lr=0.005441, batch_cost=0.5613, reader_cost=0.0002 | ETA 03:10:15 2020-11-13 00:50:09 [INFO] [TRAIN] epoch=30, iter=19670/40000, loss=0.3837, lr=0.005439, batch_cost=0.5597, reader_cost=0.0002 | ETA 03:09:39 2020-11-13 00:50:15 [INFO] [TRAIN] epoch=30, iter=19680/40000, loss=0.3385, lr=0.005436, batch_cost=0.5644, reader_cost=0.0002 | ETA 03:11:07 2020-11-13 00:50:20 [INFO] [TRAIN] epoch=30, iter=19690/40000, loss=0.4123, lr=0.005434, batch_cost=0.5636, reader_cost=0.0002 | ETA 03:10:46 2020-11-13 00:50:26 [INFO] [TRAIN] epoch=30, iter=19700/40000, loss=0.3679, lr=0.005431, batch_cost=0.5688, reader_cost=0.0002 | ETA 03:12:26 2020-11-13 00:50:32 [INFO] [TRAIN] epoch=30, iter=19710/40000, loss=0.2820, lr=0.005429, batch_cost=0.5621, reader_cost=0.0002 | ETA 03:10:05 2020-11-13 00:50:37 [INFO] [TRAIN] epoch=30, iter=19720/40000, loss=0.2932, lr=0.005427, batch_cost=0.5583, reader_cost=0.0002 | ETA 03:08:41 2020-11-13 00:50:43 [INFO] [TRAIN] epoch=30, iter=19730/40000, loss=0.2084, lr=0.005424, batch_cost=0.5639, reader_cost=0.0002 | ETA 03:10:29 2020-11-13 00:50:49 [INFO] [TRAIN] epoch=30, iter=19740/40000, loss=0.2957, lr=0.005422, batch_cost=0.5570, reader_cost=0.0002 | ETA 03:08:05 2020-11-13 00:50:54 [INFO] [TRAIN] epoch=30, iter=19750/40000, loss=0.3912, lr=0.005419, batch_cost=0.5623, reader_cost=0.0002 | ETA 03:09:46 2020-11-13 00:51:00 [INFO] [TRAIN] epoch=30, iter=19760/40000, loss=0.2305, lr=0.005417, batch_cost=0.5479, reader_cost=0.0002 | ETA 03:04:48 2020-11-13 00:51:05 [INFO] [TRAIN] epoch=30, iter=19770/40000, loss=0.3563, lr=0.005415, batch_cost=0.5364, reader_cost=0.0002 | ETA 03:00:50 2020-11-13 00:51:11 [INFO] [TRAIN] epoch=30, iter=19780/40000, loss=0.3710, lr=0.005412, batch_cost=0.5435, reader_cost=0.0002 | ETA 03:03:10 2020-11-13 00:51:16 [INFO] [TRAIN] epoch=30, iter=19790/40000, loss=0.3085, lr=0.005410, batch_cost=0.5447, reader_cost=0.0002 | ETA 03:03:28 2020-11-13 00:51:21 [INFO] [TRAIN] epoch=30, iter=19800/40000, loss=0.2504, lr=0.005407, batch_cost=0.5374, reader_cost=0.0002 | ETA 03:00:55 2020-11-13 00:51:27 [INFO] [TRAIN] epoch=30, iter=19810/40000, loss=0.2748, lr=0.005405, batch_cost=0.5299, reader_cost=0.0002 | ETA 02:58:17 2020-11-13 00:51:32 [INFO] [TRAIN] epoch=30, iter=19820/40000, loss=0.2945, lr=0.005402, batch_cost=0.5307, reader_cost=0.0002 | ETA 02:58:30 2020-11-13 00:51:37 [INFO] [TRAIN] epoch=30, iter=19830/40000, loss=0.2197, lr=0.005400, batch_cost=0.5012, reader_cost=0.0001 | ETA 02:48:29 2020-11-13 00:51:43 [INFO] [TRAIN] epoch=31, iter=19840/40000, loss=0.2732, lr=0.005398, batch_cost=0.6403, reader_cost=0.0923 | ETA 03:35:08 2020-11-13 00:51:48 [INFO] [TRAIN] epoch=31, iter=19850/40000, loss=0.3784, lr=0.005395, batch_cost=0.5109, reader_cost=0.0004 | ETA 02:51:34 2020-11-13 00:51:54 [INFO] [TRAIN] epoch=31, iter=19860/40000, loss=0.4143, lr=0.005393, batch_cost=0.5187, reader_cost=0.0002 | ETA 02:54:07 2020-11-13 00:51:59 [INFO] [TRAIN] epoch=31, iter=19870/40000, loss=0.2795, lr=0.005390, batch_cost=0.5097, reader_cost=0.0002 | ETA 02:51:00 2020-11-13 00:52:04 [INFO] [TRAIN] epoch=31, iter=19880/40000, loss=0.4255, lr=0.005388, batch_cost=0.5134, reader_cost=0.0002 | ETA 02:52:08 2020-11-13 00:52:09 [INFO] [TRAIN] epoch=31, iter=19890/40000, loss=0.2947, lr=0.005386, batch_cost=0.5124, reader_cost=0.0002 | ETA 02:51:43 2020-11-13 00:52:14 [INFO] [TRAIN] epoch=31, iter=19900/40000, loss=0.2167, lr=0.005383, batch_cost=0.5169, reader_cost=0.0002 | ETA 02:53:08 2020-11-13 00:52:19 [INFO] [TRAIN] epoch=31, iter=19910/40000, loss=0.3445, lr=0.005381, batch_cost=0.5147, reader_cost=0.0002 | ETA 02:52:20 2020-11-13 00:52:25 [INFO] [TRAIN] epoch=31, iter=19920/40000, loss=0.1915, lr=0.005378, batch_cost=0.5235, reader_cost=0.0002 | ETA 02:55:12 2020-11-13 00:52:30 [INFO] [TRAIN] epoch=31, iter=19930/40000, loss=0.3672, lr=0.005376, batch_cost=0.5056, reader_cost=0.0002 | ETA 02:49:08 2020-11-13 00:52:35 [INFO] [TRAIN] epoch=31, iter=19940/40000, loss=0.2579, lr=0.005374, batch_cost=0.5092, reader_cost=0.0002 | ETA 02:50:15 2020-11-13 00:52:40 [INFO] [TRAIN] epoch=31, iter=19950/40000, loss=0.3245, lr=0.005371, batch_cost=0.5123, reader_cost=0.0002 | ETA 02:51:11 2020-11-13 00:52:45 [INFO] [TRAIN] epoch=31, iter=19960/40000, loss=0.2204, lr=0.005369, batch_cost=0.5226, reader_cost=0.0002 | ETA 02:54:33 2020-11-13 00:52:50 [INFO] [TRAIN] epoch=31, iter=19970/40000, loss=0.2311, lr=0.005366, batch_cost=0.5124, reader_cost=0.0002 | ETA 02:51:03 2020-11-13 00:52:55 [INFO] [TRAIN] epoch=31, iter=19980/40000, loss=0.2809, lr=0.005364, batch_cost=0.5110, reader_cost=0.0002 | ETA 02:50:30 2020-11-13 00:53:00 [INFO] [TRAIN] epoch=31, iter=19990/40000, loss=0.2751, lr=0.005362, batch_cost=0.5145, reader_cost=0.0002 | ETA 02:51:34 2020-11-13 00:53:06 [INFO] [TRAIN] epoch=31, iter=20000/40000, loss=0.2715, lr=0.005359, batch_cost=0.5109, reader_cost=0.0002 | ETA 02:50:18 2020-11-13 00:53:06 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 00:53:58 [INFO] [EVAL] #Images=1449 mIoU=0.6793 Acc=0.9262 Kappa=0.8365 2020-11-13 00:53:58 [INFO] [EVAL] Class IoU: [0.9266 0.8438 0.4056 0.8159 0.5524 0.6445 0.8269 0.7956 0.8218 0.3265 0.6837 0.5242 0.7268 0.706 0.7909 0.8134 0.5262 0.7231 0.4388 0.732 0.6396] 2020-11-13 00:53:58 [INFO] [EVAL] Class Acc: [0.9571 0.9219 0.4389 0.8928 0.788 0.8067 0.9701 0.9011 0.8857 0.512 0.8104 0.823 0.874 0.8744 0.8975 0.883 0.7561 0.9488 0.6232 0.8337 0.7599] 2020-11-13 00:54:00 [INFO] [EVAL] The model with the best validation mIoU (0.6793) was saved at iter 20000. 2020-11-13 00:54:05 [INFO] [TRAIN] epoch=31, iter=20010/40000, loss=0.2913, lr=0.005357, batch_cost=0.5233, reader_cost=0.0004 | ETA 02:54:21 2020-11-13 00:54:11 [INFO] [TRAIN] epoch=31, iter=20020/40000, loss=0.2118, lr=0.005354, batch_cost=0.5604, reader_cost=0.0002 | ETA 03:06:35 2020-11-13 00:54:16 [INFO] [TRAIN] epoch=31, iter=20030/40000, loss=0.2458, lr=0.005352, batch_cost=0.5272, reader_cost=0.0002 | ETA 02:55:28 2020-11-13 00:54:22 [INFO] [TRAIN] epoch=31, iter=20040/40000, loss=0.3065, lr=0.005349, batch_cost=0.5531, reader_cost=0.0002 | ETA 03:03:59 2020-11-13 00:54:27 [INFO] [TRAIN] epoch=31, iter=20050/40000, loss=0.2764, lr=0.005347, batch_cost=0.5156, reader_cost=0.0002 | ETA 02:51:25 2020-11-13 00:54:32 [INFO] [TRAIN] epoch=31, iter=20060/40000, loss=0.2587, lr=0.005345, batch_cost=0.5103, reader_cost=0.0002 | ETA 02:49:36 2020-11-13 00:54:37 [INFO] [TRAIN] epoch=31, iter=20070/40000, loss=0.2717, lr=0.005342, batch_cost=0.5072, reader_cost=0.0002 | ETA 02:48:27 2020-11-13 00:54:42 [INFO] [TRAIN] epoch=31, iter=20080/40000, loss=0.2683, lr=0.005340, batch_cost=0.5067, reader_cost=0.0002 | ETA 02:48:12 2020-11-13 00:54:47 [INFO] [TRAIN] epoch=31, iter=20090/40000, loss=0.2153, lr=0.005337, batch_cost=0.5075, reader_cost=0.0002 | ETA 02:48:24 2020-11-13 00:54:52 [INFO] [TRAIN] epoch=31, iter=20100/40000, loss=0.3442, lr=0.005335, batch_cost=0.5060, reader_cost=0.0002 | ETA 02:47:48 2020-11-13 00:54:57 [INFO] [TRAIN] epoch=31, iter=20110/40000, loss=0.2324, lr=0.005333, batch_cost=0.5056, reader_cost=0.0002 | ETA 02:47:37 2020-11-13 00:55:02 [INFO] [TRAIN] epoch=31, iter=20120/40000, loss=0.3172, lr=0.005330, batch_cost=0.5244, reader_cost=0.0002 | ETA 02:53:45 2020-11-13 00:55:08 [INFO] [TRAIN] epoch=31, iter=20130/40000, loss=0.3576, lr=0.005328, batch_cost=0.5145, reader_cost=0.0002 | ETA 02:50:22 2020-11-13 00:55:13 [INFO] [TRAIN] epoch=31, iter=20140/40000, loss=0.4862, lr=0.005325, batch_cost=0.5211, reader_cost=0.0002 | ETA 02:52:28 2020-11-13 00:55:18 [INFO] [TRAIN] epoch=31, iter=20150/40000, loss=0.2725, lr=0.005323, batch_cost=0.5124, reader_cost=0.0002 | ETA 02:49:30 2020-11-13 00:55:23 [INFO] [TRAIN] epoch=31, iter=20160/40000, loss=0.2336, lr=0.005321, batch_cost=0.5295, reader_cost=0.0002 | ETA 02:55:05 2020-11-13 00:55:28 [INFO] [TRAIN] epoch=31, iter=20170/40000, loss=0.2860, lr=0.005318, batch_cost=0.5161, reader_cost=0.0002 | ETA 02:50:33 2020-11-13 00:55:34 [INFO] [TRAIN] epoch=31, iter=20180/40000, loss=0.2848, lr=0.005316, batch_cost=0.5356, reader_cost=0.0002 | ETA 02:56:55 2020-11-13 00:55:39 [INFO] [TRAIN] epoch=31, iter=20190/40000, loss=0.4197, lr=0.005313, batch_cost=0.5177, reader_cost=0.0002 | ETA 02:50:54 2020-11-13 00:55:44 [INFO] [TRAIN] epoch=31, iter=20200/40000, loss=0.2969, lr=0.005311, batch_cost=0.5277, reader_cost=0.0002 | ETA 02:54:08 2020-11-13 00:55:49 [INFO] [TRAIN] epoch=31, iter=20210/40000, loss=0.3208, lr=0.005308, batch_cost=0.5185, reader_cost=0.0002 | ETA 02:51:00 2020-11-13 00:55:55 [INFO] [TRAIN] epoch=31, iter=20220/40000, loss=0.2135, lr=0.005306, batch_cost=0.5431, reader_cost=0.0002 | ETA 02:59:02 2020-11-13 00:56:00 [INFO] [TRAIN] epoch=31, iter=20230/40000, loss=0.2639, lr=0.005304, batch_cost=0.5288, reader_cost=0.0002 | ETA 02:54:15 2020-11-13 00:56:05 [INFO] [TRAIN] epoch=31, iter=20240/40000, loss=0.2590, lr=0.005301, batch_cost=0.5272, reader_cost=0.0002 | ETA 02:53:38 2020-11-13 00:56:11 [INFO] [TRAIN] epoch=31, iter=20250/40000, loss=0.3162, lr=0.005299, batch_cost=0.5250, reader_cost=0.0002 | ETA 02:52:49 2020-11-13 00:56:16 [INFO] [TRAIN] epoch=31, iter=20260/40000, loss=0.2894, lr=0.005296, batch_cost=0.5441, reader_cost=0.0002 | ETA 02:59:00 2020-11-13 00:56:21 [INFO] [TRAIN] epoch=31, iter=20270/40000, loss=0.4829, lr=0.005294, batch_cost=0.5264, reader_cost=0.0002 | ETA 02:53:05 2020-11-13 00:56:27 [INFO] [TRAIN] epoch=31, iter=20280/40000, loss=0.3036, lr=0.005292, batch_cost=0.5293, reader_cost=0.0002 | ETA 02:53:57 2020-11-13 00:56:32 [INFO] [TRAIN] epoch=31, iter=20290/40000, loss=0.3399, lr=0.005289, batch_cost=0.5756, reader_cost=0.0002 | ETA 03:09:05 2020-11-13 00:56:38 [INFO] [TRAIN] epoch=31, iter=20300/40000, loss=0.2586, lr=0.005287, batch_cost=0.5891, reader_cost=0.0002 | ETA 03:13:24 2020-11-13 00:56:44 [INFO] [TRAIN] epoch=31, iter=20310/40000, loss=0.2614, lr=0.005284, batch_cost=0.5739, reader_cost=0.0002 | ETA 03:08:19 2020-11-13 00:56:50 [INFO] [TRAIN] epoch=31, iter=20320/40000, loss=0.3920, lr=0.005282, batch_cost=0.5799, reader_cost=0.0002 | ETA 03:10:11 2020-11-13 00:56:56 [INFO] [TRAIN] epoch=31, iter=20330/40000, loss=0.2421, lr=0.005279, batch_cost=0.5765, reader_cost=0.0002 | ETA 03:08:59 2020-11-13 00:57:01 [INFO] [TRAIN] epoch=31, iter=20340/40000, loss=0.4100, lr=0.005277, batch_cost=0.5318, reader_cost=0.0002 | ETA 02:54:15 2020-11-13 00:57:06 [INFO] [TRAIN] epoch=31, iter=20350/40000, loss=0.2168, lr=0.005275, batch_cost=0.5652, reader_cost=0.0002 | ETA 03:05:05 2020-11-13 00:57:12 [INFO] [TRAIN] epoch=31, iter=20360/40000, loss=0.3311, lr=0.005272, batch_cost=0.5415, reader_cost=0.0002 | ETA 02:57:15 2020-11-13 00:57:17 [INFO] [TRAIN] epoch=31, iter=20370/40000, loss=0.2421, lr=0.005270, batch_cost=0.5514, reader_cost=0.0002 | ETA 03:00:23 2020-11-13 00:57:23 [INFO] [TRAIN] epoch=31, iter=20380/40000, loss=0.2610, lr=0.005267, batch_cost=0.5382, reader_cost=0.0002 | ETA 02:56:00 2020-11-13 00:57:28 [INFO] [TRAIN] epoch=31, iter=20390/40000, loss=0.2817, lr=0.005265, batch_cost=0.5518, reader_cost=0.0002 | ETA 03:00:21 2020-11-13 00:57:34 [INFO] [TRAIN] epoch=31, iter=20400/40000, loss=0.2898, lr=0.005263, batch_cost=0.5262, reader_cost=0.0002 | ETA 02:51:52 2020-11-13 00:57:39 [INFO] [TRAIN] epoch=31, iter=20410/40000, loss=0.1995, lr=0.005260, batch_cost=0.5202, reader_cost=0.0002 | ETA 02:49:49 2020-11-13 00:57:44 [INFO] [TRAIN] epoch=31, iter=20420/40000, loss=0.4471, lr=0.005258, batch_cost=0.5215, reader_cost=0.0002 | ETA 02:50:11 2020-11-13 00:57:49 [INFO] [TRAIN] epoch=31, iter=20430/40000, loss=0.3078, lr=0.005255, batch_cost=0.5281, reader_cost=0.0002 | ETA 02:52:14 2020-11-13 00:57:55 [INFO] [TRAIN] epoch=31, iter=20440/40000, loss=0.3217, lr=0.005253, batch_cost=0.5330, reader_cost=0.0002 | ETA 02:53:44 2020-11-13 00:58:00 [INFO] [TRAIN] epoch=31, iter=20450/40000, loss=0.1916, lr=0.005250, batch_cost=0.5458, reader_cost=0.0002 | ETA 02:57:50 2020-11-13 00:58:05 [INFO] [TRAIN] epoch=31, iter=20460/40000, loss=0.4222, lr=0.005248, batch_cost=0.5284, reader_cost=0.0002 | ETA 02:52:04 2020-11-13 00:58:11 [INFO] [TRAIN] epoch=31, iter=20470/40000, loss=0.4651, lr=0.005246, batch_cost=0.5226, reader_cost=0.0002 | ETA 02:50:07 2020-11-13 00:58:16 [INFO] [TRAIN] epoch=31, iter=20480/40000, loss=0.2666, lr=0.005243, batch_cost=0.5432, reader_cost=0.0002 | ETA 02:56:43 2020-11-13 00:58:21 [INFO] [TRAIN] epoch=31, iter=20490/40000, loss=0.3159, lr=0.005241, batch_cost=0.5053, reader_cost=0.0001 | ETA 02:44:18 2020-11-13 00:58:27 [INFO] [TRAIN] epoch=32, iter=20500/40000, loss=0.2341, lr=0.005238, batch_cost=0.6287, reader_cost=0.0890 | ETA 03:24:19 2020-11-13 00:58:32 [INFO] [TRAIN] epoch=32, iter=20510/40000, loss=0.2409, lr=0.005236, batch_cost=0.5140, reader_cost=0.0004 | ETA 02:46:58 2020-11-13 00:58:38 [INFO] [TRAIN] epoch=32, iter=20520/40000, loss=0.4356, lr=0.005234, batch_cost=0.5200, reader_cost=0.0002 | ETA 02:48:49 2020-11-13 00:58:43 [INFO] [TRAIN] epoch=32, iter=20530/40000, loss=0.3864, lr=0.005231, batch_cost=0.5160, reader_cost=0.0002 | ETA 02:47:27 2020-11-13 00:58:48 [INFO] [TRAIN] epoch=32, iter=20540/40000, loss=0.3031, lr=0.005229, batch_cost=0.5096, reader_cost=0.0002 | ETA 02:45:16 2020-11-13 00:58:53 [INFO] [TRAIN] epoch=32, iter=20550/40000, loss=0.2460, lr=0.005226, batch_cost=0.5122, reader_cost=0.0002 | ETA 02:46:01 2020-11-13 00:58:58 [INFO] [TRAIN] epoch=32, iter=20560/40000, loss=0.3016, lr=0.005224, batch_cost=0.5234, reader_cost=0.0002 | ETA 02:49:33 2020-11-13 00:59:03 [INFO] [TRAIN] epoch=32, iter=20570/40000, loss=0.3092, lr=0.005221, batch_cost=0.5117, reader_cost=0.0002 | ETA 02:45:41 2020-11-13 00:59:08 [INFO] [TRAIN] epoch=32, iter=20580/40000, loss=0.2465, lr=0.005219, batch_cost=0.5054, reader_cost=0.0002 | ETA 02:43:34 2020-11-13 00:59:14 [INFO] [TRAIN] epoch=32, iter=20590/40000, loss=0.3600, lr=0.005217, batch_cost=0.5425, reader_cost=0.0002 | ETA 02:55:30 2020-11-13 00:59:19 [INFO] [TRAIN] epoch=32, iter=20600/40000, loss=0.2357, lr=0.005214, batch_cost=0.5450, reader_cost=0.0002 | ETA 02:56:12 2020-11-13 00:59:25 [INFO] [TRAIN] epoch=32, iter=20610/40000, loss=0.3247, lr=0.005212, batch_cost=0.5323, reader_cost=0.0002 | ETA 02:52:00 2020-11-13 00:59:30 [INFO] [TRAIN] epoch=32, iter=20620/40000, loss=0.3338, lr=0.005209, batch_cost=0.5328, reader_cost=0.0001 | ETA 02:52:05 2020-11-13 00:59:35 [INFO] [TRAIN] epoch=32, iter=20630/40000, loss=0.3255, lr=0.005207, batch_cost=0.5193, reader_cost=0.0002 | ETA 02:47:38 2020-11-13 00:59:40 [INFO] [TRAIN] epoch=32, iter=20640/40000, loss=0.2883, lr=0.005205, batch_cost=0.5189, reader_cost=0.0002 | ETA 02:47:26 2020-11-13 00:59:46 [INFO] [TRAIN] epoch=32, iter=20650/40000, loss=0.3702, lr=0.005202, batch_cost=0.5337, reader_cost=0.0002 | ETA 02:52:07 2020-11-13 00:59:51 [INFO] [TRAIN] epoch=32, iter=20660/40000, loss=0.3466, lr=0.005200, batch_cost=0.5213, reader_cost=0.0001 | ETA 02:48:01 2020-11-13 00:59:56 [INFO] [TRAIN] epoch=32, iter=20670/40000, loss=0.2470, lr=0.005197, batch_cost=0.5270, reader_cost=0.0002 | ETA 02:49:47 2020-11-13 01:00:02 [INFO] [TRAIN] epoch=32, iter=20680/40000, loss=0.2591, lr=0.005195, batch_cost=0.5377, reader_cost=0.0002 | ETA 02:53:07 2020-11-13 01:00:07 [INFO] [TRAIN] epoch=32, iter=20690/40000, loss=0.3772, lr=0.005192, batch_cost=0.5151, reader_cost=0.0002 | ETA 02:45:45 2020-11-13 01:00:12 [INFO] [TRAIN] epoch=32, iter=20700/40000, loss=0.3433, lr=0.005190, batch_cost=0.5345, reader_cost=0.0002 | ETA 02:51:55 2020-11-13 01:00:17 [INFO] [TRAIN] epoch=32, iter=20710/40000, loss=0.2464, lr=0.005188, batch_cost=0.5166, reader_cost=0.0002 | ETA 02:46:05 2020-11-13 01:00:22 [INFO] [TRAIN] epoch=32, iter=20720/40000, loss=0.2206, lr=0.005185, batch_cost=0.5155, reader_cost=0.0002 | ETA 02:45:38 2020-11-13 01:00:27 [INFO] [TRAIN] epoch=32, iter=20730/40000, loss=0.2653, lr=0.005183, batch_cost=0.5104, reader_cost=0.0002 | ETA 02:43:55 2020-11-13 01:00:33 [INFO] [TRAIN] epoch=32, iter=20740/40000, loss=0.2671, lr=0.005180, batch_cost=0.5759, reader_cost=0.0002 | ETA 03:04:51 2020-11-13 01:00:39 [INFO] [TRAIN] epoch=32, iter=20750/40000, loss=0.3622, lr=0.005178, batch_cost=0.5368, reader_cost=0.0002 | ETA 02:52:14 2020-11-13 01:00:44 [INFO] [TRAIN] epoch=32, iter=20760/40000, loss=0.2293, lr=0.005175, batch_cost=0.5311, reader_cost=0.0002 | ETA 02:50:18 2020-11-13 01:00:49 [INFO] [TRAIN] epoch=32, iter=20770/40000, loss=0.3102, lr=0.005173, batch_cost=0.5362, reader_cost=0.0001 | ETA 02:51:51 2020-11-13 01:00:55 [INFO] [TRAIN] epoch=32, iter=20780/40000, loss=0.2262, lr=0.005171, batch_cost=0.5338, reader_cost=0.0002 | ETA 02:51:00 2020-11-13 01:01:00 [INFO] [TRAIN] epoch=32, iter=20790/40000, loss=0.2793, lr=0.005168, batch_cost=0.5442, reader_cost=0.0001 | ETA 02:54:14 2020-11-13 01:01:05 [INFO] [TRAIN] epoch=32, iter=20800/40000, loss=0.2825, lr=0.005166, batch_cost=0.5367, reader_cost=0.0002 | ETA 02:51:45 2020-11-13 01:01:11 [INFO] [TRAIN] epoch=32, iter=20810/40000, loss=0.3046, lr=0.005163, batch_cost=0.5467, reader_cost=0.0002 | ETA 02:54:51 2020-11-13 01:01:16 [INFO] [TRAIN] epoch=32, iter=20820/40000, loss=0.2537, lr=0.005161, batch_cost=0.5385, reader_cost=0.0002 | ETA 02:52:08 2020-11-13 01:01:22 [INFO] [TRAIN] epoch=32, iter=20830/40000, loss=0.2333, lr=0.005159, batch_cost=0.5298, reader_cost=0.0002 | ETA 02:49:15 2020-11-13 01:01:27 [INFO] [TRAIN] epoch=32, iter=20840/40000, loss=0.3107, lr=0.005156, batch_cost=0.5333, reader_cost=0.0002 | ETA 02:50:18 2020-11-13 01:01:32 [INFO] [TRAIN] epoch=32, iter=20850/40000, loss=0.2386, lr=0.005154, batch_cost=0.5309, reader_cost=0.0002 | ETA 02:49:27 2020-11-13 01:01:37 [INFO] [TRAIN] epoch=32, iter=20860/40000, loss=0.2135, lr=0.005151, batch_cost=0.5153, reader_cost=0.0002 | ETA 02:44:22 2020-11-13 01:01:43 [INFO] [TRAIN] epoch=32, iter=20870/40000, loss=0.1682, lr=0.005149, batch_cost=0.5339, reader_cost=0.0002 | ETA 02:50:14 2020-11-13 01:01:48 [INFO] [TRAIN] epoch=32, iter=20880/40000, loss=0.1834, lr=0.005146, batch_cost=0.5210, reader_cost=0.0002 | ETA 02:46:01 2020-11-13 01:01:53 [INFO] [TRAIN] epoch=32, iter=20890/40000, loss=0.4579, lr=0.005144, batch_cost=0.5519, reader_cost=0.0002 | ETA 02:55:47 2020-11-13 01:01:59 [INFO] [TRAIN] epoch=32, iter=20900/40000, loss=0.2798, lr=0.005142, batch_cost=0.5656, reader_cost=0.0002 | ETA 03:00:02 2020-11-13 01:02:05 [INFO] [TRAIN] epoch=32, iter=20910/40000, loss=0.2536, lr=0.005139, batch_cost=0.5462, reader_cost=0.0002 | ETA 02:53:46 2020-11-13 01:02:10 [INFO] [TRAIN] epoch=32, iter=20920/40000, loss=0.3499, lr=0.005137, batch_cost=0.5646, reader_cost=0.0001 | ETA 02:59:32 2020-11-13 01:02:16 [INFO] [TRAIN] epoch=32, iter=20930/40000, loss=0.1879, lr=0.005134, batch_cost=0.5490, reader_cost=0.0002 | ETA 02:54:28 2020-11-13 01:02:21 [INFO] [TRAIN] epoch=32, iter=20940/40000, loss=0.3103, lr=0.005132, batch_cost=0.5480, reader_cost=0.0002 | ETA 02:54:04 2020-11-13 01:02:27 [INFO] [TRAIN] epoch=32, iter=20950/40000, loss=0.2679, lr=0.005129, batch_cost=0.5733, reader_cost=0.0002 | ETA 03:02:01 2020-11-13 01:02:32 [INFO] [TRAIN] epoch=32, iter=20960/40000, loss=0.3501, lr=0.005127, batch_cost=0.5441, reader_cost=0.0002 | ETA 02:52:40 2020-11-13 01:02:38 [INFO] [TRAIN] epoch=32, iter=20970/40000, loss=0.2082, lr=0.005125, batch_cost=0.5143, reader_cost=0.0001 | ETA 02:43:06 2020-11-13 01:02:43 [INFO] [TRAIN] epoch=32, iter=20980/40000, loss=0.3318, lr=0.005122, batch_cost=0.5347, reader_cost=0.0002 | ETA 02:49:30 2020-11-13 01:02:48 [INFO] [TRAIN] epoch=32, iter=20990/40000, loss=0.2568, lr=0.005120, batch_cost=0.5367, reader_cost=0.0002 | ETA 02:50:02 2020-11-13 01:02:53 [INFO] [TRAIN] epoch=32, iter=21000/40000, loss=0.3765, lr=0.005117, batch_cost=0.5186, reader_cost=0.0002 | ETA 02:44:14 2020-11-13 01:02:59 [INFO] [TRAIN] epoch=32, iter=21010/40000, loss=0.2418, lr=0.005115, batch_cost=0.5619, reader_cost=0.0002 | ETA 02:57:50 2020-11-13 01:03:05 [INFO] [TRAIN] epoch=32, iter=21020/40000, loss=0.2019, lr=0.005112, batch_cost=0.5887, reader_cost=0.0002 | ETA 03:06:13 2020-11-13 01:03:11 [INFO] [TRAIN] epoch=32, iter=21030/40000, loss=0.2897, lr=0.005110, batch_cost=0.5680, reader_cost=0.0002 | ETA 02:59:35 2020-11-13 01:03:16 [INFO] [TRAIN] epoch=32, iter=21040/40000, loss=0.1871, lr=0.005108, batch_cost=0.5813, reader_cost=0.0002 | ETA 03:03:41 2020-11-13 01:03:22 [INFO] [TRAIN] epoch=32, iter=21050/40000, loss=0.4507, lr=0.005105, batch_cost=0.5785, reader_cost=0.0002 | ETA 03:02:42 2020-11-13 01:03:28 [INFO] [TRAIN] epoch=32, iter=21060/40000, loss=0.2466, lr=0.005103, batch_cost=0.5831, reader_cost=0.0002 | ETA 03:04:03 2020-11-13 01:03:34 [INFO] [TRAIN] epoch=32, iter=21070/40000, loss=0.3763, lr=0.005100, batch_cost=0.5559, reader_cost=0.0002 | ETA 02:55:22 2020-11-13 01:03:39 [INFO] [TRAIN] epoch=32, iter=21080/40000, loss=0.2706, lr=0.005098, batch_cost=0.5278, reader_cost=0.0001 | ETA 02:46:26 2020-11-13 01:03:44 [INFO] [TRAIN] epoch=32, iter=21090/40000, loss=0.2229, lr=0.005096, batch_cost=0.5431, reader_cost=0.0002 | ETA 02:51:10 2020-11-13 01:03:50 [INFO] [TRAIN] epoch=32, iter=21100/40000, loss=0.3658, lr=0.005093, batch_cost=0.5416, reader_cost=0.0001 | ETA 02:50:36 2020-11-13 01:03:55 [INFO] [TRAIN] epoch=32, iter=21110/40000, loss=0.2546, lr=0.005091, batch_cost=0.5483, reader_cost=0.0002 | ETA 02:52:37 2020-11-13 01:04:01 [INFO] [TRAIN] epoch=32, iter=21120/40000, loss=0.3773, lr=0.005088, batch_cost=0.5476, reader_cost=0.0002 | ETA 02:52:18 2020-11-13 01:04:06 [INFO] [TRAIN] epoch=32, iter=21130/40000, loss=0.3341, lr=0.005086, batch_cost=0.5332, reader_cost=0.0002 | ETA 02:47:41 2020-11-13 01:04:11 [INFO] [TRAIN] epoch=32, iter=21140/40000, loss=0.3064, lr=0.005083, batch_cost=0.5287, reader_cost=0.0002 | ETA 02:46:10 2020-11-13 01:04:16 [INFO] [TRAIN] epoch=32, iter=21150/40000, loss=0.1723, lr=0.005081, batch_cost=0.4989, reader_cost=0.0001 | ETA 02:36:44 2020-11-13 01:04:23 [INFO] [TRAIN] epoch=33, iter=21160/40000, loss=0.3888, lr=0.005079, batch_cost=0.6828, reader_cost=0.0859 | ETA 03:34:24 2020-11-13 01:04:29 [INFO] [TRAIN] epoch=33, iter=21170/40000, loss=0.3079, lr=0.005076, batch_cost=0.5749, reader_cost=0.0004 | ETA 03:00:26 2020-11-13 01:04:35 [INFO] [TRAIN] epoch=33, iter=21180/40000, loss=0.2886, lr=0.005074, batch_cost=0.5797, reader_cost=0.0002 | ETA 03:01:49 2020-11-13 01:04:40 [INFO] [TRAIN] epoch=33, iter=21190/40000, loss=0.3162, lr=0.005071, batch_cost=0.5738, reader_cost=0.0002 | ETA 02:59:52 2020-11-13 01:04:46 [INFO] [TRAIN] epoch=33, iter=21200/40000, loss=0.3153, lr=0.005069, batch_cost=0.5718, reader_cost=0.0002 | ETA 02:59:09 2020-11-13 01:04:52 [INFO] [TRAIN] epoch=33, iter=21210/40000, loss=0.3020, lr=0.005066, batch_cost=0.5787, reader_cost=0.0002 | ETA 03:01:13 2020-11-13 01:04:58 [INFO] [TRAIN] epoch=33, iter=21220/40000, loss=0.2572, lr=0.005064, batch_cost=0.5693, reader_cost=0.0002 | ETA 02:58:11 2020-11-13 01:05:03 [INFO] [TRAIN] epoch=33, iter=21230/40000, loss=0.2455, lr=0.005062, batch_cost=0.5784, reader_cost=0.0002 | ETA 03:00:57 2020-11-13 01:05:09 [INFO] [TRAIN] epoch=33, iter=21240/40000, loss=0.2605, lr=0.005059, batch_cost=0.5656, reader_cost=0.0002 | ETA 02:56:50 2020-11-13 01:05:15 [INFO] [TRAIN] epoch=33, iter=21250/40000, loss=0.3094, lr=0.005057, batch_cost=0.5821, reader_cost=0.0002 | ETA 03:01:54 2020-11-13 01:05:21 [INFO] [TRAIN] epoch=33, iter=21260/40000, loss=0.2621, lr=0.005054, batch_cost=0.5719, reader_cost=0.0002 | ETA 02:58:37 2020-11-13 01:05:26 [INFO] [TRAIN] epoch=33, iter=21270/40000, loss=0.3375, lr=0.005052, batch_cost=0.5779, reader_cost=0.0002 | ETA 03:00:23 2020-11-13 01:05:32 [INFO] [TRAIN] epoch=33, iter=21280/40000, loss=0.3135, lr=0.005049, batch_cost=0.5728, reader_cost=0.0002 | ETA 02:58:42 2020-11-13 01:05:38 [INFO] [TRAIN] epoch=33, iter=21290/40000, loss=0.2411, lr=0.005047, batch_cost=0.5707, reader_cost=0.0002 | ETA 02:57:58 2020-11-13 01:05:44 [INFO] [TRAIN] epoch=33, iter=21300/40000, loss=0.1940, lr=0.005045, batch_cost=0.5765, reader_cost=0.0002 | ETA 02:59:39 2020-11-13 01:05:49 [INFO] [TRAIN] epoch=33, iter=21310/40000, loss=0.2558, lr=0.005042, batch_cost=0.5699, reader_cost=0.0001 | ETA 02:57:30 2020-11-13 01:05:55 [INFO] [TRAIN] epoch=33, iter=21320/40000, loss=0.2999, lr=0.005040, batch_cost=0.5746, reader_cost=0.0002 | ETA 02:58:53 2020-11-13 01:06:01 [INFO] [TRAIN] epoch=33, iter=21330/40000, loss=0.1964, lr=0.005037, batch_cost=0.5737, reader_cost=0.0002 | ETA 02:58:30 2020-11-13 01:06:07 [INFO] [TRAIN] epoch=33, iter=21340/40000, loss=0.2643, lr=0.005035, batch_cost=0.5784, reader_cost=0.0002 | ETA 02:59:52 2020-11-13 01:06:12 [INFO] [TRAIN] epoch=33, iter=21350/40000, loss=0.2730, lr=0.005032, batch_cost=0.5785, reader_cost=0.0002 | ETA 02:59:49 2020-11-13 01:06:18 [INFO] [TRAIN] epoch=33, iter=21360/40000, loss=0.2652, lr=0.005030, batch_cost=0.5797, reader_cost=0.0002 | ETA 03:00:05 2020-11-13 01:06:24 [INFO] [TRAIN] epoch=33, iter=21370/40000, loss=0.2506, lr=0.005028, batch_cost=0.5817, reader_cost=0.0002 | ETA 03:00:36 2020-11-13 01:06:30 [INFO] [TRAIN] epoch=33, iter=21380/40000, loss=0.3311, lr=0.005025, batch_cost=0.5780, reader_cost=0.0002 | ETA 02:59:23 2020-11-13 01:06:35 [INFO] [TRAIN] epoch=33, iter=21390/40000, loss=0.3290, lr=0.005023, batch_cost=0.5766, reader_cost=0.0002 | ETA 02:58:51 2020-11-13 01:06:41 [INFO] [TRAIN] epoch=33, iter=21400/40000, loss=0.2758, lr=0.005020, batch_cost=0.5871, reader_cost=0.0002 | ETA 03:02:00 2020-11-13 01:06:47 [INFO] [TRAIN] epoch=33, iter=21410/40000, loss=0.3265, lr=0.005018, batch_cost=0.5828, reader_cost=0.0002 | ETA 03:00:33 2020-11-13 01:06:53 [INFO] [TRAIN] epoch=33, iter=21420/40000, loss=0.3016, lr=0.005015, batch_cost=0.5658, reader_cost=0.0002 | ETA 02:55:11 2020-11-13 01:06:58 [INFO] [TRAIN] epoch=33, iter=21430/40000, loss=0.3297, lr=0.005013, batch_cost=0.5630, reader_cost=0.0002 | ETA 02:54:14 2020-11-13 01:07:04 [INFO] [TRAIN] epoch=33, iter=21440/40000, loss=0.3128, lr=0.005011, batch_cost=0.5702, reader_cost=0.0002 | ETA 02:56:22 2020-11-13 01:07:10 [INFO] [TRAIN] epoch=33, iter=21450/40000, loss=0.3376, lr=0.005008, batch_cost=0.5670, reader_cost=0.0002 | ETA 02:55:17 2020-11-13 01:07:16 [INFO] [TRAIN] epoch=33, iter=21460/40000, loss=0.2352, lr=0.005006, batch_cost=0.5731, reader_cost=0.0002 | ETA 02:57:04 2020-11-13 01:07:21 [INFO] [TRAIN] epoch=33, iter=21470/40000, loss=0.3212, lr=0.005003, batch_cost=0.5676, reader_cost=0.0002 | ETA 02:55:16 2020-11-13 01:07:27 [INFO] [TRAIN] epoch=33, iter=21480/40000, loss=0.1807, lr=0.005001, batch_cost=0.5630, reader_cost=0.0002 | ETA 02:53:46 2020-11-13 01:07:33 [INFO] [TRAIN] epoch=33, iter=21490/40000, loss=0.2343, lr=0.004998, batch_cost=0.5696, reader_cost=0.0002 | ETA 02:55:43 2020-11-13 01:07:38 [INFO] [TRAIN] epoch=33, iter=21500/40000, loss=0.2762, lr=0.004996, batch_cost=0.5613, reader_cost=0.0002 | ETA 02:53:03 2020-11-13 01:07:44 [INFO] [TRAIN] epoch=33, iter=21510/40000, loss=0.2730, lr=0.004994, batch_cost=0.5666, reader_cost=0.0002 | ETA 02:54:36 2020-11-13 01:07:49 [INFO] [TRAIN] epoch=33, iter=21520/40000, loss=0.2784, lr=0.004991, batch_cost=0.5597, reader_cost=0.0001 | ETA 02:52:23 2020-11-13 01:07:55 [INFO] [TRAIN] epoch=33, iter=21530/40000, loss=0.2412, lr=0.004989, batch_cost=0.5692, reader_cost=0.0002 | ETA 02:55:13 2020-11-13 01:08:01 [INFO] [TRAIN] epoch=33, iter=21540/40000, loss=0.3617, lr=0.004986, batch_cost=0.5673, reader_cost=0.0002 | ETA 02:54:32 2020-11-13 01:08:06 [INFO] [TRAIN] epoch=33, iter=21550/40000, loss=0.2393, lr=0.004984, batch_cost=0.5650, reader_cost=0.0002 | ETA 02:53:44 2020-11-13 01:08:12 [INFO] [TRAIN] epoch=33, iter=21560/40000, loss=0.2702, lr=0.004981, batch_cost=0.5647, reader_cost=0.0002 | ETA 02:53:33 2020-11-13 01:08:18 [INFO] [TRAIN] epoch=33, iter=21570/40000, loss=0.3253, lr=0.004979, batch_cost=0.5708, reader_cost=0.0002 | ETA 02:55:19 2020-11-13 01:08:24 [INFO] [TRAIN] epoch=33, iter=21580/40000, loss=0.2558, lr=0.004977, batch_cost=0.5664, reader_cost=0.0002 | ETA 02:53:53 2020-11-13 01:08:29 [INFO] [TRAIN] epoch=33, iter=21590/40000, loss=0.3741, lr=0.004974, batch_cost=0.5660, reader_cost=0.0002 | ETA 02:53:40 2020-11-13 01:08:35 [INFO] [TRAIN] epoch=33, iter=21600/40000, loss=0.4271, lr=0.004972, batch_cost=0.5695, reader_cost=0.0002 | ETA 02:54:39 2020-11-13 01:08:41 [INFO] [TRAIN] epoch=33, iter=21610/40000, loss=0.2324, lr=0.004969, batch_cost=0.5648, reader_cost=0.0001 | ETA 02:53:07 2020-11-13 01:08:46 [INFO] [TRAIN] epoch=33, iter=21620/40000, loss=0.3085, lr=0.004967, batch_cost=0.5646, reader_cost=0.0002 | ETA 02:52:57 2020-11-13 01:08:52 [INFO] [TRAIN] epoch=33, iter=21630/40000, loss=0.3543, lr=0.004964, batch_cost=0.5636, reader_cost=0.0002 | ETA 02:52:34 2020-11-13 01:08:57 [INFO] [TRAIN] epoch=33, iter=21640/40000, loss=0.1878, lr=0.004962, batch_cost=0.5628, reader_cost=0.0002 | ETA 02:52:13 2020-11-13 01:09:03 [INFO] [TRAIN] epoch=33, iter=21650/40000, loss=0.2516, lr=0.004960, batch_cost=0.5673, reader_cost=0.0002 | ETA 02:53:30 2020-11-13 01:09:09 [INFO] [TRAIN] epoch=33, iter=21660/40000, loss=0.3764, lr=0.004957, batch_cost=0.5633, reader_cost=0.0001 | ETA 02:52:11 2020-11-13 01:09:14 [INFO] [TRAIN] epoch=33, iter=21670/40000, loss=0.4111, lr=0.004955, batch_cost=0.5742, reader_cost=0.0002 | ETA 02:55:25 2020-11-13 01:09:20 [INFO] [TRAIN] epoch=33, iter=21680/40000, loss=0.3446, lr=0.004952, batch_cost=0.5670, reader_cost=0.0002 | ETA 02:53:08 2020-11-13 01:09:26 [INFO] [TRAIN] epoch=33, iter=21690/40000, loss=0.2818, lr=0.004950, batch_cost=0.5740, reader_cost=0.0002 | ETA 02:55:10 2020-11-13 01:09:32 [INFO] [TRAIN] epoch=33, iter=21700/40000, loss=0.2623, lr=0.004947, batch_cost=0.5698, reader_cost=0.0002 | ETA 02:53:48 2020-11-13 01:09:37 [INFO] [TRAIN] epoch=33, iter=21710/40000, loss=0.1846, lr=0.004945, batch_cost=0.5671, reader_cost=0.0002 | ETA 02:52:51 2020-11-13 01:09:43 [INFO] [TRAIN] epoch=33, iter=21720/40000, loss=0.2109, lr=0.004942, batch_cost=0.5689, reader_cost=0.0002 | ETA 02:53:19 2020-11-13 01:09:49 [INFO] [TRAIN] epoch=33, iter=21730/40000, loss=0.1826, lr=0.004940, batch_cost=0.5675, reader_cost=0.0002 | ETA 02:52:48 2020-11-13 01:09:54 [INFO] [TRAIN] epoch=33, iter=21740/40000, loss=0.3746, lr=0.004938, batch_cost=0.5714, reader_cost=0.0002 | ETA 02:53:54 2020-11-13 01:10:00 [INFO] [TRAIN] epoch=33, iter=21750/40000, loss=0.2753, lr=0.004935, batch_cost=0.5669, reader_cost=0.0002 | ETA 02:52:25 2020-11-13 01:10:06 [INFO] [TRAIN] epoch=33, iter=21760/40000, loss=0.3943, lr=0.004933, batch_cost=0.5696, reader_cost=0.0002 | ETA 02:53:09 2020-11-13 01:10:11 [INFO] [TRAIN] epoch=33, iter=21770/40000, loss=0.4394, lr=0.004930, batch_cost=0.5694, reader_cost=0.0002 | ETA 02:52:59 2020-11-13 01:10:17 [INFO] [TRAIN] epoch=33, iter=21780/40000, loss=0.2567, lr=0.004928, batch_cost=0.5749, reader_cost=0.0002 | ETA 02:54:34 2020-11-13 01:10:23 [INFO] [TRAIN] epoch=33, iter=21790/40000, loss=0.2355, lr=0.004925, batch_cost=0.5738, reader_cost=0.0002 | ETA 02:54:09 2020-11-13 01:10:29 [INFO] [TRAIN] epoch=33, iter=21800/40000, loss=0.2927, lr=0.004923, batch_cost=0.5652, reader_cost=0.0002 | ETA 02:51:26 2020-11-13 01:10:34 [INFO] [TRAIN] epoch=33, iter=21810/40000, loss=0.2760, lr=0.004921, batch_cost=0.5699, reader_cost=0.0002 | ETA 02:52:45 2020-11-13 01:10:41 [INFO] [TRAIN] epoch=34, iter=21820/40000, loss=0.2965, lr=0.004918, batch_cost=0.7072, reader_cost=0.0933 | ETA 03:34:17 2020-11-13 01:10:47 [INFO] [TRAIN] epoch=34, iter=21830/40000, loss=0.2736, lr=0.004916, batch_cost=0.6067, reader_cost=0.0002 | ETA 03:03:43 2020-11-13 01:10:53 [INFO] [TRAIN] epoch=34, iter=21840/40000, loss=0.4098, lr=0.004913, batch_cost=0.6100, reader_cost=0.0002 | ETA 03:04:37 2020-11-13 01:11:00 [INFO] [TRAIN] epoch=34, iter=21850/40000, loss=0.3394, lr=0.004911, batch_cost=0.6151, reader_cost=0.0014 | ETA 03:06:03 2020-11-13 01:11:06 [INFO] [TRAIN] epoch=34, iter=21860/40000, loss=0.4793, lr=0.004908, batch_cost=0.6064, reader_cost=0.0002 | ETA 03:03:19 2020-11-13 01:11:12 [INFO] [TRAIN] epoch=34, iter=21870/40000, loss=0.2682, lr=0.004906, batch_cost=0.6228, reader_cost=0.0014 | ETA 03:08:12 2020-11-13 01:11:18 [INFO] [TRAIN] epoch=34, iter=21880/40000, loss=0.3882, lr=0.004904, batch_cost=0.6115, reader_cost=0.0002 | ETA 03:04:40 2020-11-13 01:11:24 [INFO] [TRAIN] epoch=34, iter=21890/40000, loss=0.2445, lr=0.004901, batch_cost=0.6177, reader_cost=0.0002 | ETA 03:06:26 2020-11-13 01:11:30 [INFO] [TRAIN] epoch=34, iter=21900/40000, loss=0.3180, lr=0.004899, batch_cost=0.5968, reader_cost=0.0002 | ETA 03:00:02 2020-11-13 01:11:36 [INFO] [TRAIN] epoch=34, iter=21910/40000, loss=0.2625, lr=0.004896, batch_cost=0.6059, reader_cost=0.0002 | ETA 03:02:39 2020-11-13 01:11:42 [INFO] [TRAIN] epoch=34, iter=21920/40000, loss=0.3079, lr=0.004894, batch_cost=0.5986, reader_cost=0.0002 | ETA 03:00:23 2020-11-13 01:11:48 [INFO] [TRAIN] epoch=34, iter=21930/40000, loss=0.4175, lr=0.004891, batch_cost=0.5832, reader_cost=0.0002 | ETA 02:55:38 2020-11-13 01:11:54 [INFO] [TRAIN] epoch=34, iter=21940/40000, loss=0.2859, lr=0.004889, batch_cost=0.5821, reader_cost=0.0002 | ETA 02:55:12 2020-11-13 01:12:00 [INFO] [TRAIN] epoch=34, iter=21950/40000, loss=0.2930, lr=0.004886, batch_cost=0.5768, reader_cost=0.0002 | ETA 02:53:32 2020-11-13 01:12:05 [INFO] [TRAIN] epoch=34, iter=21960/40000, loss=0.3037, lr=0.004884, batch_cost=0.5818, reader_cost=0.0002 | ETA 02:54:55 2020-11-13 01:12:11 [INFO] [TRAIN] epoch=34, iter=21970/40000, loss=0.3393, lr=0.004882, batch_cost=0.5775, reader_cost=0.0002 | ETA 02:53:32 2020-11-13 01:12:17 [INFO] [TRAIN] epoch=34, iter=21980/40000, loss=0.3996, lr=0.004879, batch_cost=0.5885, reader_cost=0.0002 | ETA 02:56:44 2020-11-13 01:12:23 [INFO] [TRAIN] epoch=34, iter=21990/40000, loss=0.3120, lr=0.004877, batch_cost=0.5779, reader_cost=0.0002 | ETA 02:53:28 2020-11-13 01:12:29 [INFO] [TRAIN] epoch=34, iter=22000/40000, loss=0.4289, lr=0.004874, batch_cost=0.5801, reader_cost=0.0002 | ETA 02:54:01 2020-11-13 01:12:29 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 01:13:24 [INFO] [EVAL] #Images=1449 mIoU=0.6835 Acc=0.9274 Kappa=0.8372 2020-11-13 01:13:24 [INFO] [EVAL] Class IoU: [0.9285 0.8511 0.4286 0.7829 0.6022 0.6197 0.8663 0.8211 0.7801 0.3092 0.7016 0.5246 0.7477 0.7094 0.7285 0.814 0.5457 0.7523 0.433 0.7372 0.67 ] 2020-11-13 01:13:24 [INFO] [EVAL] Class Acc: [0.9531 0.9292 0.4591 0.8918 0.7968 0.873 0.9275 0.9417 0.929 0.4005 0.8718 0.8841 0.8242 0.838 0.8889 0.9285 0.7279 0.8104 0.7521 0.9153 0.8582] 2020-11-13 01:13:26 [INFO] [EVAL] The model with the best validation mIoU (0.6835) was saved at iter 22000. 2020-11-13 01:13:32 [INFO] [TRAIN] epoch=34, iter=22010/40000, loss=0.2935, lr=0.004872, batch_cost=0.5731, reader_cost=0.0007 | ETA 02:51:49 2020-11-13 01:13:38 [INFO] [TRAIN] epoch=34, iter=22020/40000, loss=0.3155, lr=0.004869, batch_cost=0.5792, reader_cost=0.0002 | ETA 02:53:34 2020-11-13 01:13:44 [INFO] [TRAIN] epoch=34, iter=22030/40000, loss=0.3364, lr=0.004867, batch_cost=0.5881, reader_cost=0.0002 | ETA 02:56:07 2020-11-13 01:13:49 [INFO] [TRAIN] epoch=34, iter=22040/40000, loss=0.2602, lr=0.004865, batch_cost=0.5909, reader_cost=0.0002 | ETA 02:56:52 2020-11-13 01:13:55 [INFO] [TRAIN] epoch=34, iter=22050/40000, loss=0.2862, lr=0.004862, batch_cost=0.5876, reader_cost=0.0002 | ETA 02:55:47 2020-11-13 01:14:01 [INFO] [TRAIN] epoch=34, iter=22060/40000, loss=0.3461, lr=0.004860, batch_cost=0.5871, reader_cost=0.0002 | ETA 02:55:32 2020-11-13 01:14:07 [INFO] [TRAIN] epoch=34, iter=22070/40000, loss=0.2464, lr=0.004857, batch_cost=0.5796, reader_cost=0.0002 | ETA 02:53:12 2020-11-13 01:14:13 [INFO] [TRAIN] epoch=34, iter=22080/40000, loss=0.2309, lr=0.004855, batch_cost=0.6094, reader_cost=0.0002 | ETA 03:02:00 2020-11-13 01:14:19 [INFO] [TRAIN] epoch=34, iter=22090/40000, loss=0.2063, lr=0.004852, batch_cost=0.5906, reader_cost=0.0002 | ETA 02:56:17 2020-11-13 01:14:25 [INFO] [TRAIN] epoch=34, iter=22100/40000, loss=0.3118, lr=0.004850, batch_cost=0.5986, reader_cost=0.0002 | ETA 02:58:35 2020-11-13 01:14:31 [INFO] [TRAIN] epoch=34, iter=22110/40000, loss=0.3583, lr=0.004847, batch_cost=0.5872, reader_cost=0.0002 | ETA 02:55:04 2020-11-13 01:14:37 [INFO] [TRAIN] epoch=34, iter=22120/40000, loss=0.3351, lr=0.004845, batch_cost=0.5688, reader_cost=0.0002 | ETA 02:49:29 2020-11-13 01:14:42 [INFO] [TRAIN] epoch=34, iter=22130/40000, loss=0.2508, lr=0.004843, batch_cost=0.5701, reader_cost=0.0002 | ETA 02:49:47 2020-11-13 01:14:48 [INFO] [TRAIN] epoch=34, iter=22140/40000, loss=0.2581, lr=0.004840, batch_cost=0.5659, reader_cost=0.0002 | ETA 02:48:27 2020-11-13 01:14:54 [INFO] [TRAIN] epoch=34, iter=22150/40000, loss=0.2589, lr=0.004838, batch_cost=0.5698, reader_cost=0.0002 | ETA 02:49:30 2020-11-13 01:14:59 [INFO] [TRAIN] epoch=34, iter=22160/40000, loss=0.4142, lr=0.004835, batch_cost=0.5653, reader_cost=0.0002 | ETA 02:48:05 2020-11-13 01:15:05 [INFO] [TRAIN] epoch=34, iter=22170/40000, loss=0.2031, lr=0.004833, batch_cost=0.5735, reader_cost=0.0002 | ETA 02:50:26 2020-11-13 01:15:11 [INFO] [TRAIN] epoch=34, iter=22180/40000, loss=0.2273, lr=0.004830, batch_cost=0.5726, reader_cost=0.0002 | ETA 02:50:03 2020-11-13 01:15:16 [INFO] [TRAIN] epoch=34, iter=22190/40000, loss=0.2954, lr=0.004828, batch_cost=0.5765, reader_cost=0.0002 | ETA 02:51:06 2020-11-13 01:15:22 [INFO] [TRAIN] epoch=34, iter=22200/40000, loss=0.3371, lr=0.004826, batch_cost=0.5701, reader_cost=0.0002 | ETA 02:49:06 2020-11-13 01:15:28 [INFO] [TRAIN] epoch=34, iter=22210/40000, loss=0.2271, lr=0.004823, batch_cost=0.5687, reader_cost=0.0002 | ETA 02:48:38 2020-11-13 01:15:34 [INFO] [TRAIN] epoch=34, iter=22220/40000, loss=0.4209, lr=0.004821, batch_cost=0.5731, reader_cost=0.0002 | ETA 02:49:50 2020-11-13 01:15:39 [INFO] [TRAIN] epoch=34, iter=22230/40000, loss=0.3123, lr=0.004818, batch_cost=0.5643, reader_cost=0.0002 | ETA 02:47:06 2020-11-13 01:15:45 [INFO] [TRAIN] epoch=34, iter=22240/40000, loss=0.3022, lr=0.004816, batch_cost=0.5714, reader_cost=0.0002 | ETA 02:49:08 2020-11-13 01:15:51 [INFO] [TRAIN] epoch=34, iter=22250/40000, loss=0.2348, lr=0.004813, batch_cost=0.5650, reader_cost=0.0001 | ETA 02:47:08 2020-11-13 01:15:56 [INFO] [TRAIN] epoch=34, iter=22260/40000, loss=0.3212, lr=0.004811, batch_cost=0.5711, reader_cost=0.0002 | ETA 02:48:51 2020-11-13 01:16:02 [INFO] [TRAIN] epoch=34, iter=22270/40000, loss=0.3445, lr=0.004808, batch_cost=0.5718, reader_cost=0.0002 | ETA 02:48:57 2020-11-13 01:16:08 [INFO] [TRAIN] epoch=34, iter=22280/40000, loss=0.2677, lr=0.004806, batch_cost=0.5789, reader_cost=0.0002 | ETA 02:50:58 2020-11-13 01:16:14 [INFO] [TRAIN] epoch=34, iter=22290/40000, loss=0.1890, lr=0.004804, batch_cost=0.5809, reader_cost=0.0002 | ETA 02:51:27 2020-11-13 01:16:19 [INFO] [TRAIN] epoch=34, iter=22300/40000, loss=0.2214, lr=0.004801, batch_cost=0.5778, reader_cost=0.0002 | ETA 02:50:26 2020-11-13 01:16:25 [INFO] [TRAIN] epoch=34, iter=22310/40000, loss=0.3868, lr=0.004799, batch_cost=0.5749, reader_cost=0.0002 | ETA 02:49:29 2020-11-13 01:16:31 [INFO] [TRAIN] epoch=34, iter=22320/40000, loss=0.2885, lr=0.004796, batch_cost=0.5713, reader_cost=0.0002 | ETA 02:48:21 2020-11-13 01:16:37 [INFO] [TRAIN] epoch=34, iter=22330/40000, loss=0.2613, lr=0.004794, batch_cost=0.5718, reader_cost=0.0002 | ETA 02:48:22 2020-11-13 01:16:42 [INFO] [TRAIN] epoch=34, iter=22340/40000, loss=0.3588, lr=0.004791, batch_cost=0.5711, reader_cost=0.0002 | ETA 02:48:05 2020-11-13 01:16:48 [INFO] [TRAIN] epoch=34, iter=22350/40000, loss=0.2929, lr=0.004789, batch_cost=0.5691, reader_cost=0.0002 | ETA 02:47:23 2020-11-13 01:16:54 [INFO] [TRAIN] epoch=34, iter=22360/40000, loss=0.2468, lr=0.004786, batch_cost=0.5750, reader_cost=0.0002 | ETA 02:49:03 2020-11-13 01:16:59 [INFO] [TRAIN] epoch=34, iter=22370/40000, loss=0.3568, lr=0.004784, batch_cost=0.5675, reader_cost=0.0002 | ETA 02:46:45 2020-11-13 01:17:05 [INFO] [TRAIN] epoch=34, iter=22380/40000, loss=0.2548, lr=0.004782, batch_cost=0.5780, reader_cost=0.0002 | ETA 02:49:43 2020-11-13 01:17:11 [INFO] [TRAIN] epoch=34, iter=22390/40000, loss=0.3172, lr=0.004779, batch_cost=0.5732, reader_cost=0.0002 | ETA 02:48:13 2020-11-13 01:17:17 [INFO] [TRAIN] epoch=34, iter=22400/40000, loss=0.3103, lr=0.004777, batch_cost=0.5793, reader_cost=0.0002 | ETA 02:49:54 2020-11-13 01:17:23 [INFO] [TRAIN] epoch=34, iter=22410/40000, loss=0.3998, lr=0.004774, batch_cost=0.5803, reader_cost=0.0002 | ETA 02:50:07 2020-11-13 01:17:28 [INFO] [TRAIN] epoch=34, iter=22420/40000, loss=0.2664, lr=0.004772, batch_cost=0.5931, reader_cost=0.0002 | ETA 02:53:47 2020-11-13 01:17:34 [INFO] [TRAIN] epoch=34, iter=22430/40000, loss=0.3245, lr=0.004769, batch_cost=0.5967, reader_cost=0.0002 | ETA 02:54:44 2020-11-13 01:17:40 [INFO] [TRAIN] epoch=34, iter=22440/40000, loss=0.4690, lr=0.004767, batch_cost=0.5978, reader_cost=0.0002 | ETA 02:54:58 2020-11-13 01:17:46 [INFO] [TRAIN] epoch=34, iter=22450/40000, loss=0.4760, lr=0.004765, batch_cost=0.5940, reader_cost=0.0002 | ETA 02:53:45 2020-11-13 01:17:52 [INFO] [TRAIN] epoch=34, iter=22460/40000, loss=0.2417, lr=0.004762, batch_cost=0.5972, reader_cost=0.0002 | ETA 02:54:34 2020-11-13 01:17:58 [INFO] [TRAIN] epoch=34, iter=22470/40000, loss=0.2011, lr=0.004760, batch_cost=0.5723, reader_cost=0.0001 | ETA 02:47:12 2020-11-13 01:18:04 [INFO] [TRAIN] epoch=35, iter=22480/40000, loss=0.2791, lr=0.004757, batch_cost=0.6236, reader_cost=0.0812 | ETA 03:02:04 2020-11-13 01:18:09 [INFO] [TRAIN] epoch=35, iter=22490/40000, loss=0.3549, lr=0.004755, batch_cost=0.5016, reader_cost=0.0002 | ETA 02:26:22 2020-11-13 01:18:14 [INFO] [TRAIN] epoch=35, iter=22500/40000, loss=0.3916, lr=0.004752, batch_cost=0.5088, reader_cost=0.0002 | ETA 02:28:24 2020-11-13 01:18:19 [INFO] [TRAIN] epoch=35, iter=22510/40000, loss=0.3815, lr=0.004750, batch_cost=0.5035, reader_cost=0.0002 | ETA 02:26:46 2020-11-13 01:18:24 [INFO] [TRAIN] epoch=35, iter=22520/40000, loss=0.3231, lr=0.004747, batch_cost=0.5021, reader_cost=0.0002 | ETA 02:26:16 2020-11-13 01:18:30 [INFO] [TRAIN] epoch=35, iter=22530/40000, loss=0.2425, lr=0.004745, batch_cost=0.5174, reader_cost=0.0002 | ETA 02:30:38 2020-11-13 01:18:35 [INFO] [TRAIN] epoch=35, iter=22540/40000, loss=0.2944, lr=0.004743, batch_cost=0.5016, reader_cost=0.0002 | ETA 02:25:57 2020-11-13 01:18:40 [INFO] [TRAIN] epoch=35, iter=22550/40000, loss=0.1591, lr=0.004740, batch_cost=0.4978, reader_cost=0.0002 | ETA 02:24:45 2020-11-13 01:18:45 [INFO] [TRAIN] epoch=35, iter=22560/40000, loss=0.2616, lr=0.004738, batch_cost=0.4974, reader_cost=0.0002 | ETA 02:24:34 2020-11-13 01:18:50 [INFO] [TRAIN] epoch=35, iter=22570/40000, loss=0.3384, lr=0.004735, batch_cost=0.4943, reader_cost=0.0002 | ETA 02:23:35 2020-11-13 01:18:55 [INFO] [TRAIN] epoch=35, iter=22580/40000, loss=0.2941, lr=0.004733, batch_cost=0.5002, reader_cost=0.0002 | ETA 02:25:13 2020-11-13 01:18:59 [INFO] [TRAIN] epoch=35, iter=22590/40000, loss=0.3116, lr=0.004730, batch_cost=0.4956, reader_cost=0.0002 | ETA 02:23:48 2020-11-13 01:19:05 [INFO] [TRAIN] epoch=35, iter=22600/40000, loss=0.3001, lr=0.004728, batch_cost=0.5073, reader_cost=0.0002 | ETA 02:27:06 2020-11-13 01:19:10 [INFO] [TRAIN] epoch=35, iter=22610/40000, loss=0.3799, lr=0.004725, batch_cost=0.4961, reader_cost=0.0002 | ETA 02:23:46 2020-11-13 01:19:15 [INFO] [TRAIN] epoch=35, iter=22620/40000, loss=0.2158, lr=0.004723, batch_cost=0.5135, reader_cost=0.0002 | ETA 02:28:44 2020-11-13 01:19:20 [INFO] [TRAIN] epoch=35, iter=22630/40000, loss=0.2532, lr=0.004721, batch_cost=0.5028, reader_cost=0.0002 | ETA 02:25:33 2020-11-13 01:19:25 [INFO] [TRAIN] epoch=35, iter=22640/40000, loss=0.2324, lr=0.004718, batch_cost=0.4995, reader_cost=0.0002 | ETA 02:24:30 2020-11-13 01:19:30 [INFO] [TRAIN] epoch=35, iter=22650/40000, loss=0.1983, lr=0.004716, batch_cost=0.4978, reader_cost=0.0002 | ETA 02:23:56 2020-11-13 01:19:35 [INFO] [TRAIN] epoch=35, iter=22660/40000, loss=0.2063, lr=0.004713, batch_cost=0.4978, reader_cost=0.0002 | ETA 02:23:51 2020-11-13 01:19:40 [INFO] [TRAIN] epoch=35, iter=22670/40000, loss=0.4908, lr=0.004711, batch_cost=0.4949, reader_cost=0.0002 | ETA 02:22:56 2020-11-13 01:19:45 [INFO] [TRAIN] epoch=35, iter=22680/40000, loss=0.1789, lr=0.004708, batch_cost=0.4988, reader_cost=0.0002 | ETA 02:23:59 2020-11-13 01:19:50 [INFO] [TRAIN] epoch=35, iter=22690/40000, loss=0.2220, lr=0.004706, batch_cost=0.4943, reader_cost=0.0002 | ETA 02:22:36 2020-11-13 01:19:55 [INFO] [TRAIN] epoch=35, iter=22700/40000, loss=0.4442, lr=0.004703, batch_cost=0.5030, reader_cost=0.0002 | ETA 02:25:01 2020-11-13 01:20:00 [INFO] [TRAIN] epoch=35, iter=22710/40000, loss=0.2759, lr=0.004701, batch_cost=0.4956, reader_cost=0.0002 | ETA 02:22:49 2020-11-13 01:20:05 [INFO] [TRAIN] epoch=35, iter=22720/40000, loss=0.2298, lr=0.004698, batch_cost=0.4999, reader_cost=0.0002 | ETA 02:23:58 2020-11-13 01:20:09 [INFO] [TRAIN] epoch=35, iter=22730/40000, loss=0.4446, lr=0.004696, batch_cost=0.4956, reader_cost=0.0002 | ETA 02:22:39 2020-11-13 01:20:15 [INFO] [TRAIN] epoch=35, iter=22740/40000, loss=0.3393, lr=0.004694, batch_cost=0.5060, reader_cost=0.0002 | ETA 02:25:33 2020-11-13 01:20:20 [INFO] [TRAIN] epoch=35, iter=22750/40000, loss=0.2345, lr=0.004691, batch_cost=0.4999, reader_cost=0.0002 | ETA 02:23:42 2020-11-13 01:20:25 [INFO] [TRAIN] epoch=35, iter=22760/40000, loss=0.2602, lr=0.004689, batch_cost=0.5024, reader_cost=0.0002 | ETA 02:24:21 2020-11-13 01:20:30 [INFO] [TRAIN] epoch=35, iter=22770/40000, loss=0.3089, lr=0.004686, batch_cost=0.4973, reader_cost=0.0002 | ETA 02:22:48 2020-11-13 01:20:35 [INFO] [TRAIN] epoch=35, iter=22780/40000, loss=0.2515, lr=0.004684, batch_cost=0.5033, reader_cost=0.0002 | ETA 02:24:26 2020-11-13 01:20:40 [INFO] [TRAIN] epoch=35, iter=22790/40000, loss=0.2258, lr=0.004681, batch_cost=0.4977, reader_cost=0.0002 | ETA 02:22:46 2020-11-13 01:20:45 [INFO] [TRAIN] epoch=35, iter=22800/40000, loss=0.2200, lr=0.004679, batch_cost=0.5134, reader_cost=0.0002 | ETA 02:27:10 2020-11-13 01:20:50 [INFO] [TRAIN] epoch=35, iter=22810/40000, loss=0.4166, lr=0.004676, batch_cost=0.5081, reader_cost=0.0002 | ETA 02:25:33 2020-11-13 01:20:55 [INFO] [TRAIN] epoch=35, iter=22820/40000, loss=0.2073, lr=0.004674, batch_cost=0.5067, reader_cost=0.0002 | ETA 02:25:05 2020-11-13 01:21:00 [INFO] [TRAIN] epoch=35, iter=22830/40000, loss=0.2219, lr=0.004672, batch_cost=0.4987, reader_cost=0.0002 | ETA 02:22:41 2020-11-13 01:21:05 [INFO] [TRAIN] epoch=35, iter=22840/40000, loss=0.2352, lr=0.004669, batch_cost=0.5092, reader_cost=0.0002 | ETA 02:25:37 2020-11-13 01:21:10 [INFO] [TRAIN] epoch=35, iter=22850/40000, loss=0.3123, lr=0.004667, batch_cost=0.5026, reader_cost=0.0002 | ETA 02:23:38 2020-11-13 01:21:15 [INFO] [TRAIN] epoch=35, iter=22860/40000, loss=0.2273, lr=0.004664, batch_cost=0.5054, reader_cost=0.0002 | ETA 02:24:23 2020-11-13 01:21:20 [INFO] [TRAIN] epoch=35, iter=22870/40000, loss=0.3716, lr=0.004662, batch_cost=0.5015, reader_cost=0.0002 | ETA 02:23:11 2020-11-13 01:21:25 [INFO] [TRAIN] epoch=35, iter=22880/40000, loss=0.3637, lr=0.004659, batch_cost=0.5056, reader_cost=0.0002 | ETA 02:24:16 2020-11-13 01:21:30 [INFO] [TRAIN] epoch=35, iter=22890/40000, loss=0.2975, lr=0.004657, batch_cost=0.4989, reader_cost=0.0002 | ETA 02:22:16 2020-11-13 01:21:35 [INFO] [TRAIN] epoch=35, iter=22900/40000, loss=0.4235, lr=0.004654, batch_cost=0.4971, reader_cost=0.0002 | ETA 02:21:39 2020-11-13 01:21:40 [INFO] [TRAIN] epoch=35, iter=22910/40000, loss=0.2521, lr=0.004652, batch_cost=0.4952, reader_cost=0.0002 | ETA 02:21:02 2020-11-13 01:21:45 [INFO] [TRAIN] epoch=35, iter=22920/40000, loss=0.3590, lr=0.004650, batch_cost=0.4966, reader_cost=0.0002 | ETA 02:21:22 2020-11-13 01:21:50 [INFO] [TRAIN] epoch=35, iter=22930/40000, loss=0.2910, lr=0.004647, batch_cost=0.4941, reader_cost=0.0002 | ETA 02:20:33 2020-11-13 01:21:55 [INFO] [TRAIN] epoch=35, iter=22940/40000, loss=0.3691, lr=0.004645, batch_cost=0.5027, reader_cost=0.0002 | ETA 02:22:56 2020-11-13 01:22:00 [INFO] [TRAIN] epoch=35, iter=22950/40000, loss=0.2459, lr=0.004642, batch_cost=0.4970, reader_cost=0.0002 | ETA 02:21:13 2020-11-13 01:22:05 [INFO] [TRAIN] epoch=35, iter=22960/40000, loss=0.3256, lr=0.004640, batch_cost=0.5055, reader_cost=0.0002 | ETA 02:23:34 2020-11-13 01:22:10 [INFO] [TRAIN] epoch=35, iter=22970/40000, loss=0.2941, lr=0.004637, batch_cost=0.4968, reader_cost=0.0002 | ETA 02:20:59 2020-11-13 01:22:15 [INFO] [TRAIN] epoch=35, iter=22980/40000, loss=0.4051, lr=0.004635, batch_cost=0.5096, reader_cost=0.0002 | ETA 02:24:33 2020-11-13 01:22:20 [INFO] [TRAIN] epoch=35, iter=22990/40000, loss=0.2458, lr=0.004632, batch_cost=0.5043, reader_cost=0.0002 | ETA 02:22:58 2020-11-13 01:22:25 [INFO] [TRAIN] epoch=35, iter=23000/40000, loss=0.1855, lr=0.004630, batch_cost=0.4996, reader_cost=0.0002 | ETA 02:21:33 2020-11-13 01:22:30 [INFO] [TRAIN] epoch=35, iter=23010/40000, loss=0.2259, lr=0.004627, batch_cost=0.4954, reader_cost=0.0002 | ETA 02:20:17 2020-11-13 01:22:35 [INFO] [TRAIN] epoch=35, iter=23020/40000, loss=0.2232, lr=0.004625, batch_cost=0.5000, reader_cost=0.0002 | ETA 02:21:30 2020-11-13 01:22:40 [INFO] [TRAIN] epoch=35, iter=23030/40000, loss=0.2748, lr=0.004623, batch_cost=0.4931, reader_cost=0.0002 | ETA 02:19:28 2020-11-13 01:22:45 [INFO] [TRAIN] epoch=35, iter=23040/40000, loss=0.2093, lr=0.004620, batch_cost=0.5006, reader_cost=0.0002 | ETA 02:21:30 2020-11-13 01:22:50 [INFO] [TRAIN] epoch=35, iter=23050/40000, loss=0.2509, lr=0.004618, batch_cost=0.4925, reader_cost=0.0002 | ETA 02:19:08 2020-11-13 01:22:55 [INFO] [TRAIN] epoch=35, iter=23060/40000, loss=0.2899, lr=0.004615, batch_cost=0.4983, reader_cost=0.0002 | ETA 02:20:40 2020-11-13 01:23:00 [INFO] [TRAIN] epoch=35, iter=23070/40000, loss=0.2343, lr=0.004613, batch_cost=0.4947, reader_cost=0.0002 | ETA 02:19:34 2020-11-13 01:23:05 [INFO] [TRAIN] epoch=35, iter=23080/40000, loss=0.3222, lr=0.004610, batch_cost=0.5016, reader_cost=0.0002 | ETA 02:21:26 2020-11-13 01:23:10 [INFO] [TRAIN] epoch=35, iter=23090/40000, loss=0.2676, lr=0.004608, batch_cost=0.4943, reader_cost=0.0002 | ETA 02:19:19 2020-11-13 01:23:15 [INFO] [TRAIN] epoch=35, iter=23100/40000, loss=0.4149, lr=0.004605, batch_cost=0.5045, reader_cost=0.0002 | ETA 02:22:05 2020-11-13 01:23:20 [INFO] [TRAIN] epoch=35, iter=23110/40000, loss=0.3191, lr=0.004603, batch_cost=0.4975, reader_cost=0.0002 | ETA 02:20:02 2020-11-13 01:23:25 [INFO] [TRAIN] epoch=35, iter=23120/40000, loss=0.2527, lr=0.004600, batch_cost=0.5019, reader_cost=0.0002 | ETA 02:21:11 2020-11-13 01:23:30 [INFO] [TRAIN] epoch=35, iter=23130/40000, loss=0.2677, lr=0.004598, batch_cost=0.4920, reader_cost=0.0002 | ETA 02:18:19 2020-11-13 01:23:36 [INFO] [TRAIN] epoch=36, iter=23140/40000, loss=0.2853, lr=0.004596, batch_cost=0.6166, reader_cost=0.1045 | ETA 02:53:15 2020-11-13 01:23:41 [INFO] [TRAIN] epoch=36, iter=23150/40000, loss=0.4464, lr=0.004593, batch_cost=0.5045, reader_cost=0.0004 | ETA 02:21:41 2020-11-13 01:23:46 [INFO] [TRAIN] epoch=36, iter=23160/40000, loss=0.2812, lr=0.004591, batch_cost=0.5076, reader_cost=0.0002 | ETA 02:22:28 2020-11-13 01:23:51 [INFO] [TRAIN] epoch=36, iter=23170/40000, loss=0.3029, lr=0.004588, batch_cost=0.5056, reader_cost=0.0002 | ETA 02:21:48 2020-11-13 01:23:56 [INFO] [TRAIN] epoch=36, iter=23180/40000, loss=0.2296, lr=0.004586, batch_cost=0.5101, reader_cost=0.0002 | ETA 02:23:00 2020-11-13 01:24:01 [INFO] [TRAIN] epoch=36, iter=23190/40000, loss=0.2492, lr=0.004583, batch_cost=0.5078, reader_cost=0.0002 | ETA 02:22:15 2020-11-13 01:24:06 [INFO] [TRAIN] epoch=36, iter=23200/40000, loss=0.2261, lr=0.004581, batch_cost=0.5174, reader_cost=0.0002 | ETA 02:24:51 2020-11-13 01:24:12 [INFO] [TRAIN] epoch=36, iter=23210/40000, loss=0.1369, lr=0.004578, batch_cost=0.5126, reader_cost=0.0002 | ETA 02:23:25 2020-11-13 01:24:17 [INFO] [TRAIN] epoch=36, iter=23220/40000, loss=0.2378, lr=0.004576, batch_cost=0.5135, reader_cost=0.0002 | ETA 02:23:35 2020-11-13 01:24:22 [INFO] [TRAIN] epoch=36, iter=23230/40000, loss=0.2769, lr=0.004574, batch_cost=0.5129, reader_cost=0.0002 | ETA 02:23:21 2020-11-13 01:24:27 [INFO] [TRAIN] epoch=36, iter=23240/40000, loss=0.2198, lr=0.004571, batch_cost=0.5074, reader_cost=0.0002 | ETA 02:21:44 2020-11-13 01:24:32 [INFO] [TRAIN] epoch=36, iter=23250/40000, loss=0.3566, lr=0.004569, batch_cost=0.5094, reader_cost=0.0002 | ETA 02:22:12 2020-11-13 01:24:37 [INFO] [TRAIN] epoch=36, iter=23260/40000, loss=0.2620, lr=0.004566, batch_cost=0.5186, reader_cost=0.0002 | ETA 02:24:40 2020-11-13 01:24:42 [INFO] [TRAIN] epoch=36, iter=23270/40000, loss=0.1986, lr=0.004564, batch_cost=0.5049, reader_cost=0.0002 | ETA 02:20:47 2020-11-13 01:24:47 [INFO] [TRAIN] epoch=36, iter=23280/40000, loss=0.2297, lr=0.004561, batch_cost=0.5026, reader_cost=0.0002 | ETA 02:20:03 2020-11-13 01:24:52 [INFO] [TRAIN] epoch=36, iter=23290/40000, loss=0.1560, lr=0.004559, batch_cost=0.5039, reader_cost=0.0002 | ETA 02:20:20 2020-11-13 01:24:57 [INFO] [TRAIN] epoch=36, iter=23300/40000, loss=0.1974, lr=0.004556, batch_cost=0.5029, reader_cost=0.0002 | ETA 02:19:58 2020-11-13 01:25:02 [INFO] [TRAIN] epoch=36, iter=23310/40000, loss=0.2872, lr=0.004554, batch_cost=0.5089, reader_cost=0.0002 | ETA 02:21:32 2020-11-13 01:25:07 [INFO] [TRAIN] epoch=36, iter=23320/40000, loss=0.2091, lr=0.004551, batch_cost=0.5050, reader_cost=0.0002 | ETA 02:20:23 2020-11-13 01:25:13 [INFO] [TRAIN] epoch=36, iter=23330/40000, loss=0.2287, lr=0.004549, batch_cost=0.5081, reader_cost=0.0002 | ETA 02:21:09 2020-11-13 01:25:18 [INFO] [TRAIN] epoch=36, iter=23340/40000, loss=0.1886, lr=0.004546, batch_cost=0.5077, reader_cost=0.0002 | ETA 02:20:57 2020-11-13 01:25:23 [INFO] [TRAIN] epoch=36, iter=23350/40000, loss=0.2485, lr=0.004544, batch_cost=0.5062, reader_cost=0.0002 | ETA 02:20:27 2020-11-13 01:25:28 [INFO] [TRAIN] epoch=36, iter=23360/40000, loss=0.1962, lr=0.004542, batch_cost=0.5068, reader_cost=0.0002 | ETA 02:20:33 2020-11-13 01:25:33 [INFO] [TRAIN] epoch=36, iter=23370/40000, loss=0.3395, lr=0.004539, batch_cost=0.5185, reader_cost=0.0002 | ETA 02:23:43 2020-11-13 01:25:38 [INFO] [TRAIN] epoch=36, iter=23380/40000, loss=0.2569, lr=0.004537, batch_cost=0.5091, reader_cost=0.0002 | ETA 02:21:01 2020-11-13 01:25:43 [INFO] [TRAIN] epoch=36, iter=23390/40000, loss=0.3670, lr=0.004534, batch_cost=0.5043, reader_cost=0.0002 | ETA 02:19:36 2020-11-13 01:25:48 [INFO] [TRAIN] epoch=36, iter=23400/40000, loss=0.2426, lr=0.004532, batch_cost=0.5036, reader_cost=0.0002 | ETA 02:19:19 2020-11-13 01:25:53 [INFO] [TRAIN] epoch=36, iter=23410/40000, loss=0.3189, lr=0.004529, batch_cost=0.5161, reader_cost=0.0002 | ETA 02:22:41 2020-11-13 01:25:58 [INFO] [TRAIN] epoch=36, iter=23420/40000, loss=0.3173, lr=0.004527, batch_cost=0.5023, reader_cost=0.0002 | ETA 02:18:47 2020-11-13 01:26:03 [INFO] [TRAIN] epoch=36, iter=23430/40000, loss=0.4088, lr=0.004524, batch_cost=0.5071, reader_cost=0.0002 | ETA 02:20:02 2020-11-13 01:26:09 [INFO] [TRAIN] epoch=36, iter=23440/40000, loss=0.3007, lr=0.004522, batch_cost=0.5275, reader_cost=0.0002 | ETA 02:25:34 2020-11-13 01:26:14 [INFO] [TRAIN] epoch=36, iter=23450/40000, loss=0.3125, lr=0.004519, batch_cost=0.5127, reader_cost=0.0002 | ETA 02:21:24 2020-11-13 01:26:19 [INFO] [TRAIN] epoch=36, iter=23460/40000, loss=0.3310, lr=0.004517, batch_cost=0.5187, reader_cost=0.0002 | ETA 02:22:59 2020-11-13 01:26:24 [INFO] [TRAIN] epoch=36, iter=23470/40000, loss=0.2977, lr=0.004515, batch_cost=0.5252, reader_cost=0.0002 | ETA 02:24:41 2020-11-13 01:26:29 [INFO] [TRAIN] epoch=36, iter=23480/40000, loss=0.1753, lr=0.004512, batch_cost=0.5080, reader_cost=0.0002 | ETA 02:19:52 2020-11-13 01:26:35 [INFO] [TRAIN] epoch=36, iter=23490/40000, loss=0.2997, lr=0.004510, batch_cost=0.5479, reader_cost=0.0002 | ETA 02:30:46 2020-11-13 01:26:40 [INFO] [TRAIN] epoch=36, iter=23500/40000, loss=0.2435, lr=0.004507, batch_cost=0.5506, reader_cost=0.0002 | ETA 02:31:24 2020-11-13 01:26:45 [INFO] [TRAIN] epoch=36, iter=23510/40000, loss=0.2063, lr=0.004505, batch_cost=0.5090, reader_cost=0.0002 | ETA 02:19:52 2020-11-13 01:26:50 [INFO] [TRAIN] epoch=36, iter=23520/40000, loss=0.2429, lr=0.004502, batch_cost=0.5125, reader_cost=0.0002 | ETA 02:20:46 2020-11-13 01:26:56 [INFO] [TRAIN] epoch=36, iter=23530/40000, loss=0.4160, lr=0.004500, batch_cost=0.5100, reader_cost=0.0002 | ETA 02:19:59 2020-11-13 01:27:01 [INFO] [TRAIN] epoch=36, iter=23540/40000, loss=0.3519, lr=0.004497, batch_cost=0.5054, reader_cost=0.0002 | ETA 02:18:38 2020-11-13 01:27:06 [INFO] [TRAIN] epoch=36, iter=23550/40000, loss=0.3660, lr=0.004495, batch_cost=0.5213, reader_cost=0.0002 | ETA 02:22:55 2020-11-13 01:27:11 [INFO] [TRAIN] epoch=36, iter=23560/40000, loss=0.2795, lr=0.004492, batch_cost=0.5176, reader_cost=0.0002 | ETA 02:21:50 2020-11-13 01:27:16 [INFO] [TRAIN] epoch=36, iter=23570/40000, loss=0.3671, lr=0.004490, batch_cost=0.5317, reader_cost=0.0002 | ETA 02:25:35 2020-11-13 01:27:21 [INFO] [TRAIN] epoch=36, iter=23580/40000, loss=0.2149, lr=0.004488, batch_cost=0.5092, reader_cost=0.0002 | ETA 02:19:20 2020-11-13 01:27:27 [INFO] [TRAIN] epoch=36, iter=23590/40000, loss=0.1899, lr=0.004485, batch_cost=0.5173, reader_cost=0.0002 | ETA 02:21:28 2020-11-13 01:27:32 [INFO] [TRAIN] epoch=36, iter=23600/40000, loss=0.2920, lr=0.004483, batch_cost=0.5097, reader_cost=0.0002 | ETA 02:19:18 2020-11-13 01:27:37 [INFO] [TRAIN] epoch=36, iter=23610/40000, loss=0.2931, lr=0.004480, batch_cost=0.5105, reader_cost=0.0002 | ETA 02:19:27 2020-11-13 01:27:42 [INFO] [TRAIN] epoch=36, iter=23620/40000, loss=0.3720, lr=0.004478, batch_cost=0.5113, reader_cost=0.0002 | ETA 02:19:34 2020-11-13 01:27:47 [INFO] [TRAIN] epoch=36, iter=23630/40000, loss=0.1747, lr=0.004475, batch_cost=0.5186, reader_cost=0.0002 | ETA 02:21:29 2020-11-13 01:27:52 [INFO] [TRAIN] epoch=36, iter=23640/40000, loss=0.2546, lr=0.004473, batch_cost=0.5173, reader_cost=0.0002 | ETA 02:21:03 2020-11-13 01:27:57 [INFO] [TRAIN] epoch=36, iter=23650/40000, loss=0.2586, lr=0.004470, batch_cost=0.5044, reader_cost=0.0002 | ETA 02:17:26 2020-11-13 01:28:02 [INFO] [TRAIN] epoch=36, iter=23660/40000, loss=0.2505, lr=0.004468, batch_cost=0.5116, reader_cost=0.0002 | ETA 02:19:19 2020-11-13 01:28:07 [INFO] [TRAIN] epoch=36, iter=23670/40000, loss=0.2324, lr=0.004465, batch_cost=0.5057, reader_cost=0.0002 | ETA 02:17:38 2020-11-13 01:28:13 [INFO] [TRAIN] epoch=36, iter=23680/40000, loss=0.2920, lr=0.004463, batch_cost=0.5070, reader_cost=0.0002 | ETA 02:17:54 2020-11-13 01:28:18 [INFO] [TRAIN] epoch=36, iter=23690/40000, loss=0.1922, lr=0.004460, batch_cost=0.5119, reader_cost=0.0002 | ETA 02:19:08 2020-11-13 01:28:23 [INFO] [TRAIN] epoch=36, iter=23700/40000, loss=0.2680, lr=0.004458, batch_cost=0.5062, reader_cost=0.0002 | ETA 02:17:30 2020-11-13 01:28:28 [INFO] [TRAIN] epoch=36, iter=23710/40000, loss=0.2987, lr=0.004456, batch_cost=0.5006, reader_cost=0.0002 | ETA 02:15:55 2020-11-13 01:28:33 [INFO] [TRAIN] epoch=36, iter=23720/40000, loss=0.2377, lr=0.004453, batch_cost=0.5116, reader_cost=0.0002 | ETA 02:18:49 2020-11-13 01:28:38 [INFO] [TRAIN] epoch=36, iter=23730/40000, loss=0.3603, lr=0.004451, batch_cost=0.5098, reader_cost=0.0002 | ETA 02:18:14 2020-11-13 01:28:43 [INFO] [TRAIN] epoch=36, iter=23740/40000, loss=0.3376, lr=0.004448, batch_cost=0.5046, reader_cost=0.0002 | ETA 02:16:45 2020-11-13 01:28:48 [INFO] [TRAIN] epoch=36, iter=23750/40000, loss=0.2631, lr=0.004446, batch_cost=0.5129, reader_cost=0.0002 | ETA 02:18:54 2020-11-13 01:28:53 [INFO] [TRAIN] epoch=36, iter=23760/40000, loss=0.4136, lr=0.004443, batch_cost=0.5099, reader_cost=0.0002 | ETA 02:18:00 2020-11-13 01:28:58 [INFO] [TRAIN] epoch=36, iter=23770/40000, loss=0.3079, lr=0.004441, batch_cost=0.4986, reader_cost=0.0002 | ETA 02:14:52 2020-11-13 01:29:03 [INFO] [TRAIN] epoch=36, iter=23780/40000, loss=0.2241, lr=0.004438, batch_cost=0.5074, reader_cost=0.0002 | ETA 02:17:10 2020-11-13 01:29:08 [INFO] [TRAIN] epoch=36, iter=23790/40000, loss=0.2318, lr=0.004436, batch_cost=0.4984, reader_cost=0.0002 | ETA 02:14:38 2020-11-13 01:29:14 [INFO] [TRAIN] epoch=37, iter=23800/40000, loss=0.3475, lr=0.004433, batch_cost=0.6083, reader_cost=0.0920 | ETA 02:44:14 2020-11-13 01:29:19 [INFO] [TRAIN] epoch=37, iter=23810/40000, loss=0.2282, lr=0.004431, batch_cost=0.5054, reader_cost=0.0005 | ETA 02:16:22 2020-11-13 01:29:24 [INFO] [TRAIN] epoch=37, iter=23820/40000, loss=0.2395, lr=0.004428, batch_cost=0.5070, reader_cost=0.0002 | ETA 02:16:43 2020-11-13 01:29:30 [INFO] [TRAIN] epoch=37, iter=23830/40000, loss=0.3129, lr=0.004426, batch_cost=0.5148, reader_cost=0.0002 | ETA 02:18:44 2020-11-13 01:29:35 [INFO] [TRAIN] epoch=37, iter=23840/40000, loss=0.2372, lr=0.004424, batch_cost=0.5073, reader_cost=0.0002 | ETA 02:16:38 2020-11-13 01:29:40 [INFO] [TRAIN] epoch=37, iter=23850/40000, loss=0.2821, lr=0.004421, batch_cost=0.5017, reader_cost=0.0002 | ETA 02:15:02 2020-11-13 01:29:45 [INFO] [TRAIN] epoch=37, iter=23860/40000, loss=0.1984, lr=0.004419, batch_cost=0.5037, reader_cost=0.0002 | ETA 02:15:28 2020-11-13 01:29:50 [INFO] [TRAIN] epoch=37, iter=23870/40000, loss=0.2395, lr=0.004416, batch_cost=0.4990, reader_cost=0.0002 | ETA 02:14:08 2020-11-13 01:29:55 [INFO] [TRAIN] epoch=37, iter=23880/40000, loss=0.1929, lr=0.004414, batch_cost=0.5050, reader_cost=0.0002 | ETA 02:15:41 2020-11-13 01:30:00 [INFO] [TRAIN] epoch=37, iter=23890/40000, loss=0.2976, lr=0.004411, batch_cost=0.5001, reader_cost=0.0002 | ETA 02:14:16 2020-11-13 01:30:05 [INFO] [TRAIN] epoch=37, iter=23900/40000, loss=0.2446, lr=0.004409, batch_cost=0.5041, reader_cost=0.0002 | ETA 02:15:16 2020-11-13 01:30:10 [INFO] [TRAIN] epoch=37, iter=23910/40000, loss=0.3819, lr=0.004406, batch_cost=0.4982, reader_cost=0.0002 | ETA 02:13:35 2020-11-13 01:30:15 [INFO] [TRAIN] epoch=37, iter=23920/40000, loss=0.2445, lr=0.004404, batch_cost=0.5084, reader_cost=0.0002 | ETA 02:16:14 2020-11-13 01:30:20 [INFO] [TRAIN] epoch=37, iter=23930/40000, loss=0.3214, lr=0.004401, batch_cost=0.5049, reader_cost=0.0002 | ETA 02:15:13 2020-11-13 01:30:25 [INFO] [TRAIN] epoch=37, iter=23940/40000, loss=0.2327, lr=0.004399, batch_cost=0.5055, reader_cost=0.0002 | ETA 02:15:17 2020-11-13 01:30:30 [INFO] [TRAIN] epoch=37, iter=23950/40000, loss=0.4034, lr=0.004396, batch_cost=0.5053, reader_cost=0.0002 | ETA 02:15:10 2020-11-13 01:30:35 [INFO] [TRAIN] epoch=37, iter=23960/40000, loss=0.3648, lr=0.004394, batch_cost=0.5090, reader_cost=0.0002 | ETA 02:16:04 2020-11-13 01:30:40 [INFO] [TRAIN] epoch=37, iter=23970/40000, loss=0.2132, lr=0.004391, batch_cost=0.4998, reader_cost=0.0002 | ETA 02:13:32 2020-11-13 01:30:45 [INFO] [TRAIN] epoch=37, iter=23980/40000, loss=0.2663, lr=0.004389, batch_cost=0.5034, reader_cost=0.0002 | ETA 02:14:23 2020-11-13 01:30:50 [INFO] [TRAIN] epoch=37, iter=23990/40000, loss=0.2459, lr=0.004387, batch_cost=0.4992, reader_cost=0.0002 | ETA 02:13:12 2020-11-13 01:30:55 [INFO] [TRAIN] epoch=37, iter=24000/40000, loss=0.2498, lr=0.004384, batch_cost=0.5122, reader_cost=0.0002 | ETA 02:16:34 2020-11-13 01:30:56 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 01:31:47 [INFO] [EVAL] #Images=1449 mIoU=0.6678 Acc=0.9210 Kappa=0.8252 2020-11-13 01:31:47 [INFO] [EVAL] Class IoU: [0.9207 0.8626 0.3779 0.7945 0.6168 0.6001 0.876 0.7742 0.8047 0.3389 0.6888 0.4151 0.7337 0.6954 0.7224 0.8051 0.5062 0.6341 0.403 0.7695 0.683 ] 2020-11-13 01:31:47 [INFO] [EVAL] Class Acc: [0.9545 0.926 0.4153 0.9004 0.744 0.9103 0.9523 0.8538 0.8998 0.5818 0.8763 0.7881 0.8763 0.7703 0.8153 0.9387 0.7761 0.6921 0.4821 0.9239 0.8279] 2020-11-13 01:31:49 [INFO] [EVAL] The model with the best validation mIoU (0.6835) was saved at iter 22000. 2020-11-13 01:31:54 [INFO] [TRAIN] epoch=37, iter=24010/40000, loss=0.2208, lr=0.004382, batch_cost=0.5420, reader_cost=0.0004 | ETA 02:24:26 2020-11-13 01:32:00 [INFO] [TRAIN] epoch=37, iter=24020/40000, loss=0.2497, lr=0.004379, batch_cost=0.5465, reader_cost=0.0002 | ETA 02:25:32 2020-11-13 01:32:05 [INFO] [TRAIN] epoch=37, iter=24030/40000, loss=0.2479, lr=0.004377, batch_cost=0.5381, reader_cost=0.0002 | ETA 02:23:13 2020-11-13 01:32:11 [INFO] [TRAIN] epoch=37, iter=24040/40000, loss=0.3078, lr=0.004374, batch_cost=0.5563, reader_cost=0.0002 | ETA 02:27:57 2020-11-13 01:32:16 [INFO] [TRAIN] epoch=37, iter=24050/40000, loss=0.2346, lr=0.004372, batch_cost=0.5199, reader_cost=0.0002 | ETA 02:18:13 2020-11-13 01:32:21 [INFO] [TRAIN] epoch=37, iter=24060/40000, loss=0.2209, lr=0.004369, batch_cost=0.5124, reader_cost=0.0002 | ETA 02:16:07 2020-11-13 01:32:26 [INFO] [TRAIN] epoch=37, iter=24070/40000, loss=0.1927, lr=0.004367, batch_cost=0.5102, reader_cost=0.0002 | ETA 02:15:28 2020-11-13 01:32:31 [INFO] [TRAIN] epoch=37, iter=24080/40000, loss=0.1790, lr=0.004364, batch_cost=0.5106, reader_cost=0.0002 | ETA 02:15:28 2020-11-13 01:32:36 [INFO] [TRAIN] epoch=37, iter=24090/40000, loss=0.2167, lr=0.004362, batch_cost=0.5108, reader_cost=0.0002 | ETA 02:15:27 2020-11-13 01:32:41 [INFO] [TRAIN] epoch=37, iter=24100/40000, loss=0.3386, lr=0.004359, batch_cost=0.5088, reader_cost=0.0002 | ETA 02:14:50 2020-11-13 01:32:46 [INFO] [TRAIN] epoch=37, iter=24110/40000, loss=0.1604, lr=0.004357, batch_cost=0.5090, reader_cost=0.0002 | ETA 02:14:48 2020-11-13 01:32:52 [INFO] [TRAIN] epoch=37, iter=24120/40000, loss=0.3313, lr=0.004354, batch_cost=0.5142, reader_cost=0.0002 | ETA 02:16:04 2020-11-13 01:32:57 [INFO] [TRAIN] epoch=37, iter=24130/40000, loss=0.2286, lr=0.004352, batch_cost=0.5094, reader_cost=0.0002 | ETA 02:14:43 2020-11-13 01:33:02 [INFO] [TRAIN] epoch=37, iter=24140/40000, loss=0.2434, lr=0.004350, batch_cost=0.5037, reader_cost=0.0002 | ETA 02:13:07 2020-11-13 01:33:07 [INFO] [TRAIN] epoch=37, iter=24150/40000, loss=0.2576, lr=0.004347, batch_cost=0.5065, reader_cost=0.0002 | ETA 02:13:48 2020-11-13 01:33:12 [INFO] [TRAIN] epoch=37, iter=24160/40000, loss=0.2379, lr=0.004345, batch_cost=0.5068, reader_cost=0.0002 | ETA 02:13:47 2020-11-13 01:33:17 [INFO] [TRAIN] epoch=37, iter=24170/40000, loss=0.2505, lr=0.004342, batch_cost=0.5191, reader_cost=0.0002 | ETA 02:16:57 2020-11-13 01:33:22 [INFO] [TRAIN] epoch=37, iter=24180/40000, loss=0.2996, lr=0.004340, batch_cost=0.5119, reader_cost=0.0002 | ETA 02:14:57 2020-11-13 01:33:27 [INFO] [TRAIN] epoch=37, iter=24190/40000, loss=0.3033, lr=0.004337, batch_cost=0.5076, reader_cost=0.0002 | ETA 02:13:44 2020-11-13 01:33:32 [INFO] [TRAIN] epoch=37, iter=24200/40000, loss=0.1906, lr=0.004335, batch_cost=0.5100, reader_cost=0.0002 | ETA 02:14:18 2020-11-13 01:33:37 [INFO] [TRAIN] epoch=37, iter=24210/40000, loss=0.3628, lr=0.004332, batch_cost=0.5067, reader_cost=0.0002 | ETA 02:13:20 2020-11-13 01:33:42 [INFO] [TRAIN] epoch=37, iter=24220/40000, loss=0.3625, lr=0.004330, batch_cost=0.5113, reader_cost=0.0002 | ETA 02:14:28 2020-11-13 01:33:48 [INFO] [TRAIN] epoch=37, iter=24230/40000, loss=0.3088, lr=0.004327, batch_cost=0.5086, reader_cost=0.0002 | ETA 02:13:41 2020-11-13 01:33:53 [INFO] [TRAIN] epoch=37, iter=24240/40000, loss=0.2661, lr=0.004325, batch_cost=0.5112, reader_cost=0.0002 | ETA 02:14:16 2020-11-13 01:33:58 [INFO] [TRAIN] epoch=37, iter=24250/40000, loss=0.3469, lr=0.004322, batch_cost=0.5105, reader_cost=0.0002 | ETA 02:14:00 2020-11-13 01:34:03 [INFO] [TRAIN] epoch=37, iter=24260/40000, loss=0.2727, lr=0.004320, batch_cost=0.5107, reader_cost=0.0002 | ETA 02:13:57 2020-11-13 01:34:08 [INFO] [TRAIN] epoch=37, iter=24270/40000, loss=0.1699, lr=0.004317, batch_cost=0.5062, reader_cost=0.0002 | ETA 02:12:42 2020-11-13 01:34:13 [INFO] [TRAIN] epoch=37, iter=24280/40000, loss=0.2770, lr=0.004315, batch_cost=0.5103, reader_cost=0.0002 | ETA 02:13:42 2020-11-13 01:34:18 [INFO] [TRAIN] epoch=37, iter=24290/40000, loss=0.2669, lr=0.004313, batch_cost=0.5215, reader_cost=0.0002 | ETA 02:16:32 2020-11-13 01:34:24 [INFO] [TRAIN] epoch=37, iter=24300/40000, loss=0.3350, lr=0.004310, batch_cost=0.5264, reader_cost=0.0002 | ETA 02:17:44 2020-11-13 01:34:29 [INFO] [TRAIN] epoch=37, iter=24310/40000, loss=0.2837, lr=0.004308, batch_cost=0.5154, reader_cost=0.0002 | ETA 02:14:47 2020-11-13 01:34:34 [INFO] [TRAIN] epoch=37, iter=24320/40000, loss=0.1921, lr=0.004305, batch_cost=0.5280, reader_cost=0.0002 | ETA 02:17:59 2020-11-13 01:34:39 [INFO] [TRAIN] epoch=37, iter=24330/40000, loss=0.2444, lr=0.004303, batch_cost=0.5310, reader_cost=0.0002 | ETA 02:18:40 2020-11-13 01:34:45 [INFO] [TRAIN] epoch=37, iter=24340/40000, loss=0.1978, lr=0.004300, batch_cost=0.5271, reader_cost=0.0002 | ETA 02:17:34 2020-11-13 01:34:50 [INFO] [TRAIN] epoch=37, iter=24350/40000, loss=0.2661, lr=0.004298, batch_cost=0.5218, reader_cost=0.0002 | ETA 02:16:06 2020-11-13 01:34:55 [INFO] [TRAIN] epoch=37, iter=24360/40000, loss=0.1946, lr=0.004295, batch_cost=0.5205, reader_cost=0.0002 | ETA 02:15:40 2020-11-13 01:35:00 [INFO] [TRAIN] epoch=37, iter=24370/40000, loss=0.2656, lr=0.004293, batch_cost=0.5278, reader_cost=0.0002 | ETA 02:17:29 2020-11-13 01:35:06 [INFO] [TRAIN] epoch=37, iter=24380/40000, loss=0.1774, lr=0.004290, batch_cost=0.5253, reader_cost=0.0002 | ETA 02:16:45 2020-11-13 01:35:11 [INFO] [TRAIN] epoch=37, iter=24390/40000, loss=0.3119, lr=0.004288, batch_cost=0.5291, reader_cost=0.0002 | ETA 02:17:39 2020-11-13 01:35:16 [INFO] [TRAIN] epoch=37, iter=24400/40000, loss=0.2487, lr=0.004285, batch_cost=0.5332, reader_cost=0.0002 | ETA 02:18:37 2020-11-13 01:35:21 [INFO] [TRAIN] epoch=37, iter=24410/40000, loss=0.3060, lr=0.004283, batch_cost=0.5276, reader_cost=0.0002 | ETA 02:17:05 2020-11-13 01:35:27 [INFO] [TRAIN] epoch=37, iter=24420/40000, loss=0.3057, lr=0.004280, batch_cost=0.5370, reader_cost=0.0002 | ETA 02:19:26 2020-11-13 01:35:32 [INFO] [TRAIN] epoch=37, iter=24430/40000, loss=0.4297, lr=0.004278, batch_cost=0.5307, reader_cost=0.0002 | ETA 02:17:43 2020-11-13 01:35:37 [INFO] [TRAIN] epoch=37, iter=24440/40000, loss=0.2938, lr=0.004275, batch_cost=0.5400, reader_cost=0.0002 | ETA 02:20:02 2020-11-13 01:35:43 [INFO] [TRAIN] epoch=37, iter=24450/40000, loss=0.2272, lr=0.004273, batch_cost=0.5301, reader_cost=0.0002 | ETA 02:17:23 2020-11-13 01:35:49 [INFO] [TRAIN] epoch=38, iter=24460/40000, loss=0.2617, lr=0.004270, batch_cost=0.6284, reader_cost=0.0946 | ETA 02:42:46 2020-11-13 01:35:55 [INFO] [TRAIN] epoch=38, iter=24470/40000, loss=0.2313, lr=0.004268, batch_cost=0.5876, reader_cost=0.0004 | ETA 02:32:05 2020-11-13 01:36:01 [INFO] [TRAIN] epoch=38, iter=24480/40000, loss=0.2154, lr=0.004266, batch_cost=0.5840, reader_cost=0.0002 | ETA 02:31:04 2020-11-13 01:36:07 [INFO] [TRAIN] epoch=38, iter=24490/40000, loss=0.2322, lr=0.004263, batch_cost=0.5922, reader_cost=0.0002 | ETA 02:33:04 2020-11-13 01:36:13 [INFO] [TRAIN] epoch=38, iter=24500/40000, loss=0.2540, lr=0.004261, batch_cost=0.5922, reader_cost=0.0002 | ETA 02:32:59 2020-11-13 01:36:19 [INFO] [TRAIN] epoch=38, iter=24510/40000, loss=0.3880, lr=0.004258, batch_cost=0.5919, reader_cost=0.0002 | ETA 02:32:49 2020-11-13 01:36:25 [INFO] [TRAIN] epoch=38, iter=24520/40000, loss=0.2340, lr=0.004256, batch_cost=0.5995, reader_cost=0.0002 | ETA 02:34:40 2020-11-13 01:36:31 [INFO] [TRAIN] epoch=38, iter=24530/40000, loss=0.2410, lr=0.004253, batch_cost=0.6045, reader_cost=0.0002 | ETA 02:35:51 2020-11-13 01:36:37 [INFO] [TRAIN] epoch=38, iter=24540/40000, loss=0.1778, lr=0.004251, batch_cost=0.5952, reader_cost=0.0002 | ETA 02:33:21 2020-11-13 01:36:42 [INFO] [TRAIN] epoch=38, iter=24550/40000, loss=0.2795, lr=0.004248, batch_cost=0.5903, reader_cost=0.0002 | ETA 02:32:00 2020-11-13 01:36:48 [INFO] [TRAIN] epoch=38, iter=24560/40000, loss=0.2548, lr=0.004246, batch_cost=0.5919, reader_cost=0.0002 | ETA 02:32:18 2020-11-13 01:36:54 [INFO] [TRAIN] epoch=38, iter=24570/40000, loss=0.2847, lr=0.004243, batch_cost=0.5867, reader_cost=0.0002 | ETA 02:30:52 2020-11-13 01:37:00 [INFO] [TRAIN] epoch=38, iter=24580/40000, loss=0.2609, lr=0.004241, batch_cost=0.5853, reader_cost=0.0002 | ETA 02:30:25 2020-11-13 01:37:06 [INFO] [TRAIN] epoch=38, iter=24590/40000, loss=0.2425, lr=0.004238, batch_cost=0.5902, reader_cost=0.0002 | ETA 02:31:34 2020-11-13 01:37:12 [INFO] [TRAIN] epoch=38, iter=24600/40000, loss=0.1967, lr=0.004236, batch_cost=0.5896, reader_cost=0.0002 | ETA 02:31:19 2020-11-13 01:37:18 [INFO] [TRAIN] epoch=38, iter=24610/40000, loss=0.3317, lr=0.004233, batch_cost=0.5894, reader_cost=0.0002 | ETA 02:31:10 2020-11-13 01:37:24 [INFO] [TRAIN] epoch=38, iter=24620/40000, loss=0.1843, lr=0.004231, batch_cost=0.5933, reader_cost=0.0002 | ETA 02:32:05 2020-11-13 01:37:30 [INFO] [TRAIN] epoch=38, iter=24630/40000, loss=0.2811, lr=0.004228, batch_cost=0.5848, reader_cost=0.0002 | ETA 02:29:48 2020-11-13 01:37:35 [INFO] [TRAIN] epoch=38, iter=24640/40000, loss=0.2749, lr=0.004226, batch_cost=0.5927, reader_cost=0.0002 | ETA 02:31:43 2020-11-13 01:37:41 [INFO] [TRAIN] epoch=38, iter=24650/40000, loss=0.3151, lr=0.004223, batch_cost=0.5826, reader_cost=0.0001 | ETA 02:29:02 2020-11-13 01:37:47 [INFO] [TRAIN] epoch=38, iter=24660/40000, loss=0.3689, lr=0.004221, batch_cost=0.5851, reader_cost=0.0002 | ETA 02:29:35 2020-11-13 01:37:53 [INFO] [TRAIN] epoch=38, iter=24670/40000, loss=0.2428, lr=0.004219, batch_cost=0.5811, reader_cost=0.0001 | ETA 02:28:27 2020-11-13 01:37:59 [INFO] [TRAIN] epoch=38, iter=24680/40000, loss=0.2726, lr=0.004216, batch_cost=0.5887, reader_cost=0.0002 | ETA 02:30:19 2020-11-13 01:38:05 [INFO] [TRAIN] epoch=38, iter=24690/40000, loss=0.1909, lr=0.004214, batch_cost=0.5842, reader_cost=0.0002 | ETA 02:29:03 2020-11-13 01:38:11 [INFO] [TRAIN] epoch=38, iter=24700/40000, loss=0.1738, lr=0.004211, batch_cost=0.5819, reader_cost=0.0001 | ETA 02:28:23 2020-11-13 01:38:16 [INFO] [TRAIN] epoch=38, iter=24710/40000, loss=0.1762, lr=0.004209, batch_cost=0.5893, reader_cost=0.0002 | ETA 02:30:10 2020-11-13 01:38:22 [INFO] [TRAIN] epoch=38, iter=24720/40000, loss=0.2503, lr=0.004206, batch_cost=0.5887, reader_cost=0.0002 | ETA 02:29:54 2020-11-13 01:38:28 [INFO] [TRAIN] epoch=38, iter=24730/40000, loss=0.2767, lr=0.004204, batch_cost=0.5808, reader_cost=0.0001 | ETA 02:27:48 2020-11-13 01:38:34 [INFO] [TRAIN] epoch=38, iter=24740/40000, loss=0.2124, lr=0.004201, batch_cost=0.5953, reader_cost=0.0002 | ETA 02:31:24 2020-11-13 01:38:40 [INFO] [TRAIN] epoch=38, iter=24750/40000, loss=0.3039, lr=0.004199, batch_cost=0.5850, reader_cost=0.0001 | ETA 02:28:40 2020-11-13 01:38:46 [INFO] [TRAIN] epoch=38, iter=24760/40000, loss=0.3030, lr=0.004196, batch_cost=0.5888, reader_cost=0.0002 | ETA 02:29:33 2020-11-13 01:38:52 [INFO] [TRAIN] epoch=38, iter=24770/40000, loss=0.3877, lr=0.004194, batch_cost=0.5853, reader_cost=0.0002 | ETA 02:28:33 2020-11-13 01:38:58 [INFO] [TRAIN] epoch=38, iter=24780/40000, loss=0.2770, lr=0.004191, batch_cost=0.5929, reader_cost=0.0002 | ETA 02:30:24 2020-11-13 01:39:03 [INFO] [TRAIN] epoch=38, iter=24790/40000, loss=0.1997, lr=0.004189, batch_cost=0.5833, reader_cost=0.0001 | ETA 02:27:52 2020-11-13 01:39:09 [INFO] [TRAIN] epoch=38, iter=24800/40000, loss=0.2100, lr=0.004186, batch_cost=0.5854, reader_cost=0.0002 | ETA 02:28:18 2020-11-13 01:39:15 [INFO] [TRAIN] epoch=38, iter=24810/40000, loss=0.3432, lr=0.004184, batch_cost=0.5900, reader_cost=0.0002 | ETA 02:29:22 2020-11-13 01:39:21 [INFO] [TRAIN] epoch=38, iter=24820/40000, loss=0.3642, lr=0.004181, batch_cost=0.5893, reader_cost=0.0002 | ETA 02:29:05 2020-11-13 01:39:27 [INFO] [TRAIN] epoch=38, iter=24830/40000, loss=0.1680, lr=0.004179, batch_cost=0.5824, reader_cost=0.0002 | ETA 02:27:14 2020-11-13 01:39:33 [INFO] [TRAIN] epoch=38, iter=24840/40000, loss=0.2385, lr=0.004176, batch_cost=0.5892, reader_cost=0.0002 | ETA 02:28:51 2020-11-13 01:39:39 [INFO] [TRAIN] epoch=38, iter=24850/40000, loss=0.1994, lr=0.004174, batch_cost=0.5778, reader_cost=0.0002 | ETA 02:25:53 2020-11-13 01:39:44 [INFO] [TRAIN] epoch=38, iter=24860/40000, loss=0.2534, lr=0.004171, batch_cost=0.5888, reader_cost=0.0002 | ETA 02:28:34 2020-11-13 01:39:50 [INFO] [TRAIN] epoch=38, iter=24870/40000, loss=0.2362, lr=0.004169, batch_cost=0.5802, reader_cost=0.0002 | ETA 02:26:17 2020-11-13 01:39:56 [INFO] [TRAIN] epoch=38, iter=24880/40000, loss=0.2103, lr=0.004166, batch_cost=0.5966, reader_cost=0.0002 | ETA 02:30:20 2020-11-13 01:40:02 [INFO] [TRAIN] epoch=38, iter=24890/40000, loss=0.3568, lr=0.004164, batch_cost=0.5821, reader_cost=0.0002 | ETA 02:26:35 2020-11-13 01:40:08 [INFO] [TRAIN] epoch=38, iter=24900/40000, loss=0.2470, lr=0.004162, batch_cost=0.5714, reader_cost=0.0002 | ETA 02:23:48 2020-11-13 01:40:14 [INFO] [TRAIN] epoch=38, iter=24910/40000, loss=0.3022, lr=0.004159, batch_cost=0.5786, reader_cost=0.0002 | ETA 02:25:30 2020-11-13 01:40:19 [INFO] [TRAIN] epoch=38, iter=24920/40000, loss=0.1837, lr=0.004157, batch_cost=0.5792, reader_cost=0.0002 | ETA 02:25:34 2020-11-13 01:40:25 [INFO] [TRAIN] epoch=38, iter=24930/40000, loss=0.3243, lr=0.004154, batch_cost=0.5787, reader_cost=0.0002 | ETA 02:25:21 2020-11-13 01:40:31 [INFO] [TRAIN] epoch=38, iter=24940/40000, loss=0.2741, lr=0.004152, batch_cost=0.5741, reader_cost=0.0002 | ETA 02:24:05 2020-11-13 01:40:37 [INFO] [TRAIN] epoch=38, iter=24950/40000, loss=0.3308, lr=0.004149, batch_cost=0.5780, reader_cost=0.0002 | ETA 02:24:59 2020-11-13 01:40:42 [INFO] [TRAIN] epoch=38, iter=24960/40000, loss=0.2250, lr=0.004147, batch_cost=0.5790, reader_cost=0.0002 | ETA 02:25:08 2020-11-13 01:40:48 [INFO] [TRAIN] epoch=38, iter=24970/40000, loss=0.2632, lr=0.004144, batch_cost=0.5726, reader_cost=0.0002 | ETA 02:23:26 2020-11-13 01:40:54 [INFO] [TRAIN] epoch=38, iter=24980/40000, loss=0.2640, lr=0.004142, batch_cost=0.5754, reader_cost=0.0002 | ETA 02:24:03 2020-11-13 01:41:00 [INFO] [TRAIN] epoch=38, iter=24990/40000, loss=0.2272, lr=0.004139, batch_cost=0.5731, reader_cost=0.0002 | ETA 02:23:22 2020-11-13 01:41:05 [INFO] [TRAIN] epoch=38, iter=25000/40000, loss=0.2596, lr=0.004137, batch_cost=0.5803, reader_cost=0.0002 | ETA 02:25:05 2020-11-13 01:41:11 [INFO] [TRAIN] epoch=38, iter=25010/40000, loss=0.1872, lr=0.004134, batch_cost=0.5821, reader_cost=0.0002 | ETA 02:25:25 2020-11-13 01:41:17 [INFO] [TRAIN] epoch=38, iter=25020/40000, loss=0.2255, lr=0.004132, batch_cost=0.5787, reader_cost=0.0002 | ETA 02:24:29 2020-11-13 01:41:23 [INFO] [TRAIN] epoch=38, iter=25030/40000, loss=0.2384, lr=0.004129, batch_cost=0.5756, reader_cost=0.0002 | ETA 02:23:36 2020-11-13 01:41:29 [INFO] [TRAIN] epoch=38, iter=25040/40000, loss=0.2684, lr=0.004127, batch_cost=0.5712, reader_cost=0.0002 | ETA 02:22:25 2020-11-13 01:41:34 [INFO] [TRAIN] epoch=38, iter=25050/40000, loss=0.2113, lr=0.004124, batch_cost=0.5759, reader_cost=0.0002 | ETA 02:23:29 2020-11-13 01:41:40 [INFO] [TRAIN] epoch=38, iter=25060/40000, loss=0.2516, lr=0.004122, batch_cost=0.5706, reader_cost=0.0002 | ETA 02:22:05 2020-11-13 01:41:46 [INFO] [TRAIN] epoch=38, iter=25070/40000, loss=0.4004, lr=0.004119, batch_cost=0.5741, reader_cost=0.0002 | ETA 02:22:51 2020-11-13 01:41:51 [INFO] [TRAIN] epoch=38, iter=25080/40000, loss=0.2608, lr=0.004117, batch_cost=0.5740, reader_cost=0.0002 | ETA 02:22:44 2020-11-13 01:41:57 [INFO] [TRAIN] epoch=38, iter=25090/40000, loss=0.3918, lr=0.004114, batch_cost=0.5827, reader_cost=0.0002 | ETA 02:24:48 2020-11-13 01:42:03 [INFO] [TRAIN] epoch=38, iter=25100/40000, loss=0.3256, lr=0.004112, batch_cost=0.5768, reader_cost=0.0002 | ETA 02:23:13 2020-11-13 01:42:09 [INFO] [TRAIN] epoch=38, iter=25110/40000, loss=0.1685, lr=0.004109, batch_cost=0.5761, reader_cost=0.0002 | ETA 02:22:58 2020-11-13 01:42:16 [INFO] [TRAIN] epoch=39, iter=25120/40000, loss=0.3212, lr=0.004107, batch_cost=0.6769, reader_cost=0.0823 | ETA 02:47:51 2020-11-13 01:42:21 [INFO] [TRAIN] epoch=39, iter=25130/40000, loss=0.2192, lr=0.004104, batch_cost=0.5734, reader_cost=0.0004 | ETA 02:22:06 2020-11-13 01:42:27 [INFO] [TRAIN] epoch=39, iter=25140/40000, loss=0.3244, lr=0.004102, batch_cost=0.5726, reader_cost=0.0002 | ETA 02:21:48 2020-11-13 01:42:33 [INFO] [TRAIN] epoch=39, iter=25150/40000, loss=0.2103, lr=0.004099, batch_cost=0.5850, reader_cost=0.0002 | ETA 02:24:47 2020-11-13 01:42:39 [INFO] [TRAIN] epoch=39, iter=25160/40000, loss=0.1655, lr=0.004097, batch_cost=0.5741, reader_cost=0.0002 | ETA 02:21:59 2020-11-13 01:42:44 [INFO] [TRAIN] epoch=39, iter=25170/40000, loss=0.2293, lr=0.004094, batch_cost=0.5275, reader_cost=0.0002 | ETA 02:10:23 2020-11-13 01:42:49 [INFO] [TRAIN] epoch=39, iter=25180/40000, loss=0.1481, lr=0.004092, batch_cost=0.5102, reader_cost=0.0001 | ETA 02:06:01 2020-11-13 01:42:54 [INFO] [TRAIN] epoch=39, iter=25190/40000, loss=0.2542, lr=0.004090, batch_cost=0.5092, reader_cost=0.0002 | ETA 02:05:41 2020-11-13 01:42:59 [INFO] [TRAIN] epoch=39, iter=25200/40000, loss=0.2321, lr=0.004087, batch_cost=0.5062, reader_cost=0.0002 | ETA 02:04:52 2020-11-13 01:43:04 [INFO] [TRAIN] epoch=39, iter=25210/40000, loss=0.2910, lr=0.004085, batch_cost=0.5043, reader_cost=0.0002 | ETA 02:04:19 2020-11-13 01:43:09 [INFO] [TRAIN] epoch=39, iter=25220/40000, loss=0.1828, lr=0.004082, batch_cost=0.5013, reader_cost=0.0002 | ETA 02:03:28 2020-11-13 01:43:14 [INFO] [TRAIN] epoch=39, iter=25230/40000, loss=0.2553, lr=0.004080, batch_cost=0.5127, reader_cost=0.0002 | ETA 02:06:13 2020-11-13 01:43:19 [INFO] [TRAIN] epoch=39, iter=25240/40000, loss=0.2673, lr=0.004077, batch_cost=0.5065, reader_cost=0.0002 | ETA 02:04:35 2020-11-13 01:43:25 [INFO] [TRAIN] epoch=39, iter=25250/40000, loss=0.2379, lr=0.004075, batch_cost=0.5101, reader_cost=0.0002 | ETA 02:05:23 2020-11-13 01:43:30 [INFO] [TRAIN] epoch=39, iter=25260/40000, loss=0.2659, lr=0.004072, batch_cost=0.5097, reader_cost=0.0002 | ETA 02:05:12 2020-11-13 01:43:35 [INFO] [TRAIN] epoch=39, iter=25270/40000, loss=0.2965, lr=0.004070, batch_cost=0.5167, reader_cost=0.0002 | ETA 02:06:50 2020-11-13 01:43:40 [INFO] [TRAIN] epoch=39, iter=25280/40000, loss=0.2485, lr=0.004067, batch_cost=0.5029, reader_cost=0.0002 | ETA 02:03:22 2020-11-13 01:43:45 [INFO] [TRAIN] epoch=39, iter=25290/40000, loss=0.2987, lr=0.004065, batch_cost=0.5151, reader_cost=0.0002 | ETA 02:06:17 2020-11-13 01:43:50 [INFO] [TRAIN] epoch=39, iter=25300/40000, loss=0.3867, lr=0.004062, batch_cost=0.5108, reader_cost=0.0002 | ETA 02:05:09 2020-11-13 01:43:55 [INFO] [TRAIN] epoch=39, iter=25310/40000, loss=0.2137, lr=0.004060, batch_cost=0.5257, reader_cost=0.0002 | ETA 02:08:42 2020-11-13 01:44:01 [INFO] [TRAIN] epoch=39, iter=25320/40000, loss=0.3010, lr=0.004057, batch_cost=0.5157, reader_cost=0.0002 | ETA 02:06:10 2020-11-13 01:44:06 [INFO] [TRAIN] epoch=39, iter=25330/40000, loss=0.1966, lr=0.004055, batch_cost=0.5006, reader_cost=0.0002 | ETA 02:02:23 2020-11-13 01:44:11 [INFO] [TRAIN] epoch=39, iter=25340/40000, loss=0.2852, lr=0.004052, batch_cost=0.5019, reader_cost=0.0002 | ETA 02:02:37 2020-11-13 01:44:16 [INFO] [TRAIN] epoch=39, iter=25350/40000, loss=0.2079, lr=0.004050, batch_cost=0.5088, reader_cost=0.0002 | ETA 02:04:14 2020-11-13 01:44:21 [INFO] [TRAIN] epoch=39, iter=25360/40000, loss=0.2714, lr=0.004047, batch_cost=0.5025, reader_cost=0.0002 | ETA 02:02:36 2020-11-13 01:44:26 [INFO] [TRAIN] epoch=39, iter=25370/40000, loss=0.2593, lr=0.004045, batch_cost=0.5016, reader_cost=0.0002 | ETA 02:02:17 2020-11-13 01:44:31 [INFO] [TRAIN] epoch=39, iter=25380/40000, loss=0.3043, lr=0.004042, batch_cost=0.5005, reader_cost=0.0002 | ETA 02:01:57 2020-11-13 01:44:36 [INFO] [TRAIN] epoch=39, iter=25390/40000, loss=0.2980, lr=0.004040, batch_cost=0.4989, reader_cost=0.0002 | ETA 02:01:29 2020-11-13 01:44:41 [INFO] [TRAIN] epoch=39, iter=25400/40000, loss=0.2935, lr=0.004037, batch_cost=0.4970, reader_cost=0.0002 | ETA 02:00:56 2020-11-13 01:44:46 [INFO] [TRAIN] epoch=39, iter=25410/40000, loss=0.2260, lr=0.004035, batch_cost=0.5001, reader_cost=0.0002 | ETA 02:01:37 2020-11-13 01:44:51 [INFO] [TRAIN] epoch=39, iter=25420/40000, loss=0.2449, lr=0.004032, batch_cost=0.4986, reader_cost=0.0002 | ETA 02:01:09 2020-11-13 01:44:56 [INFO] [TRAIN] epoch=39, iter=25430/40000, loss=0.2489, lr=0.004030, batch_cost=0.5039, reader_cost=0.0002 | ETA 02:02:21 2020-11-13 01:45:01 [INFO] [TRAIN] epoch=39, iter=25440/40000, loss=0.3104, lr=0.004027, batch_cost=0.4968, reader_cost=0.0002 | ETA 02:00:33 2020-11-13 01:45:06 [INFO] [TRAIN] epoch=39, iter=25450/40000, loss=0.2592, lr=0.004025, batch_cost=0.5001, reader_cost=0.0002 | ETA 02:01:16 2020-11-13 01:45:11 [INFO] [TRAIN] epoch=39, iter=25460/40000, loss=0.2513, lr=0.004022, batch_cost=0.4968, reader_cost=0.0002 | ETA 02:00:23 2020-11-13 01:45:16 [INFO] [TRAIN] epoch=39, iter=25470/40000, loss=0.2487, lr=0.004020, batch_cost=0.5316, reader_cost=0.0002 | ETA 02:08:44 2020-11-13 01:45:21 [INFO] [TRAIN] epoch=39, iter=25480/40000, loss=0.2135, lr=0.004017, batch_cost=0.5029, reader_cost=0.0002 | ETA 02:01:42 2020-11-13 01:45:26 [INFO] [TRAIN] epoch=39, iter=25490/40000, loss=0.2740, lr=0.004015, batch_cost=0.5046, reader_cost=0.0002 | ETA 02:02:01 2020-11-13 01:45:31 [INFO] [TRAIN] epoch=39, iter=25500/40000, loss=0.2976, lr=0.004012, batch_cost=0.5014, reader_cost=0.0002 | ETA 02:01:09 2020-11-13 01:45:36 [INFO] [TRAIN] epoch=39, iter=25510/40000, loss=0.2889, lr=0.004010, batch_cost=0.4982, reader_cost=0.0002 | ETA 02:00:18 2020-11-13 01:45:41 [INFO] [TRAIN] epoch=39, iter=25520/40000, loss=0.2266, lr=0.004007, batch_cost=0.4993, reader_cost=0.0002 | ETA 02:00:30 2020-11-13 01:45:46 [INFO] [TRAIN] epoch=39, iter=25530/40000, loss=0.2088, lr=0.004005, batch_cost=0.4993, reader_cost=0.0002 | ETA 02:00:25 2020-11-13 01:45:51 [INFO] [TRAIN] epoch=39, iter=25540/40000, loss=0.2037, lr=0.004002, batch_cost=0.4991, reader_cost=0.0002 | ETA 02:00:17 2020-11-13 01:45:56 [INFO] [TRAIN] epoch=39, iter=25550/40000, loss=0.4044, lr=0.004000, batch_cost=0.5096, reader_cost=0.0002 | ETA 02:02:43 2020-11-13 01:46:01 [INFO] [TRAIN] epoch=39, iter=25560/40000, loss=0.2162, lr=0.003997, batch_cost=0.5123, reader_cost=0.0002 | ETA 02:03:17 2020-11-13 01:46:06 [INFO] [TRAIN] epoch=39, iter=25570/40000, loss=0.2317, lr=0.003995, batch_cost=0.5149, reader_cost=0.0002 | ETA 02:03:49 2020-11-13 01:46:11 [INFO] [TRAIN] epoch=39, iter=25580/40000, loss=0.2816, lr=0.003992, batch_cost=0.5120, reader_cost=0.0002 | ETA 02:03:03 2020-11-13 01:46:17 [INFO] [TRAIN] epoch=39, iter=25590/40000, loss=0.2782, lr=0.003990, batch_cost=0.5147, reader_cost=0.0002 | ETA 02:03:37 2020-11-13 01:46:22 [INFO] [TRAIN] epoch=39, iter=25600/40000, loss=0.2573, lr=0.003987, batch_cost=0.5166, reader_cost=0.0002 | ETA 02:03:58 2020-11-13 01:46:27 [INFO] [TRAIN] epoch=39, iter=25610/40000, loss=0.2426, lr=0.003985, batch_cost=0.5110, reader_cost=0.0002 | ETA 02:02:33 2020-11-13 01:46:32 [INFO] [TRAIN] epoch=39, iter=25620/40000, loss=0.4830, lr=0.003983, batch_cost=0.4996, reader_cost=0.0002 | ETA 01:59:44 2020-11-13 01:46:37 [INFO] [TRAIN] epoch=39, iter=25630/40000, loss=0.3169, lr=0.003980, batch_cost=0.5028, reader_cost=0.0002 | ETA 02:00:25 2020-11-13 01:46:42 [INFO] [TRAIN] epoch=39, iter=25640/40000, loss=0.2293, lr=0.003978, batch_cost=0.4982, reader_cost=0.0002 | ETA 01:59:14 2020-11-13 01:46:47 [INFO] [TRAIN] epoch=39, iter=25650/40000, loss=0.3342, lr=0.003975, batch_cost=0.4976, reader_cost=0.0002 | ETA 01:59:00 2020-11-13 01:46:52 [INFO] [TRAIN] epoch=39, iter=25660/40000, loss=0.2635, lr=0.003973, batch_cost=0.5028, reader_cost=0.0002 | ETA 02:00:09 2020-11-13 01:46:57 [INFO] [TRAIN] epoch=39, iter=25670/40000, loss=0.1774, lr=0.003970, batch_cost=0.5002, reader_cost=0.0002 | ETA 01:59:28 2020-11-13 01:47:02 [INFO] [TRAIN] epoch=39, iter=25680/40000, loss=0.3853, lr=0.003968, batch_cost=0.4962, reader_cost=0.0002 | ETA 01:58:26 2020-11-13 01:47:07 [INFO] [TRAIN] epoch=39, iter=25690/40000, loss=0.2384, lr=0.003965, batch_cost=0.5004, reader_cost=0.0002 | ETA 01:59:20 2020-11-13 01:47:12 [INFO] [TRAIN] epoch=39, iter=25700/40000, loss=0.2150, lr=0.003963, batch_cost=0.5009, reader_cost=0.0002 | ETA 01:59:23 2020-11-13 01:47:17 [INFO] [TRAIN] epoch=39, iter=25710/40000, loss=0.2009, lr=0.003960, batch_cost=0.5025, reader_cost=0.0002 | ETA 01:59:40 2020-11-13 01:47:22 [INFO] [TRAIN] epoch=39, iter=25720/40000, loss=0.2523, lr=0.003958, batch_cost=0.5059, reader_cost=0.0002 | ETA 02:00:24 2020-11-13 01:47:27 [INFO] [TRAIN] epoch=39, iter=25730/40000, loss=0.3352, lr=0.003955, batch_cost=0.4971, reader_cost=0.0002 | ETA 01:58:13 2020-11-13 01:47:32 [INFO] [TRAIN] epoch=39, iter=25740/40000, loss=0.2757, lr=0.003953, batch_cost=0.5004, reader_cost=0.0002 | ETA 01:58:55 2020-11-13 01:47:37 [INFO] [TRAIN] epoch=39, iter=25750/40000, loss=0.2738, lr=0.003950, batch_cost=0.4956, reader_cost=0.0002 | ETA 01:57:41 2020-11-13 01:47:42 [INFO] [TRAIN] epoch=39, iter=25760/40000, loss=0.3457, lr=0.003948, batch_cost=0.5015, reader_cost=0.0002 | ETA 01:59:00 2020-11-13 01:47:47 [INFO] [TRAIN] epoch=39, iter=25770/40000, loss=0.2236, lr=0.003945, batch_cost=0.4972, reader_cost=0.0002 | ETA 01:57:55 2020-11-13 01:47:53 [INFO] [TRAIN] epoch=40, iter=25780/40000, loss=0.3125, lr=0.003943, batch_cost=0.6032, reader_cost=0.0994 | ETA 02:22:56 2020-11-13 01:47:59 [INFO] [TRAIN] epoch=40, iter=25790/40000, loss=0.3191, lr=0.003940, batch_cost=0.5574, reader_cost=0.0004 | ETA 02:12:01 2020-11-13 01:48:04 [INFO] [TRAIN] epoch=40, iter=25800/40000, loss=0.2245, lr=0.003938, batch_cost=0.5590, reader_cost=0.0002 | ETA 02:12:18 2020-11-13 01:48:10 [INFO] [TRAIN] epoch=40, iter=25810/40000, loss=0.2002, lr=0.003935, batch_cost=0.5528, reader_cost=0.0002 | ETA 02:10:44 2020-11-13 01:48:15 [INFO] [TRAIN] epoch=40, iter=25820/40000, loss=0.3565, lr=0.003933, batch_cost=0.5540, reader_cost=0.0002 | ETA 02:10:56 2020-11-13 01:48:24 [INFO] [TRAIN] epoch=40, iter=25830/40000, loss=0.2485, lr=0.003930, batch_cost=0.9217, reader_cost=0.0002 | ETA 03:37:40 2020-11-13 01:48:34 [INFO] [TRAIN] epoch=40, iter=25840/40000, loss=0.2419, lr=0.003928, batch_cost=0.9560, reader_cost=0.0002 | ETA 03:45:36 2020-11-13 01:48:44 [INFO] [TRAIN] epoch=40, iter=25850/40000, loss=0.2549, lr=0.003925, batch_cost=0.9605, reader_cost=0.0002 | ETA 03:46:31 2020-11-13 01:48:53 [INFO] [TRAIN] epoch=40, iter=25860/40000, loss=0.2020, lr=0.003923, batch_cost=0.9582, reader_cost=0.0002 | ETA 03:45:48 2020-11-13 01:49:03 [INFO] [TRAIN] epoch=40, iter=25870/40000, loss=0.2327, lr=0.003920, batch_cost=0.9547, reader_cost=0.0002 | ETA 03:44:50 2020-11-13 01:49:12 [INFO] [TRAIN] epoch=40, iter=25880/40000, loss=0.1711, lr=0.003918, batch_cost=0.9555, reader_cost=0.0002 | ETA 03:44:52 2020-11-13 01:49:22 [INFO] [TRAIN] epoch=40, iter=25890/40000, loss=0.2458, lr=0.003915, batch_cost=0.9505, reader_cost=0.0002 | ETA 03:43:30 2020-11-13 01:49:31 [INFO] [TRAIN] epoch=40, iter=25900/40000, loss=0.1678, lr=0.003913, batch_cost=0.9535, reader_cost=0.0002 | ETA 03:44:04 2020-11-13 01:49:41 [INFO] [TRAIN] epoch=40, iter=25910/40000, loss=0.3342, lr=0.003910, batch_cost=0.9455, reader_cost=0.0002 | ETA 03:42:02 2020-11-13 01:49:50 [INFO] [TRAIN] epoch=40, iter=25920/40000, loss=0.3131, lr=0.003908, batch_cost=0.9485, reader_cost=0.0002 | ETA 03:42:34 2020-11-13 01:50:00 [INFO] [TRAIN] epoch=40, iter=25930/40000, loss=0.3243, lr=0.003905, batch_cost=0.9575, reader_cost=0.0002 | ETA 03:44:31 2020-11-13 01:50:09 [INFO] [TRAIN] epoch=40, iter=25940/40000, loss=0.2576, lr=0.003903, batch_cost=0.9523, reader_cost=0.0002 | ETA 03:43:09 2020-11-13 01:50:19 [INFO] [TRAIN] epoch=40, iter=25950/40000, loss=0.4282, lr=0.003900, batch_cost=0.9559, reader_cost=0.0002 | ETA 03:43:50 2020-11-13 01:50:28 [INFO] [TRAIN] epoch=40, iter=25960/40000, loss=0.1938, lr=0.003898, batch_cost=0.9544, reader_cost=0.0002 | ETA 03:43:19 2020-11-13 01:50:38 [INFO] [TRAIN] epoch=40, iter=25970/40000, loss=0.1828, lr=0.003895, batch_cost=0.9466, reader_cost=0.0002 | ETA 03:41:20 2020-11-13 01:50:43 [INFO] [TRAIN] epoch=40, iter=25980/40000, loss=0.2319, lr=0.003893, batch_cost=0.5470, reader_cost=0.0002 | ETA 02:07:48 2020-11-13 01:50:49 [INFO] [TRAIN] epoch=40, iter=25990/40000, loss=0.2444, lr=0.003890, batch_cost=0.5412, reader_cost=0.0002 | ETA 02:06:21 2020-11-13 01:50:54 [INFO] [TRAIN] epoch=40, iter=26000/40000, loss=0.1741, lr=0.003888, batch_cost=0.5317, reader_cost=0.0002 | ETA 02:04:03 2020-11-13 01:50:54 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 01:51:48 [INFO] [EVAL] #Images=1449 mIoU=0.6848 Acc=0.9287 Kappa=0.8377 2020-11-13 01:51:48 [INFO] [EVAL] Class IoU: [0.9265 0.8086 0.4016 0.8028 0.6592 0.5955 0.8145 0.7508 0.8301 0.3115 0.8013 0.4016 0.763 0.7116 0.7837 0.8213 0.634 0.7806 0.3487 0.7822 0.6519] 2020-11-13 01:51:48 [INFO] [EVAL] Class Acc: [0.9464 0.9569 0.426 0.8546 0.8466 0.9511 0.9761 0.8283 0.8785 0.5234 0.8828 0.9285 0.8951 0.9269 0.8498 0.9457 0.7855 0.895 0.8287 0.8703 0.8734] 2020-11-13 01:51:50 [INFO] [EVAL] The model with the best validation mIoU (0.6848) was saved at iter 26000. 2020-11-13 01:51:56 [INFO] [TRAIN] epoch=40, iter=26010/40000, loss=0.4798, lr=0.003885, batch_cost=0.5372, reader_cost=0.0004 | ETA 02:05:16 2020-11-13 01:52:01 [INFO] [TRAIN] epoch=40, iter=26020/40000, loss=0.1703, lr=0.003883, batch_cost=0.5109, reader_cost=0.0002 | ETA 01:59:02 2020-11-13 01:52:06 [INFO] [TRAIN] epoch=40, iter=26030/40000, loss=0.2823, lr=0.003880, batch_cost=0.5215, reader_cost=0.0002 | ETA 02:01:24 2020-11-13 01:52:11 [INFO] [TRAIN] epoch=40, iter=26040/40000, loss=0.3105, lr=0.003878, batch_cost=0.5165, reader_cost=0.0002 | ETA 02:00:09 2020-11-13 01:52:16 [INFO] [TRAIN] epoch=40, iter=26050/40000, loss=0.2240, lr=0.003875, batch_cost=0.5167, reader_cost=0.0002 | ETA 02:00:08 2020-11-13 01:52:22 [INFO] [TRAIN] epoch=40, iter=26060/40000, loss=0.2640, lr=0.003873, batch_cost=0.5136, reader_cost=0.0002 | ETA 01:59:19 2020-11-13 01:52:27 [INFO] [TRAIN] epoch=40, iter=26070/40000, loss=0.2366, lr=0.003870, batch_cost=0.5440, reader_cost=0.0002 | ETA 02:06:18 2020-11-13 01:52:32 [INFO] [TRAIN] epoch=40, iter=26080/40000, loss=0.1661, lr=0.003868, batch_cost=0.5330, reader_cost=0.0002 | ETA 02:03:39 2020-11-13 01:52:38 [INFO] [TRAIN] epoch=40, iter=26090/40000, loss=0.2083, lr=0.003865, batch_cost=0.5490, reader_cost=0.0002 | ETA 02:07:16 2020-11-13 01:52:43 [INFO] [TRAIN] epoch=40, iter=26100/40000, loss=0.1599, lr=0.003863, batch_cost=0.5380, reader_cost=0.0002 | ETA 02:04:37 2020-11-13 01:52:49 [INFO] [TRAIN] epoch=40, iter=26110/40000, loss=0.2785, lr=0.003860, batch_cost=0.5402, reader_cost=0.0002 | ETA 02:05:03 2020-11-13 01:52:54 [INFO] [TRAIN] epoch=40, iter=26120/40000, loss=0.2117, lr=0.003858, batch_cost=0.5456, reader_cost=0.0002 | ETA 02:06:13 2020-11-13 01:52:59 [INFO] [TRAIN] epoch=40, iter=26130/40000, loss=0.2225, lr=0.003855, batch_cost=0.5433, reader_cost=0.0001 | ETA 02:05:35 2020-11-13 01:53:05 [INFO] [TRAIN] epoch=40, iter=26140/40000, loss=0.3504, lr=0.003853, batch_cost=0.5314, reader_cost=0.0002 | ETA 02:02:45 2020-11-13 01:53:10 [INFO] [TRAIN] epoch=40, iter=26150/40000, loss=0.2894, lr=0.003850, batch_cost=0.5434, reader_cost=0.0002 | ETA 02:05:25 2020-11-13 01:53:16 [INFO] [TRAIN] epoch=40, iter=26160/40000, loss=0.2308, lr=0.003848, batch_cost=0.5434, reader_cost=0.0002 | ETA 02:05:20 2020-11-13 01:53:21 [INFO] [TRAIN] epoch=40, iter=26170/40000, loss=0.3913, lr=0.003845, batch_cost=0.4996, reader_cost=0.0002 | ETA 01:55:09 2020-11-13 01:53:26 [INFO] [TRAIN] epoch=40, iter=26180/40000, loss=0.2978, lr=0.003843, batch_cost=0.5034, reader_cost=0.0002 | ETA 01:55:57 2020-11-13 01:53:31 [INFO] [TRAIN] epoch=40, iter=26190/40000, loss=0.2477, lr=0.003840, batch_cost=0.5016, reader_cost=0.0002 | ETA 01:55:27 2020-11-13 01:53:36 [INFO] [TRAIN] epoch=40, iter=26200/40000, loss=0.2039, lr=0.003838, batch_cost=0.5025, reader_cost=0.0002 | ETA 01:55:34 2020-11-13 01:53:41 [INFO] [TRAIN] epoch=40, iter=26210/40000, loss=0.2479, lr=0.003835, batch_cost=0.4975, reader_cost=0.0002 | ETA 01:54:20 2020-11-13 01:53:46 [INFO] [TRAIN] epoch=40, iter=26220/40000, loss=0.1693, lr=0.003833, batch_cost=0.5025, reader_cost=0.0002 | ETA 01:55:25 2020-11-13 01:53:51 [INFO] [TRAIN] epoch=40, iter=26230/40000, loss=0.3050, lr=0.003830, batch_cost=0.4980, reader_cost=0.0002 | ETA 01:54:17 2020-11-13 01:53:56 [INFO] [TRAIN] epoch=40, iter=26240/40000, loss=0.3067, lr=0.003828, batch_cost=0.5047, reader_cost=0.0002 | ETA 01:55:44 2020-11-13 01:54:01 [INFO] [TRAIN] epoch=40, iter=26250/40000, loss=0.1779, lr=0.003825, batch_cost=0.4998, reader_cost=0.0002 | ETA 01:54:31 2020-11-13 01:54:06 [INFO] [TRAIN] epoch=40, iter=26260/40000, loss=0.2549, lr=0.003823, batch_cost=0.5021, reader_cost=0.0002 | ETA 01:54:58 2020-11-13 01:54:11 [INFO] [TRAIN] epoch=40, iter=26270/40000, loss=0.2855, lr=0.003820, batch_cost=0.4990, reader_cost=0.0002 | ETA 01:54:11 2020-11-13 01:54:16 [INFO] [TRAIN] epoch=40, iter=26280/40000, loss=0.2052, lr=0.003818, batch_cost=0.5069, reader_cost=0.0002 | ETA 01:55:54 2020-11-13 01:54:21 [INFO] [TRAIN] epoch=40, iter=26290/40000, loss=0.3464, lr=0.003815, batch_cost=0.5010, reader_cost=0.0002 | ETA 01:54:28 2020-11-13 01:54:26 [INFO] [TRAIN] epoch=40, iter=26300/40000, loss=0.2031, lr=0.003813, batch_cost=0.5049, reader_cost=0.0002 | ETA 01:55:16 2020-11-13 01:54:31 [INFO] [TRAIN] epoch=40, iter=26310/40000, loss=0.1603, lr=0.003810, batch_cost=0.5092, reader_cost=0.0002 | ETA 01:56:11 2020-11-13 01:54:36 [INFO] [TRAIN] epoch=40, iter=26320/40000, loss=0.3397, lr=0.003808, batch_cost=0.5056, reader_cost=0.0002 | ETA 01:55:17 2020-11-13 01:54:41 [INFO] [TRAIN] epoch=40, iter=26330/40000, loss=0.1925, lr=0.003805, batch_cost=0.5002, reader_cost=0.0002 | ETA 01:53:57 2020-11-13 01:54:46 [INFO] [TRAIN] epoch=40, iter=26340/40000, loss=0.1587, lr=0.003803, batch_cost=0.5081, reader_cost=0.0002 | ETA 01:55:41 2020-11-13 01:54:51 [INFO] [TRAIN] epoch=40, iter=26350/40000, loss=0.2346, lr=0.003800, batch_cost=0.5011, reader_cost=0.0002 | ETA 01:54:00 2020-11-13 01:54:56 [INFO] [TRAIN] epoch=40, iter=26360/40000, loss=0.2393, lr=0.003798, batch_cost=0.5103, reader_cost=0.0002 | ETA 01:55:59 2020-11-13 01:55:01 [INFO] [TRAIN] epoch=40, iter=26370/40000, loss=0.2687, lr=0.003795, batch_cost=0.5018, reader_cost=0.0002 | ETA 01:53:59 2020-11-13 01:55:06 [INFO] [TRAIN] epoch=40, iter=26380/40000, loss=0.2676, lr=0.003793, batch_cost=0.5036, reader_cost=0.0002 | ETA 01:54:19 2020-11-13 01:55:11 [INFO] [TRAIN] epoch=40, iter=26390/40000, loss=0.2899, lr=0.003790, batch_cost=0.5042, reader_cost=0.0002 | ETA 01:54:22 2020-11-13 01:55:16 [INFO] [TRAIN] epoch=40, iter=26400/40000, loss=0.1447, lr=0.003788, batch_cost=0.5095, reader_cost=0.0002 | ETA 01:55:29 2020-11-13 01:55:22 [INFO] [TRAIN] epoch=40, iter=26410/40000, loss=0.3293, lr=0.003785, batch_cost=0.5095, reader_cost=0.0002 | ETA 01:55:24 2020-11-13 01:55:27 [INFO] [TRAIN] epoch=40, iter=26420/40000, loss=0.3100, lr=0.003783, batch_cost=0.5053, reader_cost=0.0002 | ETA 01:54:21 2020-11-13 01:55:32 [INFO] [TRAIN] epoch=40, iter=26430/40000, loss=0.2381, lr=0.003780, batch_cost=0.5070, reader_cost=0.0002 | ETA 01:54:39 2020-11-13 01:55:37 [INFO] [TRAIN] epoch=40, iter=26440/40000, loss=0.1249, lr=0.003778, batch_cost=0.4991, reader_cost=0.0001 | ETA 01:52:48 2020-11-13 01:55:43 [INFO] [TRAIN] epoch=41, iter=26450/40000, loss=0.1530, lr=0.003775, batch_cost=0.6153, reader_cost=0.1015 | ETA 02:18:57 2020-11-13 01:55:48 [INFO] [TRAIN] epoch=41, iter=26460/40000, loss=0.2865, lr=0.003773, batch_cost=0.5017, reader_cost=0.0004 | ETA 01:53:12 2020-11-13 01:55:53 [INFO] [TRAIN] epoch=41, iter=26470/40000, loss=0.2097, lr=0.003770, batch_cost=0.5012, reader_cost=0.0002 | ETA 01:53:00 2020-11-13 01:55:58 [INFO] [TRAIN] epoch=41, iter=26480/40000, loss=0.2702, lr=0.003768, batch_cost=0.5008, reader_cost=0.0002 | ETA 01:52:51 2020-11-13 01:56:03 [INFO] [TRAIN] epoch=41, iter=26490/40000, loss=0.2594, lr=0.003765, batch_cost=0.5031, reader_cost=0.0002 | ETA 01:53:16 2020-11-13 01:56:08 [INFO] [TRAIN] epoch=41, iter=26500/40000, loss=0.2047, lr=0.003762, batch_cost=0.5077, reader_cost=0.0002 | ETA 01:54:13 2020-11-13 01:56:13 [INFO] [TRAIN] epoch=41, iter=26510/40000, loss=0.2025, lr=0.003760, batch_cost=0.5069, reader_cost=0.0002 | ETA 01:53:58 2020-11-13 01:56:18 [INFO] [TRAIN] epoch=41, iter=26520/40000, loss=0.2642, lr=0.003757, batch_cost=0.5061, reader_cost=0.0002 | ETA 01:53:41 2020-11-13 01:56:23 [INFO] [TRAIN] epoch=41, iter=26530/40000, loss=0.2748, lr=0.003755, batch_cost=0.5026, reader_cost=0.0002 | ETA 01:52:49 2020-11-13 01:56:28 [INFO] [TRAIN] epoch=41, iter=26540/40000, loss=0.2305, lr=0.003752, batch_cost=0.4995, reader_cost=0.0002 | ETA 01:52:03 2020-11-13 01:56:33 [INFO] [TRAIN] epoch=41, iter=26550/40000, loss=0.2030, lr=0.003750, batch_cost=0.5068, reader_cost=0.0002 | ETA 01:53:36 2020-11-13 01:56:38 [INFO] [TRAIN] epoch=41, iter=26560/40000, loss=0.2518, lr=0.003747, batch_cost=0.5039, reader_cost=0.0002 | ETA 01:52:51 2020-11-13 01:56:43 [INFO] [TRAIN] epoch=41, iter=26570/40000, loss=0.3033, lr=0.003745, batch_cost=0.5027, reader_cost=0.0002 | ETA 01:52:31 2020-11-13 01:56:48 [INFO] [TRAIN] epoch=41, iter=26580/40000, loss=0.2799, lr=0.003742, batch_cost=0.4995, reader_cost=0.0002 | ETA 01:51:43 2020-11-13 01:56:53 [INFO] [TRAIN] epoch=41, iter=26590/40000, loss=0.4450, lr=0.003740, batch_cost=0.5034, reader_cost=0.0002 | ETA 01:52:30 2020-11-13 01:56:58 [INFO] [TRAIN] epoch=41, iter=26600/40000, loss=0.3472, lr=0.003737, batch_cost=0.4987, reader_cost=0.0002 | ETA 01:51:22 2020-11-13 01:57:03 [INFO] [TRAIN] epoch=41, iter=26610/40000, loss=0.2730, lr=0.003735, batch_cost=0.5031, reader_cost=0.0002 | ETA 01:52:16 2020-11-13 01:57:08 [INFO] [TRAIN] epoch=41, iter=26620/40000, loss=0.2571, lr=0.003732, batch_cost=0.5028, reader_cost=0.0002 | ETA 01:52:08 2020-11-13 01:57:13 [INFO] [TRAIN] epoch=41, iter=26630/40000, loss=0.2490, lr=0.003730, batch_cost=0.5051, reader_cost=0.0002 | ETA 01:52:33 2020-11-13 01:57:18 [INFO] [TRAIN] epoch=41, iter=26640/40000, loss=0.2967, lr=0.003727, batch_cost=0.5042, reader_cost=0.0002 | ETA 01:52:16 2020-11-13 01:57:23 [INFO] [TRAIN] epoch=41, iter=26650/40000, loss=0.2831, lr=0.003725, batch_cost=0.5045, reader_cost=0.0002 | ETA 01:52:15 2020-11-13 01:57:28 [INFO] [TRAIN] epoch=41, iter=26660/40000, loss=0.1544, lr=0.003722, batch_cost=0.5017, reader_cost=0.0002 | ETA 01:51:33 2020-11-13 01:57:34 [INFO] [TRAIN] epoch=41, iter=26670/40000, loss=0.2812, lr=0.003720, batch_cost=0.5065, reader_cost=0.0002 | ETA 01:52:31 2020-11-13 01:57:39 [INFO] [TRAIN] epoch=41, iter=26680/40000, loss=0.2975, lr=0.003717, batch_cost=0.5001, reader_cost=0.0002 | ETA 01:51:00 2020-11-13 01:57:44 [INFO] [TRAIN] epoch=41, iter=26690/40000, loss=0.2343, lr=0.003715, batch_cost=0.5036, reader_cost=0.0002 | ETA 01:51:43 2020-11-13 01:57:49 [INFO] [TRAIN] epoch=41, iter=26700/40000, loss=0.2679, lr=0.003712, batch_cost=0.5041, reader_cost=0.0002 | ETA 01:51:44 2020-11-13 01:57:54 [INFO] [TRAIN] epoch=41, iter=26710/40000, loss=0.2151, lr=0.003710, batch_cost=0.5032, reader_cost=0.0002 | ETA 01:51:27 2020-11-13 01:57:59 [INFO] [TRAIN] epoch=41, iter=26720/40000, loss=0.2269, lr=0.003707, batch_cost=0.5059, reader_cost=0.0002 | ETA 01:51:57 2020-11-13 01:58:04 [INFO] [TRAIN] epoch=41, iter=26730/40000, loss=0.2463, lr=0.003705, batch_cost=0.5036, reader_cost=0.0002 | ETA 01:51:23 2020-11-13 01:58:09 [INFO] [TRAIN] epoch=41, iter=26740/40000, loss=0.3603, lr=0.003702, batch_cost=0.4989, reader_cost=0.0002 | ETA 01:50:15 2020-11-13 01:58:14 [INFO] [TRAIN] epoch=41, iter=26750/40000, loss=0.2503, lr=0.003700, batch_cost=0.5128, reader_cost=0.0002 | ETA 01:53:14 2020-11-13 01:58:19 [INFO] [TRAIN] epoch=41, iter=26760/40000, loss=0.3077, lr=0.003697, batch_cost=0.5065, reader_cost=0.0002 | ETA 01:51:46 2020-11-13 01:58:24 [INFO] [TRAIN] epoch=41, iter=26770/40000, loss=0.1998, lr=0.003695, batch_cost=0.5069, reader_cost=0.0002 | ETA 01:51:46 2020-11-13 01:58:29 [INFO] [TRAIN] epoch=41, iter=26780/40000, loss=0.2120, lr=0.003692, batch_cost=0.4994, reader_cost=0.0002 | ETA 01:50:02 2020-11-13 01:58:34 [INFO] [TRAIN] epoch=41, iter=26790/40000, loss=0.2600, lr=0.003690, batch_cost=0.5143, reader_cost=0.0002 | ETA 01:53:13 2020-11-13 01:58:39 [INFO] [TRAIN] epoch=41, iter=26800/40000, loss=0.2207, lr=0.003687, batch_cost=0.4995, reader_cost=0.0002 | ETA 01:49:52 2020-11-13 01:58:44 [INFO] [TRAIN] epoch=41, iter=26810/40000, loss=0.2154, lr=0.003685, batch_cost=0.5050, reader_cost=0.0002 | ETA 01:51:01 2020-11-13 01:58:49 [INFO] [TRAIN] epoch=41, iter=26820/40000, loss=0.2462, lr=0.003682, batch_cost=0.4983, reader_cost=0.0002 | ETA 01:49:27 2020-11-13 01:58:54 [INFO] [TRAIN] epoch=41, iter=26830/40000, loss=0.2276, lr=0.003680, batch_cost=0.5043, reader_cost=0.0002 | ETA 01:50:42 2020-11-13 01:58:59 [INFO] [TRAIN] epoch=41, iter=26840/40000, loss=0.2227, lr=0.003677, batch_cost=0.4968, reader_cost=0.0002 | ETA 01:48:57 2020-11-13 01:59:04 [INFO] [TRAIN] epoch=41, iter=26850/40000, loss=0.3515, lr=0.003675, batch_cost=0.5043, reader_cost=0.0002 | ETA 01:50:31 2020-11-13 01:59:09 [INFO] [TRAIN] epoch=41, iter=26860/40000, loss=0.1649, lr=0.003672, batch_cost=0.4957, reader_cost=0.0002 | ETA 01:48:33 2020-11-13 01:59:14 [INFO] [TRAIN] epoch=41, iter=26870/40000, loss=0.3484, lr=0.003670, batch_cost=0.5071, reader_cost=0.0002 | ETA 01:50:58 2020-11-13 01:59:19 [INFO] [TRAIN] epoch=41, iter=26880/40000, loss=0.3073, lr=0.003667, batch_cost=0.5034, reader_cost=0.0002 | ETA 01:50:04 2020-11-13 01:59:24 [INFO] [TRAIN] epoch=41, iter=26890/40000, loss=0.3589, lr=0.003665, batch_cost=0.5059, reader_cost=0.0002 | ETA 01:50:32 2020-11-13 01:59:29 [INFO] [TRAIN] epoch=41, iter=26900/40000, loss=0.2790, lr=0.003662, batch_cost=0.4999, reader_cost=0.0002 | ETA 01:49:09 2020-11-13 01:59:34 [INFO] [TRAIN] epoch=41, iter=26910/40000, loss=0.4318, lr=0.003659, batch_cost=0.5054, reader_cost=0.0002 | ETA 01:50:15 2020-11-13 01:59:39 [INFO] [TRAIN] epoch=41, iter=26920/40000, loss=0.2454, lr=0.003657, batch_cost=0.4974, reader_cost=0.0002 | ETA 01:48:25 2020-11-13 01:59:44 [INFO] [TRAIN] epoch=41, iter=26930/40000, loss=0.4001, lr=0.003654, batch_cost=0.5041, reader_cost=0.0002 | ETA 01:49:48 2020-11-13 01:59:49 [INFO] [TRAIN] epoch=41, iter=26940/40000, loss=0.1964, lr=0.003652, batch_cost=0.4973, reader_cost=0.0002 | ETA 01:48:14 2020-11-13 01:59:54 [INFO] [TRAIN] epoch=41, iter=26950/40000, loss=0.2236, lr=0.003649, batch_cost=0.5040, reader_cost=0.0002 | ETA 01:49:37 2020-11-13 01:59:59 [INFO] [TRAIN] epoch=41, iter=26960/40000, loss=0.2808, lr=0.003647, batch_cost=0.5007, reader_cost=0.0002 | ETA 01:48:49 2020-11-13 02:00:04 [INFO] [TRAIN] epoch=41, iter=26970/40000, loss=0.1701, lr=0.003644, batch_cost=0.5048, reader_cost=0.0002 | ETA 01:49:37 2020-11-13 02:00:09 [INFO] [TRAIN] epoch=41, iter=26980/40000, loss=0.2514, lr=0.003642, batch_cost=0.4964, reader_cost=0.0002 | ETA 01:47:43 2020-11-13 02:00:15 [INFO] [TRAIN] epoch=41, iter=26990/40000, loss=0.2821, lr=0.003639, batch_cost=0.5068, reader_cost=0.0002 | ETA 01:49:53 2020-11-13 02:00:20 [INFO] [TRAIN] epoch=41, iter=27000/40000, loss=0.2050, lr=0.003637, batch_cost=0.5049, reader_cost=0.0002 | ETA 01:49:23 2020-11-13 02:00:25 [INFO] [TRAIN] epoch=41, iter=27010/40000, loss=0.2741, lr=0.003634, batch_cost=0.5041, reader_cost=0.0002 | ETA 01:49:07 2020-11-13 02:00:30 [INFO] [TRAIN] epoch=41, iter=27020/40000, loss=0.2090, lr=0.003632, batch_cost=0.4995, reader_cost=0.0002 | ETA 01:48:03 2020-11-13 02:00:35 [INFO] [TRAIN] epoch=41, iter=27030/40000, loss=0.3769, lr=0.003629, batch_cost=0.5051, reader_cost=0.0002 | ETA 01:49:11 2020-11-13 02:00:40 [INFO] [TRAIN] epoch=41, iter=27040/40000, loss=0.1730, lr=0.003627, batch_cost=0.5001, reader_cost=0.0002 | ETA 01:48:00 2020-11-13 02:00:45 [INFO] [TRAIN] epoch=41, iter=27050/40000, loss=0.2100, lr=0.003624, batch_cost=0.5042, reader_cost=0.0002 | ETA 01:48:49 2020-11-13 02:00:50 [INFO] [TRAIN] epoch=41, iter=27060/40000, loss=0.2424, lr=0.003622, batch_cost=0.4989, reader_cost=0.0002 | ETA 01:47:35 2020-11-13 02:00:55 [INFO] [TRAIN] epoch=41, iter=27070/40000, loss=0.2149, lr=0.003619, batch_cost=0.5049, reader_cost=0.0002 | ETA 01:48:48 2020-11-13 02:01:00 [INFO] [TRAIN] epoch=41, iter=27080/40000, loss=0.2319, lr=0.003617, batch_cost=0.5004, reader_cost=0.0002 | ETA 01:47:44 2020-11-13 02:01:05 [INFO] [TRAIN] epoch=41, iter=27090/40000, loss=0.3639, lr=0.003614, batch_cost=0.5123, reader_cost=0.0002 | ETA 01:50:14 2020-11-13 02:01:10 [INFO] [TRAIN] epoch=41, iter=27100/40000, loss=0.3993, lr=0.003612, batch_cost=0.5108, reader_cost=0.0001 | ETA 01:49:49 2020-11-13 02:01:17 [INFO] [TRAIN] epoch=42, iter=27110/40000, loss=0.2887, lr=0.003609, batch_cost=0.6713, reader_cost=0.0854 | ETA 02:24:12 2020-11-13 02:01:22 [INFO] [TRAIN] epoch=42, iter=27120/40000, loss=0.2303, lr=0.003607, batch_cost=0.5472, reader_cost=0.0004 | ETA 01:57:27 2020-11-13 02:01:28 [INFO] [TRAIN] epoch=42, iter=27130/40000, loss=0.2118, lr=0.003604, batch_cost=0.5685, reader_cost=0.0002 | ETA 02:01:56 2020-11-13 02:01:33 [INFO] [TRAIN] epoch=42, iter=27140/40000, loss=0.3787, lr=0.003602, batch_cost=0.5407, reader_cost=0.0002 | ETA 01:55:53 2020-11-13 02:01:39 [INFO] [TRAIN] epoch=42, iter=27150/40000, loss=0.3858, lr=0.003599, batch_cost=0.5490, reader_cost=0.0002 | ETA 01:57:34 2020-11-13 02:01:44 [INFO] [TRAIN] epoch=42, iter=27160/40000, loss=0.3024, lr=0.003597, batch_cost=0.5354, reader_cost=0.0002 | ETA 01:54:34 2020-11-13 02:01:50 [INFO] [TRAIN] epoch=42, iter=27170/40000, loss=0.2772, lr=0.003594, batch_cost=0.5509, reader_cost=0.0002 | ETA 01:57:47 2020-11-13 02:01:55 [INFO] [TRAIN] epoch=42, iter=27180/40000, loss=0.2679, lr=0.003591, batch_cost=0.5385, reader_cost=0.0002 | ETA 01:55:02 2020-11-13 02:02:00 [INFO] [TRAIN] epoch=42, iter=27190/40000, loss=0.2398, lr=0.003589, batch_cost=0.5252, reader_cost=0.0002 | ETA 01:52:07 2020-11-13 02:02:06 [INFO] [TRAIN] epoch=42, iter=27200/40000, loss=0.2382, lr=0.003586, batch_cost=0.5313, reader_cost=0.0002 | ETA 01:53:20 2020-11-13 02:02:11 [INFO] [TRAIN] epoch=42, iter=27210/40000, loss=0.4137, lr=0.003584, batch_cost=0.5280, reader_cost=0.0002 | ETA 01:52:32 2020-11-13 02:02:16 [INFO] [TRAIN] epoch=42, iter=27220/40000, loss=0.2414, lr=0.003581, batch_cost=0.5265, reader_cost=0.0002 | ETA 01:52:09 2020-11-13 02:02:21 [INFO] [TRAIN] epoch=42, iter=27230/40000, loss=0.2160, lr=0.003579, batch_cost=0.5291, reader_cost=0.0002 | ETA 01:52:37 2020-11-13 02:02:27 [INFO] [TRAIN] epoch=42, iter=27240/40000, loss=0.2430, lr=0.003576, batch_cost=0.5221, reader_cost=0.0002 | ETA 01:51:01 2020-11-13 02:02:32 [INFO] [TRAIN] epoch=42, iter=27250/40000, loss=0.2664, lr=0.003574, batch_cost=0.5316, reader_cost=0.0002 | ETA 01:52:58 2020-11-13 02:02:37 [INFO] [TRAIN] epoch=42, iter=27260/40000, loss=0.2327, lr=0.003571, batch_cost=0.5254, reader_cost=0.0002 | ETA 01:51:33 2020-11-13 02:02:42 [INFO] [TRAIN] epoch=42, iter=27270/40000, loss=0.1829, lr=0.003569, batch_cost=0.5303, reader_cost=0.0002 | ETA 01:52:31 2020-11-13 02:02:48 [INFO] [TRAIN] epoch=42, iter=27280/40000, loss=0.2301, lr=0.003566, batch_cost=0.5182, reader_cost=0.0002 | ETA 01:49:51 2020-11-13 02:02:53 [INFO] [TRAIN] epoch=42, iter=27290/40000, loss=0.1874, lr=0.003564, batch_cost=0.5290, reader_cost=0.0002 | ETA 01:52:03 2020-11-13 02:02:58 [INFO] [TRAIN] epoch=42, iter=27300/40000, loss=0.2840, lr=0.003561, batch_cost=0.5217, reader_cost=0.0002 | ETA 01:50:26 2020-11-13 02:03:03 [INFO] [TRAIN] epoch=42, iter=27310/40000, loss=0.2436, lr=0.003559, batch_cost=0.5283, reader_cost=0.0002 | ETA 01:51:44 2020-11-13 02:03:09 [INFO] [TRAIN] epoch=42, iter=27320/40000, loss=0.1661, lr=0.003556, batch_cost=0.5219, reader_cost=0.0002 | ETA 01:50:18 2020-11-13 02:03:14 [INFO] [TRAIN] epoch=42, iter=27330/40000, loss=0.2677, lr=0.003554, batch_cost=0.5298, reader_cost=0.0002 | ETA 01:51:52 2020-11-13 02:03:19 [INFO] [TRAIN] epoch=42, iter=27340/40000, loss=0.3333, lr=0.003551, batch_cost=0.5329, reader_cost=0.0002 | ETA 01:52:26 2020-11-13 02:03:25 [INFO] [TRAIN] epoch=42, iter=27350/40000, loss=0.2563, lr=0.003549, batch_cost=0.5313, reader_cost=0.0002 | ETA 01:52:00 2020-11-13 02:03:30 [INFO] [TRAIN] epoch=42, iter=27360/40000, loss=0.3967, lr=0.003546, batch_cost=0.5259, reader_cost=0.0002 | ETA 01:50:47 2020-11-13 02:03:35 [INFO] [TRAIN] epoch=42, iter=27370/40000, loss=0.2009, lr=0.003544, batch_cost=0.5293, reader_cost=0.0002 | ETA 01:51:24 2020-11-13 02:03:40 [INFO] [TRAIN] epoch=42, iter=27380/40000, loss=0.2687, lr=0.003541, batch_cost=0.5217, reader_cost=0.0002 | ETA 01:49:43 2020-11-13 02:03:46 [INFO] [TRAIN] epoch=42, iter=27390/40000, loss=0.1648, lr=0.003539, batch_cost=0.5297, reader_cost=0.0002 | ETA 01:51:19 2020-11-13 02:03:51 [INFO] [TRAIN] epoch=42, iter=27400/40000, loss=0.1304, lr=0.003536, batch_cost=0.5208, reader_cost=0.0002 | ETA 01:49:21 2020-11-13 02:03:56 [INFO] [TRAIN] epoch=42, iter=27410/40000, loss=0.2201, lr=0.003533, batch_cost=0.5322, reader_cost=0.0002 | ETA 01:51:40 2020-11-13 02:04:01 [INFO] [TRAIN] epoch=42, iter=27420/40000, loss=0.3324, lr=0.003531, batch_cost=0.5240, reader_cost=0.0002 | ETA 01:49:51 2020-11-13 02:04:07 [INFO] [TRAIN] epoch=42, iter=27430/40000, loss=0.1987, lr=0.003528, batch_cost=0.5274, reader_cost=0.0002 | ETA 01:50:29 2020-11-13 02:04:12 [INFO] [TRAIN] epoch=42, iter=27440/40000, loss=0.1968, lr=0.003526, batch_cost=0.5233, reader_cost=0.0002 | ETA 01:49:33 2020-11-13 02:04:17 [INFO] [TRAIN] epoch=42, iter=27450/40000, loss=0.3535, lr=0.003523, batch_cost=0.5316, reader_cost=0.0002 | ETA 01:51:12 2020-11-13 02:04:23 [INFO] [TRAIN] epoch=42, iter=27460/40000, loss=0.1635, lr=0.003521, batch_cost=0.5264, reader_cost=0.0002 | ETA 01:50:00 2020-11-13 02:04:28 [INFO] [TRAIN] epoch=42, iter=27470/40000, loss=0.1862, lr=0.003518, batch_cost=0.5238, reader_cost=0.0002 | ETA 01:49:23 2020-11-13 02:04:33 [INFO] [TRAIN] epoch=42, iter=27480/40000, loss=0.2284, lr=0.003516, batch_cost=0.5332, reader_cost=0.0002 | ETA 01:51:15 2020-11-13 02:04:38 [INFO] [TRAIN] epoch=42, iter=27490/40000, loss=0.2444, lr=0.003513, batch_cost=0.5313, reader_cost=0.0002 | ETA 01:50:46 2020-11-13 02:04:44 [INFO] [TRAIN] epoch=42, iter=27500/40000, loss=0.2124, lr=0.003511, batch_cost=0.5260, reader_cost=0.0002 | ETA 01:49:35 2020-11-13 02:04:49 [INFO] [TRAIN] epoch=42, iter=27510/40000, loss=0.2200, lr=0.003508, batch_cost=0.5288, reader_cost=0.0002 | ETA 01:50:04 2020-11-13 02:04:54 [INFO] [TRAIN] epoch=42, iter=27520/40000, loss=0.2021, lr=0.003506, batch_cost=0.5283, reader_cost=0.0002 | ETA 01:49:53 2020-11-13 02:05:00 [INFO] [TRAIN] epoch=42, iter=27530/40000, loss=0.2688, lr=0.003503, batch_cost=0.5574, reader_cost=0.0002 | ETA 01:55:51 2020-11-13 02:05:05 [INFO] [TRAIN] epoch=42, iter=27540/40000, loss=0.1520, lr=0.003501, batch_cost=0.5312, reader_cost=0.0002 | ETA 01:50:19 2020-11-13 02:05:10 [INFO] [TRAIN] epoch=42, iter=27550/40000, loss=0.3806, lr=0.003498, batch_cost=0.5270, reader_cost=0.0002 | ETA 01:49:21 2020-11-13 02:05:16 [INFO] [TRAIN] epoch=42, iter=27560/40000, loss=0.2275, lr=0.003496, batch_cost=0.5606, reader_cost=0.0002 | ETA 01:56:13 2020-11-13 02:05:21 [INFO] [TRAIN] epoch=42, iter=27570/40000, loss=0.1981, lr=0.003493, batch_cost=0.5418, reader_cost=0.0002 | ETA 01:52:14 2020-11-13 02:05:27 [INFO] [TRAIN] epoch=42, iter=27580/40000, loss=0.2782, lr=0.003490, batch_cost=0.5344, reader_cost=0.0002 | ETA 01:50:37 2020-11-13 02:05:32 [INFO] [TRAIN] epoch=42, iter=27590/40000, loss=0.2021, lr=0.003488, batch_cost=0.5404, reader_cost=0.0002 | ETA 01:51:45 2020-11-13 02:05:38 [INFO] [TRAIN] epoch=42, iter=27600/40000, loss=0.2472, lr=0.003485, batch_cost=0.5326, reader_cost=0.0002 | ETA 01:50:04 2020-11-13 02:05:43 [INFO] [TRAIN] epoch=42, iter=27610/40000, loss=0.2295, lr=0.003483, batch_cost=0.5363, reader_cost=0.0002 | ETA 01:50:45 2020-11-13 02:05:48 [INFO] [TRAIN] epoch=42, iter=27620/40000, loss=0.1622, lr=0.003480, batch_cost=0.5394, reader_cost=0.0002 | ETA 01:51:17 2020-11-13 02:05:54 [INFO] [TRAIN] epoch=42, iter=27630/40000, loss=0.2408, lr=0.003478, batch_cost=0.5353, reader_cost=0.0002 | ETA 01:50:21 2020-11-13 02:05:59 [INFO] [TRAIN] epoch=42, iter=27640/40000, loss=0.3263, lr=0.003475, batch_cost=0.5390, reader_cost=0.0002 | ETA 01:51:02 2020-11-13 02:06:04 [INFO] [TRAIN] epoch=42, iter=27650/40000, loss=0.2229, lr=0.003473, batch_cost=0.5396, reader_cost=0.0002 | ETA 01:51:03 2020-11-13 02:06:10 [INFO] [TRAIN] epoch=42, iter=27660/40000, loss=0.1889, lr=0.003470, batch_cost=0.5385, reader_cost=0.0002 | ETA 01:50:45 2020-11-13 02:06:15 [INFO] [TRAIN] epoch=42, iter=27670/40000, loss=0.1692, lr=0.003468, batch_cost=0.5452, reader_cost=0.0002 | ETA 01:52:02 2020-11-13 02:06:21 [INFO] [TRAIN] epoch=42, iter=27680/40000, loss=0.2714, lr=0.003465, batch_cost=0.5375, reader_cost=0.0002 | ETA 01:50:21 2020-11-13 02:06:26 [INFO] [TRAIN] epoch=42, iter=27690/40000, loss=0.2189, lr=0.003463, batch_cost=0.5375, reader_cost=0.0002 | ETA 01:50:16 2020-11-13 02:06:31 [INFO] [TRAIN] epoch=42, iter=27700/40000, loss=0.2085, lr=0.003460, batch_cost=0.5331, reader_cost=0.0002 | ETA 01:49:16 2020-11-13 02:06:37 [INFO] [TRAIN] epoch=42, iter=27710/40000, loss=0.2936, lr=0.003458, batch_cost=0.5386, reader_cost=0.0002 | ETA 01:50:19 2020-11-13 02:06:42 [INFO] [TRAIN] epoch=42, iter=27720/40000, loss=0.2517, lr=0.003455, batch_cost=0.5432, reader_cost=0.0002 | ETA 01:51:11 2020-11-13 02:06:48 [INFO] [TRAIN] epoch=42, iter=27730/40000, loss=0.2634, lr=0.003453, batch_cost=0.5441, reader_cost=0.0002 | ETA 01:51:16 2020-11-13 02:06:53 [INFO] [TRAIN] epoch=42, iter=27740/40000, loss=0.2462, lr=0.003450, batch_cost=0.5389, reader_cost=0.0002 | ETA 01:50:07 2020-11-13 02:06:58 [INFO] [TRAIN] epoch=42, iter=27750/40000, loss=0.1625, lr=0.003447, batch_cost=0.5304, reader_cost=0.0002 | ETA 01:48:17 2020-11-13 02:07:03 [INFO] [TRAIN] epoch=42, iter=27760/40000, loss=0.2048, lr=0.003445, batch_cost=0.5123, reader_cost=0.0001 | ETA 01:44:31 2020-11-13 02:07:10 [INFO] [TRAIN] epoch=43, iter=27770/40000, loss=0.2981, lr=0.003442, batch_cost=0.6418, reader_cost=0.0902 | ETA 02:10:48 2020-11-13 02:07:15 [INFO] [TRAIN] epoch=43, iter=27780/40000, loss=0.2089, lr=0.003440, batch_cost=0.5190, reader_cost=0.0004 | ETA 01:45:42 2020-11-13 02:07:20 [INFO] [TRAIN] epoch=43, iter=27790/40000, loss=0.2021, lr=0.003437, batch_cost=0.5247, reader_cost=0.0002 | ETA 01:46:46 2020-11-13 02:07:26 [INFO] [TRAIN] epoch=43, iter=27800/40000, loss=0.1828, lr=0.003435, batch_cost=0.5236, reader_cost=0.0002 | ETA 01:46:27 2020-11-13 02:07:31 [INFO] [TRAIN] epoch=43, iter=27810/40000, loss=0.2238, lr=0.003432, batch_cost=0.5768, reader_cost=0.0002 | ETA 01:57:10 2020-11-13 02:07:37 [INFO] [TRAIN] epoch=43, iter=27820/40000, loss=0.1557, lr=0.003430, batch_cost=0.5728, reader_cost=0.0002 | ETA 01:56:16 2020-11-13 02:07:43 [INFO] [TRAIN] epoch=43, iter=27830/40000, loss=0.2490, lr=0.003427, batch_cost=0.5575, reader_cost=0.0002 | ETA 01:53:04 2020-11-13 02:07:48 [INFO] [TRAIN] epoch=43, iter=27840/40000, loss=0.2131, lr=0.003425, batch_cost=0.5073, reader_cost=0.0002 | ETA 01:42:48 2020-11-13 02:07:53 [INFO] [TRAIN] epoch=43, iter=27850/40000, loss=0.2112, lr=0.003422, batch_cost=0.5484, reader_cost=0.0002 | ETA 01:51:02 2020-11-13 02:07:58 [INFO] [TRAIN] epoch=43, iter=27860/40000, loss=0.3262, lr=0.003420, batch_cost=0.5263, reader_cost=0.0002 | ETA 01:46:28 2020-11-13 02:08:04 [INFO] [TRAIN] epoch=43, iter=27870/40000, loss=0.1484, lr=0.003417, batch_cost=0.5233, reader_cost=0.0002 | ETA 01:45:47 2020-11-13 02:08:09 [INFO] [TRAIN] epoch=43, iter=27880/40000, loss=0.2481, lr=0.003415, batch_cost=0.5048, reader_cost=0.0002 | ETA 01:41:57 2020-11-13 02:08:14 [INFO] [TRAIN] epoch=43, iter=27890/40000, loss=0.2035, lr=0.003412, batch_cost=0.5244, reader_cost=0.0003 | ETA 01:45:50 2020-11-13 02:08:19 [INFO] [TRAIN] epoch=43, iter=27900/40000, loss=0.2685, lr=0.003409, batch_cost=0.5126, reader_cost=0.0002 | ETA 01:43:22 2020-11-13 02:08:24 [INFO] [TRAIN] epoch=43, iter=27910/40000, loss=0.2451, lr=0.003407, batch_cost=0.5191, reader_cost=0.0002 | ETA 01:44:35 2020-11-13 02:08:29 [INFO] [TRAIN] epoch=43, iter=27920/40000, loss=0.2540, lr=0.003404, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:42:38 2020-11-13 02:08:34 [INFO] [TRAIN] epoch=43, iter=27930/40000, loss=0.2619, lr=0.003402, batch_cost=0.5129, reader_cost=0.0002 | ETA 01:43:10 2020-11-13 02:08:40 [INFO] [TRAIN] epoch=43, iter=27940/40000, loss=0.2747, lr=0.003399, batch_cost=0.5151, reader_cost=0.0002 | ETA 01:43:31 2020-11-13 02:08:45 [INFO] [TRAIN] epoch=43, iter=27950/40000, loss=0.1730, lr=0.003397, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:42:22 2020-11-13 02:08:50 [INFO] [TRAIN] epoch=43, iter=27960/40000, loss=0.2553, lr=0.003394, batch_cost=0.5142, reader_cost=0.0002 | ETA 01:43:10 2020-11-13 02:08:55 [INFO] [TRAIN] epoch=43, iter=27970/40000, loss=0.2492, lr=0.003392, batch_cost=0.5233, reader_cost=0.0002 | ETA 01:44:55 2020-11-13 02:09:00 [INFO] [TRAIN] epoch=43, iter=27980/40000, loss=0.3175, lr=0.003389, batch_cost=0.5158, reader_cost=0.0002 | ETA 01:43:19 2020-11-13 02:09:05 [INFO] [TRAIN] epoch=43, iter=27990/40000, loss=0.2131, lr=0.003387, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:42:02 2020-11-13 02:09:10 [INFO] [TRAIN] epoch=43, iter=28000/40000, loss=0.2354, lr=0.003384, batch_cost=0.5066, reader_cost=0.0002 | ETA 01:41:19 2020-11-13 02:09:11 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 02:10:06 [INFO] [EVAL] #Images=1449 mIoU=0.6874 Acc=0.9290 Kappa=0.8387 2020-11-13 02:10:06 [INFO] [EVAL] Class IoU: [0.927 0.8557 0.4076 0.8079 0.5685 0.7471 0.8573 0.799 0.858 0.3706 0.6657 0.5131 0.7687 0.7023 0.7675 0.8069 0.6217 0.6234 0.381 0.7505 0.6356] 2020-11-13 02:10:06 [INFO] [EVAL] Class Acc: [0.947 0.9199 0.4572 0.9114 0.7792 0.8251 0.9665 0.9164 0.963 0.5704 0.725 0.8165 0.9004 0.8328 0.8958 0.9496 0.8395 0.9308 0.7867 0.8911 0.8395] 2020-11-13 02:10:08 [INFO] [EVAL] The model with the best validation mIoU (0.6874) was saved at iter 28000. 2020-11-13 02:10:13 [INFO] [TRAIN] epoch=43, iter=28010/40000, loss=0.2594, lr=0.003382, batch_cost=0.5709, reader_cost=0.0006 | ETA 01:54:05 2020-11-13 02:10:19 [INFO] [TRAIN] epoch=43, iter=28020/40000, loss=0.1671, lr=0.003379, batch_cost=0.6035, reader_cost=0.0002 | ETA 02:00:30 2020-11-13 02:10:25 [INFO] [TRAIN] epoch=43, iter=28030/40000, loss=0.2989, lr=0.003376, batch_cost=0.5834, reader_cost=0.0002 | ETA 01:56:23 2020-11-13 02:10:31 [INFO] [TRAIN] epoch=43, iter=28040/40000, loss=0.2428, lr=0.003374, batch_cost=0.6012, reader_cost=0.0002 | ETA 01:59:49 2020-11-13 02:10:37 [INFO] [TRAIN] epoch=43, iter=28050/40000, loss=0.2511, lr=0.003371, batch_cost=0.5955, reader_cost=0.0002 | ETA 01:58:35 2020-11-13 02:10:43 [INFO] [TRAIN] epoch=43, iter=28060/40000, loss=0.2476, lr=0.003369, batch_cost=0.5978, reader_cost=0.0002 | ETA 01:58:58 2020-11-13 02:10:49 [INFO] [TRAIN] epoch=43, iter=28070/40000, loss=0.2736, lr=0.003366, batch_cost=0.6103, reader_cost=0.0002 | ETA 02:01:20 2020-11-13 02:10:55 [INFO] [TRAIN] epoch=43, iter=28080/40000, loss=0.2360, lr=0.003364, batch_cost=0.5956, reader_cost=0.0002 | ETA 01:58:19 2020-11-13 02:11:01 [INFO] [TRAIN] epoch=43, iter=28090/40000, loss=0.1949, lr=0.003361, batch_cost=0.5873, reader_cost=0.0002 | ETA 01:56:34 2020-11-13 02:11:07 [INFO] [TRAIN] epoch=43, iter=28100/40000, loss=0.2080, lr=0.003359, batch_cost=0.5965, reader_cost=0.0002 | ETA 01:58:17 2020-11-13 02:11:13 [INFO] [TRAIN] epoch=43, iter=28110/40000, loss=0.2657, lr=0.003356, batch_cost=0.5937, reader_cost=0.0002 | ETA 01:57:39 2020-11-13 02:11:19 [INFO] [TRAIN] epoch=43, iter=28120/40000, loss=0.1940, lr=0.003354, batch_cost=0.5947, reader_cost=0.0002 | ETA 01:57:45 2020-11-13 02:11:25 [INFO] [TRAIN] epoch=43, iter=28130/40000, loss=0.2715, lr=0.003351, batch_cost=0.5915, reader_cost=0.0002 | ETA 01:57:00 2020-11-13 02:11:31 [INFO] [TRAIN] epoch=43, iter=28140/40000, loss=0.3248, lr=0.003349, batch_cost=0.5811, reader_cost=0.0002 | ETA 01:54:51 2020-11-13 02:11:36 [INFO] [TRAIN] epoch=43, iter=28150/40000, loss=0.2454, lr=0.003346, batch_cost=0.5725, reader_cost=0.0002 | ETA 01:53:04 2020-11-13 02:11:42 [INFO] [TRAIN] epoch=43, iter=28160/40000, loss=0.2010, lr=0.003343, batch_cost=0.6011, reader_cost=0.0002 | ETA 01:58:37 2020-11-13 02:11:48 [INFO] [TRAIN] epoch=43, iter=28170/40000, loss=0.1999, lr=0.003341, batch_cost=0.5708, reader_cost=0.0002 | ETA 01:52:32 2020-11-13 02:11:54 [INFO] [TRAIN] epoch=43, iter=28180/40000, loss=0.4171, lr=0.003338, batch_cost=0.5752, reader_cost=0.0002 | ETA 01:53:18 2020-11-13 02:12:00 [INFO] [TRAIN] epoch=43, iter=28190/40000, loss=0.3411, lr=0.003336, batch_cost=0.5664, reader_cost=0.0002 | ETA 01:51:29 2020-11-13 02:12:05 [INFO] [TRAIN] epoch=43, iter=28200/40000, loss=0.3366, lr=0.003333, batch_cost=0.5807, reader_cost=0.0002 | ETA 01:54:12 2020-11-13 02:12:11 [INFO] [TRAIN] epoch=43, iter=28210/40000, loss=0.2035, lr=0.003331, batch_cost=0.5683, reader_cost=0.0002 | ETA 01:51:40 2020-11-13 02:12:17 [INFO] [TRAIN] epoch=43, iter=28220/40000, loss=0.2567, lr=0.003328, batch_cost=0.5833, reader_cost=0.0002 | ETA 01:54:31 2020-11-13 02:12:23 [INFO] [TRAIN] epoch=43, iter=28230/40000, loss=0.2835, lr=0.003326, batch_cost=0.5725, reader_cost=0.0002 | ETA 01:52:18 2020-11-13 02:12:28 [INFO] [TRAIN] epoch=43, iter=28240/40000, loss=0.2183, lr=0.003323, batch_cost=0.5676, reader_cost=0.0002 | ETA 01:51:14 2020-11-13 02:12:34 [INFO] [TRAIN] epoch=43, iter=28250/40000, loss=0.2304, lr=0.003321, batch_cost=0.5841, reader_cost=0.0002 | ETA 01:54:23 2020-11-13 02:12:40 [INFO] [TRAIN] epoch=43, iter=28260/40000, loss=0.2240, lr=0.003318, batch_cost=0.5850, reader_cost=0.0002 | ETA 01:54:28 2020-11-13 02:12:46 [INFO] [TRAIN] epoch=43, iter=28270/40000, loss=0.2489, lr=0.003315, batch_cost=0.5743, reader_cost=0.0002 | ETA 01:52:16 2020-11-13 02:12:51 [INFO] [TRAIN] epoch=43, iter=28280/40000, loss=0.1817, lr=0.003313, batch_cost=0.5812, reader_cost=0.0002 | ETA 01:53:31 2020-11-13 02:12:57 [INFO] [TRAIN] epoch=43, iter=28290/40000, loss=0.3101, lr=0.003310, batch_cost=0.5820, reader_cost=0.0002 | ETA 01:53:34 2020-11-13 02:13:03 [INFO] [TRAIN] epoch=43, iter=28300/40000, loss=0.2498, lr=0.003308, batch_cost=0.5822, reader_cost=0.0002 | ETA 01:53:31 2020-11-13 02:13:09 [INFO] [TRAIN] epoch=43, iter=28310/40000, loss=0.2133, lr=0.003305, batch_cost=0.5770, reader_cost=0.0002 | ETA 01:52:24 2020-11-13 02:13:15 [INFO] [TRAIN] epoch=43, iter=28320/40000, loss=0.2233, lr=0.003303, batch_cost=0.5904, reader_cost=0.0002 | ETA 01:54:55 2020-11-13 02:13:21 [INFO] [TRAIN] epoch=43, iter=28330/40000, loss=0.1456, lr=0.003300, batch_cost=0.5977, reader_cost=0.0002 | ETA 01:56:15 2020-11-13 02:13:27 [INFO] [TRAIN] epoch=43, iter=28340/40000, loss=0.2227, lr=0.003298, batch_cost=0.5958, reader_cost=0.0002 | ETA 01:55:46 2020-11-13 02:13:33 [INFO] [TRAIN] epoch=43, iter=28350/40000, loss=0.2560, lr=0.003295, batch_cost=0.5975, reader_cost=0.0002 | ETA 01:56:00 2020-11-13 02:13:39 [INFO] [TRAIN] epoch=43, iter=28360/40000, loss=0.2069, lr=0.003293, batch_cost=0.5905, reader_cost=0.0002 | ETA 01:54:33 2020-11-13 02:13:45 [INFO] [TRAIN] epoch=43, iter=28370/40000, loss=0.2843, lr=0.003290, batch_cost=0.5974, reader_cost=0.0002 | ETA 01:55:47 2020-11-13 02:13:50 [INFO] [TRAIN] epoch=43, iter=28380/40000, loss=0.1894, lr=0.003287, batch_cost=0.5777, reader_cost=0.0002 | ETA 01:51:53 2020-11-13 02:13:56 [INFO] [TRAIN] epoch=43, iter=28390/40000, loss=0.3606, lr=0.003285, batch_cost=0.5801, reader_cost=0.0001 | ETA 01:52:14 2020-11-13 02:14:02 [INFO] [TRAIN] epoch=43, iter=28400/40000, loss=0.1899, lr=0.003282, batch_cost=0.5813, reader_cost=0.0002 | ETA 01:52:22 2020-11-13 02:14:08 [INFO] [TRAIN] epoch=43, iter=28410/40000, loss=0.1691, lr=0.003280, batch_cost=0.5804, reader_cost=0.0001 | ETA 01:52:06 2020-11-13 02:14:14 [INFO] [TRAIN] epoch=43, iter=28420/40000, loss=0.2011, lr=0.003277, batch_cost=0.5743, reader_cost=0.0004 | ETA 01:50:50 2020-11-13 02:14:20 [INFO] [TRAIN] epoch=44, iter=28430/40000, loss=0.2197, lr=0.003275, batch_cost=0.6930, reader_cost=0.0921 | ETA 02:13:38 2020-11-13 02:14:26 [INFO] [TRAIN] epoch=44, iter=28440/40000, loss=0.2096, lr=0.003272, batch_cost=0.5820, reader_cost=0.0004 | ETA 01:52:07 2020-11-13 02:14:32 [INFO] [TRAIN] epoch=44, iter=28450/40000, loss=0.1312, lr=0.003270, batch_cost=0.5784, reader_cost=0.0002 | ETA 01:51:20 2020-11-13 02:14:38 [INFO] [TRAIN] epoch=44, iter=28460/40000, loss=0.2648, lr=0.003267, batch_cost=0.5786, reader_cost=0.0002 | ETA 01:51:17 2020-11-13 02:14:44 [INFO] [TRAIN] epoch=44, iter=28470/40000, loss=0.1941, lr=0.003265, batch_cost=0.5782, reader_cost=0.0002 | ETA 01:51:06 2020-11-13 02:14:49 [INFO] [TRAIN] epoch=44, iter=28480/40000, loss=0.2948, lr=0.003262, batch_cost=0.5752, reader_cost=0.0002 | ETA 01:50:26 2020-11-13 02:14:55 [INFO] [TRAIN] epoch=44, iter=28490/40000, loss=0.1375, lr=0.003259, batch_cost=0.5824, reader_cost=0.0002 | ETA 01:51:43 2020-11-13 02:15:01 [INFO] [TRAIN] epoch=44, iter=28500/40000, loss=0.1401, lr=0.003257, batch_cost=0.5758, reader_cost=0.0002 | ETA 01:50:21 2020-11-13 02:15:07 [INFO] [TRAIN] epoch=44, iter=28510/40000, loss=0.2183, lr=0.003254, batch_cost=0.5797, reader_cost=0.0002 | ETA 01:51:00 2020-11-13 02:15:13 [INFO] [TRAIN] epoch=44, iter=28520/40000, loss=0.2438, lr=0.003252, batch_cost=0.5779, reader_cost=0.0002 | ETA 01:50:34 2020-11-13 02:15:18 [INFO] [TRAIN] epoch=44, iter=28530/40000, loss=0.2192, lr=0.003249, batch_cost=0.5875, reader_cost=0.0002 | ETA 01:52:19 2020-11-13 02:15:24 [INFO] [TRAIN] epoch=44, iter=28540/40000, loss=0.2288, lr=0.003247, batch_cost=0.5828, reader_cost=0.0002 | ETA 01:51:18 2020-11-13 02:15:30 [INFO] [TRAIN] epoch=44, iter=28550/40000, loss=0.2624, lr=0.003244, batch_cost=0.5822, reader_cost=0.0002 | ETA 01:51:06 2020-11-13 02:15:36 [INFO] [TRAIN] epoch=44, iter=28560/40000, loss=0.1919, lr=0.003242, batch_cost=0.5851, reader_cost=0.0002 | ETA 01:51:33 2020-11-13 02:15:42 [INFO] [TRAIN] epoch=44, iter=28570/40000, loss=0.2476, lr=0.003239, batch_cost=0.5815, reader_cost=0.0002 | ETA 01:50:46 2020-11-13 02:15:48 [INFO] [TRAIN] epoch=44, iter=28580/40000, loss=0.2374, lr=0.003237, batch_cost=0.5770, reader_cost=0.0002 | ETA 01:49:49 2020-11-13 02:15:53 [INFO] [TRAIN] epoch=44, iter=28590/40000, loss=0.1697, lr=0.003234, batch_cost=0.5764, reader_cost=0.0002 | ETA 01:49:36 2020-11-13 02:15:59 [INFO] [TRAIN] epoch=44, iter=28600/40000, loss=0.1641, lr=0.003231, batch_cost=0.5736, reader_cost=0.0002 | ETA 01:48:58 2020-11-13 02:16:05 [INFO] [TRAIN] epoch=44, iter=28610/40000, loss=0.2958, lr=0.003229, batch_cost=0.5770, reader_cost=0.0002 | ETA 01:49:32 2020-11-13 02:16:11 [INFO] [TRAIN] epoch=44, iter=28620/40000, loss=0.2192, lr=0.003226, batch_cost=0.5871, reader_cost=0.0002 | ETA 01:51:21 2020-11-13 02:16:16 [INFO] [TRAIN] epoch=44, iter=28630/40000, loss=0.2646, lr=0.003224, batch_cost=0.5792, reader_cost=0.0002 | ETA 01:49:45 2020-11-13 02:16:22 [INFO] [TRAIN] epoch=44, iter=28640/40000, loss=0.1656, lr=0.003221, batch_cost=0.5963, reader_cost=0.0002 | ETA 01:52:53 2020-11-13 02:16:28 [INFO] [TRAIN] epoch=44, iter=28650/40000, loss=0.1844, lr=0.003219, batch_cost=0.5747, reader_cost=0.0002 | ETA 01:48:42 2020-11-13 02:16:34 [INFO] [TRAIN] epoch=44, iter=28660/40000, loss=0.2258, lr=0.003216, batch_cost=0.5840, reader_cost=0.0001 | ETA 01:50:22 2020-11-13 02:16:40 [INFO] [TRAIN] epoch=44, iter=28670/40000, loss=0.1326, lr=0.003214, batch_cost=0.5817, reader_cost=0.0002 | ETA 01:49:50 2020-11-13 02:16:46 [INFO] [TRAIN] epoch=44, iter=28680/40000, loss=0.2007, lr=0.003211, batch_cost=0.5870, reader_cost=0.0002 | ETA 01:50:44 2020-11-13 02:16:52 [INFO] [TRAIN] epoch=44, iter=28690/40000, loss=0.1880, lr=0.003208, batch_cost=0.5847, reader_cost=0.0002 | ETA 01:50:13 2020-11-13 02:16:57 [INFO] [TRAIN] epoch=44, iter=28700/40000, loss=0.1561, lr=0.003206, batch_cost=0.5839, reader_cost=0.0002 | ETA 01:49:57 2020-11-13 02:17:03 [INFO] [TRAIN] epoch=44, iter=28710/40000, loss=0.1505, lr=0.003203, batch_cost=0.5843, reader_cost=0.0002 | ETA 01:49:56 2020-11-13 02:17:09 [INFO] [TRAIN] epoch=44, iter=28720/40000, loss=0.2688, lr=0.003201, batch_cost=0.5716, reader_cost=0.0002 | ETA 01:47:27 2020-11-13 02:17:15 [INFO] [TRAIN] epoch=44, iter=28730/40000, loss=0.1747, lr=0.003198, batch_cost=0.5813, reader_cost=0.0002 | ETA 01:49:11 2020-11-13 02:17:21 [INFO] [TRAIN] epoch=44, iter=28740/40000, loss=0.1722, lr=0.003196, batch_cost=0.5957, reader_cost=0.0002 | ETA 01:51:47 2020-11-13 02:17:27 [INFO] [TRAIN] epoch=44, iter=28750/40000, loss=0.3056, lr=0.003193, batch_cost=0.5842, reader_cost=0.0002 | ETA 01:49:32 2020-11-13 02:17:32 [INFO] [TRAIN] epoch=44, iter=28760/40000, loss=0.1897, lr=0.003191, batch_cost=0.5925, reader_cost=0.0002 | ETA 01:50:59 2020-11-13 02:17:38 [INFO] [TRAIN] epoch=44, iter=28770/40000, loss=0.2693, lr=0.003188, batch_cost=0.5735, reader_cost=0.0002 | ETA 01:47:20 2020-11-13 02:17:44 [INFO] [TRAIN] epoch=44, iter=28780/40000, loss=0.1983, lr=0.003185, batch_cost=0.5753, reader_cost=0.0002 | ETA 01:47:35 2020-11-13 02:17:50 [INFO] [TRAIN] epoch=44, iter=28790/40000, loss=0.1966, lr=0.003183, batch_cost=0.5793, reader_cost=0.0002 | ETA 01:48:14 2020-11-13 02:17:56 [INFO] [TRAIN] epoch=44, iter=28800/40000, loss=0.1599, lr=0.003180, batch_cost=0.5758, reader_cost=0.0002 | ETA 01:47:29 2020-11-13 02:18:01 [INFO] [TRAIN] epoch=44, iter=28810/40000, loss=0.2224, lr=0.003178, batch_cost=0.5784, reader_cost=0.0002 | ETA 01:47:52 2020-11-13 02:18:07 [INFO] [TRAIN] epoch=44, iter=28820/40000, loss=0.1733, lr=0.003175, batch_cost=0.5678, reader_cost=0.0002 | ETA 01:45:48 2020-11-13 02:18:13 [INFO] [TRAIN] epoch=44, iter=28830/40000, loss=0.1493, lr=0.003173, batch_cost=0.5753, reader_cost=0.0002 | ETA 01:47:05 2020-11-13 02:18:19 [INFO] [TRAIN] epoch=44, iter=28840/40000, loss=0.2021, lr=0.003170, batch_cost=0.5802, reader_cost=0.0002 | ETA 01:47:55 2020-11-13 02:18:24 [INFO] [TRAIN] epoch=44, iter=28850/40000, loss=0.3339, lr=0.003168, batch_cost=0.5794, reader_cost=0.0002 | ETA 01:47:40 2020-11-13 02:18:30 [INFO] [TRAIN] epoch=44, iter=28860/40000, loss=0.2833, lr=0.003165, batch_cost=0.5724, reader_cost=0.0002 | ETA 01:46:16 2020-11-13 02:18:35 [INFO] [TRAIN] epoch=44, iter=28870/40000, loss=0.1520, lr=0.003162, batch_cost=0.5154, reader_cost=0.0002 | ETA 01:35:36 2020-11-13 02:18:40 [INFO] [TRAIN] epoch=44, iter=28880/40000, loss=0.2518, lr=0.003160, batch_cost=0.5105, reader_cost=0.0002 | ETA 01:34:36 2020-11-13 02:18:45 [INFO] [TRAIN] epoch=44, iter=28890/40000, loss=0.3305, lr=0.003157, batch_cost=0.5111, reader_cost=0.0002 | ETA 01:34:37 2020-11-13 02:18:51 [INFO] [TRAIN] epoch=44, iter=28900/40000, loss=0.1524, lr=0.003155, batch_cost=0.5084, reader_cost=0.0002 | ETA 01:34:03 2020-11-13 02:18:56 [INFO] [TRAIN] epoch=44, iter=28910/40000, loss=0.2646, lr=0.003152, batch_cost=0.5079, reader_cost=0.0002 | ETA 01:33:52 2020-11-13 02:19:01 [INFO] [TRAIN] epoch=44, iter=28920/40000, loss=0.2668, lr=0.003150, batch_cost=0.5085, reader_cost=0.0002 | ETA 01:33:54 2020-11-13 02:19:06 [INFO] [TRAIN] epoch=44, iter=28930/40000, loss=0.3337, lr=0.003147, batch_cost=0.5105, reader_cost=0.0002 | ETA 01:34:11 2020-11-13 02:19:11 [INFO] [TRAIN] epoch=44, iter=28940/40000, loss=0.1867, lr=0.003145, batch_cost=0.5103, reader_cost=0.0002 | ETA 01:34:03 2020-11-13 02:19:16 [INFO] [TRAIN] epoch=44, iter=28950/40000, loss=0.2656, lr=0.003142, batch_cost=0.5128, reader_cost=0.0002 | ETA 01:34:26 2020-11-13 02:19:21 [INFO] [TRAIN] epoch=44, iter=28960/40000, loss=0.1717, lr=0.003139, batch_cost=0.5140, reader_cost=0.0002 | ETA 01:34:34 2020-11-13 02:19:26 [INFO] [TRAIN] epoch=44, iter=28970/40000, loss=0.2128, lr=0.003137, batch_cost=0.5153, reader_cost=0.0002 | ETA 01:34:43 2020-11-13 02:19:32 [INFO] [TRAIN] epoch=44, iter=28980/40000, loss=0.2389, lr=0.003134, batch_cost=0.5253, reader_cost=0.0002 | ETA 01:36:28 2020-11-13 02:19:37 [INFO] [TRAIN] epoch=44, iter=28990/40000, loss=0.1506, lr=0.003132, batch_cost=0.5178, reader_cost=0.0002 | ETA 01:35:00 2020-11-13 02:19:43 [INFO] [TRAIN] epoch=44, iter=29000/40000, loss=0.1924, lr=0.003129, batch_cost=0.6421, reader_cost=0.0002 | ETA 01:57:43 2020-11-13 02:19:48 [INFO] [TRAIN] epoch=44, iter=29010/40000, loss=0.2151, lr=0.003127, batch_cost=0.5174, reader_cost=0.0002 | ETA 01:34:46 2020-11-13 02:19:54 [INFO] [TRAIN] epoch=44, iter=29020/40000, loss=0.2326, lr=0.003124, batch_cost=0.5321, reader_cost=0.0002 | ETA 01:37:22 2020-11-13 02:19:59 [INFO] [TRAIN] epoch=44, iter=29030/40000, loss=0.2775, lr=0.003122, batch_cost=0.5221, reader_cost=0.0002 | ETA 01:35:27 2020-11-13 02:20:04 [INFO] [TRAIN] epoch=44, iter=29040/40000, loss=0.2280, lr=0.003119, batch_cost=0.5294, reader_cost=0.0002 | ETA 01:36:42 2020-11-13 02:20:09 [INFO] [TRAIN] epoch=44, iter=29050/40000, loss=0.1975, lr=0.003116, batch_cost=0.5188, reader_cost=0.0002 | ETA 01:34:40 2020-11-13 02:20:15 [INFO] [TRAIN] epoch=44, iter=29060/40000, loss=0.2879, lr=0.003114, batch_cost=0.5296, reader_cost=0.0002 | ETA 01:36:33 2020-11-13 02:20:20 [INFO] [TRAIN] epoch=44, iter=29070/40000, loss=0.2181, lr=0.003111, batch_cost=0.5309, reader_cost=0.0002 | ETA 01:36:42 2020-11-13 02:20:25 [INFO] [TRAIN] epoch=44, iter=29080/40000, loss=0.1889, lr=0.003109, batch_cost=0.5145, reader_cost=0.0002 | ETA 01:33:37 2020-11-13 02:20:31 [INFO] [TRAIN] epoch=45, iter=29090/40000, loss=0.2251, lr=0.003106, batch_cost=0.6358, reader_cost=0.0958 | ETA 01:55:36 2020-11-13 02:20:37 [INFO] [TRAIN] epoch=45, iter=29100/40000, loss=0.1429, lr=0.003104, batch_cost=0.5244, reader_cost=0.0004 | ETA 01:35:15 2020-11-13 02:20:42 [INFO] [TRAIN] epoch=45, iter=29110/40000, loss=0.2231, lr=0.003101, batch_cost=0.5253, reader_cost=0.0002 | ETA 01:35:20 2020-11-13 02:20:47 [INFO] [TRAIN] epoch=45, iter=29120/40000, loss=0.2860, lr=0.003098, batch_cost=0.5300, reader_cost=0.0002 | ETA 01:36:06 2020-11-13 02:20:53 [INFO] [TRAIN] epoch=45, iter=29130/40000, loss=0.1963, lr=0.003096, batch_cost=0.5229, reader_cost=0.0002 | ETA 01:34:44 2020-11-13 02:20:58 [INFO] [TRAIN] epoch=45, iter=29140/40000, loss=0.1524, lr=0.003093, batch_cost=0.5222, reader_cost=0.0002 | ETA 01:34:31 2020-11-13 02:21:03 [INFO] [TRAIN] epoch=45, iter=29150/40000, loss=0.3257, lr=0.003091, batch_cost=0.5204, reader_cost=0.0002 | ETA 01:34:06 2020-11-13 02:21:08 [INFO] [TRAIN] epoch=45, iter=29160/40000, loss=0.2494, lr=0.003088, batch_cost=0.5287, reader_cost=0.0002 | ETA 01:35:31 2020-11-13 02:21:14 [INFO] [TRAIN] epoch=45, iter=29170/40000, loss=0.3639, lr=0.003086, batch_cost=0.5324, reader_cost=0.0002 | ETA 01:36:05 2020-11-13 02:21:19 [INFO] [TRAIN] epoch=45, iter=29180/40000, loss=0.1907, lr=0.003083, batch_cost=0.5204, reader_cost=0.0002 | ETA 01:33:50 2020-11-13 02:21:24 [INFO] [TRAIN] epoch=45, iter=29190/40000, loss=0.2750, lr=0.003081, batch_cost=0.5483, reader_cost=0.0002 | ETA 01:38:47 2020-11-13 02:21:29 [INFO] [TRAIN] epoch=45, iter=29200/40000, loss=0.3502, lr=0.003078, batch_cost=0.5253, reader_cost=0.0002 | ETA 01:34:33 2020-11-13 02:21:35 [INFO] [TRAIN] epoch=45, iter=29210/40000, loss=0.1844, lr=0.003075, batch_cost=0.5309, reader_cost=0.0002 | ETA 01:35:28 2020-11-13 02:21:40 [INFO] [TRAIN] epoch=45, iter=29220/40000, loss=0.2327, lr=0.003073, batch_cost=0.5238, reader_cost=0.0002 | ETA 01:34:06 2020-11-13 02:21:45 [INFO] [TRAIN] epoch=45, iter=29230/40000, loss=0.1895, lr=0.003070, batch_cost=0.5240, reader_cost=0.0002 | ETA 01:34:03 2020-11-13 02:21:51 [INFO] [TRAIN] epoch=45, iter=29240/40000, loss=0.2361, lr=0.003068, batch_cost=0.5345, reader_cost=0.0002 | ETA 01:35:51 2020-11-13 02:21:56 [INFO] [TRAIN] epoch=45, iter=29250/40000, loss=0.1738, lr=0.003065, batch_cost=0.5193, reader_cost=0.0002 | ETA 01:33:02 2020-11-13 02:22:01 [INFO] [TRAIN] epoch=45, iter=29260/40000, loss=0.1658, lr=0.003063, batch_cost=0.5265, reader_cost=0.0002 | ETA 01:34:14 2020-11-13 02:22:06 [INFO] [TRAIN] epoch=45, iter=29270/40000, loss=0.2579, lr=0.003060, batch_cost=0.5204, reader_cost=0.0002 | ETA 01:33:03 2020-11-13 02:22:12 [INFO] [TRAIN] epoch=45, iter=29280/40000, loss=0.2252, lr=0.003057, batch_cost=0.5286, reader_cost=0.0002 | ETA 01:34:26 2020-11-13 02:22:17 [INFO] [TRAIN] epoch=45, iter=29290/40000, loss=0.2015, lr=0.003055, batch_cost=0.5257, reader_cost=0.0002 | ETA 01:33:50 2020-11-13 02:22:22 [INFO] [TRAIN] epoch=45, iter=29300/40000, loss=0.1695, lr=0.003052, batch_cost=0.5333, reader_cost=0.0002 | ETA 01:35:06 2020-11-13 02:22:27 [INFO] [TRAIN] epoch=45, iter=29310/40000, loss=0.2135, lr=0.003050, batch_cost=0.5212, reader_cost=0.0002 | ETA 01:32:51 2020-11-13 02:22:33 [INFO] [TRAIN] epoch=45, iter=29320/40000, loss=0.1564, lr=0.003047, batch_cost=0.5394, reader_cost=0.0002 | ETA 01:36:00 2020-11-13 02:22:38 [INFO] [TRAIN] epoch=45, iter=29330/40000, loss=0.2434, lr=0.003045, batch_cost=0.5060, reader_cost=0.0002 | ETA 01:29:58 2020-11-13 02:22:43 [INFO] [TRAIN] epoch=45, iter=29340/40000, loss=0.1561, lr=0.003042, batch_cost=0.5228, reader_cost=0.0002 | ETA 01:32:53 2020-11-13 02:22:48 [INFO] [TRAIN] epoch=45, iter=29350/40000, loss=0.2129, lr=0.003039, batch_cost=0.5211, reader_cost=0.0002 | ETA 01:32:29 2020-11-13 02:22:54 [INFO] [TRAIN] epoch=45, iter=29360/40000, loss=0.2469, lr=0.003037, batch_cost=0.5289, reader_cost=0.0002 | ETA 01:33:47 2020-11-13 02:22:59 [INFO] [TRAIN] epoch=45, iter=29370/40000, loss=0.1907, lr=0.003034, batch_cost=0.5340, reader_cost=0.0002 | ETA 01:34:36 2020-11-13 02:23:04 [INFO] [TRAIN] epoch=45, iter=29380/40000, loss=0.2726, lr=0.003032, batch_cost=0.5289, reader_cost=0.0002 | ETA 01:33:36 2020-11-13 02:23:09 [INFO] [TRAIN] epoch=45, iter=29390/40000, loss=0.1878, lr=0.003029, batch_cost=0.5192, reader_cost=0.0002 | ETA 01:31:48 2020-11-13 02:23:15 [INFO] [TRAIN] epoch=45, iter=29400/40000, loss=0.1560, lr=0.003027, batch_cost=0.5336, reader_cost=0.0002 | ETA 01:34:15 2020-11-13 02:23:20 [INFO] [TRAIN] epoch=45, iter=29410/40000, loss=0.2607, lr=0.003024, batch_cost=0.5362, reader_cost=0.0002 | ETA 01:34:38 2020-11-13 02:23:25 [INFO] [TRAIN] epoch=45, iter=29420/40000, loss=0.1697, lr=0.003021, batch_cost=0.5148, reader_cost=0.0002 | ETA 01:30:46 2020-11-13 02:23:31 [INFO] [TRAIN] epoch=45, iter=29430/40000, loss=0.2646, lr=0.003019, batch_cost=0.5276, reader_cost=0.0002 | ETA 01:32:56 2020-11-13 02:23:36 [INFO] [TRAIN] epoch=45, iter=29440/40000, loss=0.2020, lr=0.003016, batch_cost=0.5206, reader_cost=0.0002 | ETA 01:31:37 2020-11-13 02:23:41 [INFO] [TRAIN] epoch=45, iter=29450/40000, loss=0.2605, lr=0.003014, batch_cost=0.5307, reader_cost=0.0002 | ETA 01:33:19 2020-11-13 02:23:46 [INFO] [TRAIN] epoch=45, iter=29460/40000, loss=0.2054, lr=0.003011, batch_cost=0.5192, reader_cost=0.0002 | ETA 01:31:12 2020-11-13 02:23:51 [INFO] [TRAIN] epoch=45, iter=29470/40000, loss=0.2461, lr=0.003009, batch_cost=0.5278, reader_cost=0.0002 | ETA 01:32:37 2020-11-13 02:23:57 [INFO] [TRAIN] epoch=45, iter=29480/40000, loss=0.3078, lr=0.003006, batch_cost=0.5265, reader_cost=0.0002 | ETA 01:32:18 2020-11-13 02:24:02 [INFO] [TRAIN] epoch=45, iter=29490/40000, loss=0.1935, lr=0.003003, batch_cost=0.5237, reader_cost=0.0002 | ETA 01:31:44 2020-11-13 02:24:07 [INFO] [TRAIN] epoch=45, iter=29500/40000, loss=0.1777, lr=0.003001, batch_cost=0.5206, reader_cost=0.0002 | ETA 01:31:06 2020-11-13 02:24:12 [INFO] [TRAIN] epoch=45, iter=29510/40000, loss=0.2611, lr=0.002998, batch_cost=0.5264, reader_cost=0.0002 | ETA 01:32:01 2020-11-13 02:24:18 [INFO] [TRAIN] epoch=45, iter=29520/40000, loss=0.2265, lr=0.002996, batch_cost=0.5375, reader_cost=0.0002 | ETA 01:33:52 2020-11-13 02:24:23 [INFO] [TRAIN] epoch=45, iter=29530/40000, loss=0.2413, lr=0.002993, batch_cost=0.5270, reader_cost=0.0002 | ETA 01:31:57 2020-11-13 02:24:28 [INFO] [TRAIN] epoch=45, iter=29540/40000, loss=0.2103, lr=0.002991, batch_cost=0.5217, reader_cost=0.0002 | ETA 01:30:56 2020-11-13 02:24:34 [INFO] [TRAIN] epoch=45, iter=29550/40000, loss=0.2439, lr=0.002988, batch_cost=0.5573, reader_cost=0.0002 | ETA 01:37:04 2020-11-13 02:24:39 [INFO] [TRAIN] epoch=45, iter=29560/40000, loss=0.1550, lr=0.002985, batch_cost=0.5494, reader_cost=0.0002 | ETA 01:35:35 2020-11-13 02:24:45 [INFO] [TRAIN] epoch=45, iter=29570/40000, loss=0.1332, lr=0.002983, batch_cost=0.5347, reader_cost=0.0002 | ETA 01:32:57 2020-11-13 02:24:50 [INFO] [TRAIN] epoch=45, iter=29580/40000, loss=0.2205, lr=0.002980, batch_cost=0.5144, reader_cost=0.0002 | ETA 01:29:19 2020-11-13 02:24:55 [INFO] [TRAIN] epoch=45, iter=29590/40000, loss=0.1662, lr=0.002978, batch_cost=0.5276, reader_cost=0.0002 | ETA 01:31:32 2020-11-13 02:25:00 [INFO] [TRAIN] epoch=45, iter=29600/40000, loss=0.1731, lr=0.002975, batch_cost=0.5172, reader_cost=0.0002 | ETA 01:29:39 2020-11-13 02:25:06 [INFO] [TRAIN] epoch=45, iter=29610/40000, loss=0.2482, lr=0.002973, batch_cost=0.5205, reader_cost=0.0002 | ETA 01:30:07 2020-11-13 02:25:11 [INFO] [TRAIN] epoch=45, iter=29620/40000, loss=0.2224, lr=0.002970, batch_cost=0.5259, reader_cost=0.0002 | ETA 01:30:58 2020-11-13 02:25:16 [INFO] [TRAIN] epoch=45, iter=29630/40000, loss=0.2655, lr=0.002967, batch_cost=0.5315, reader_cost=0.0002 | ETA 01:31:51 2020-11-13 02:25:21 [INFO] [TRAIN] epoch=45, iter=29640/40000, loss=0.2638, lr=0.002965, batch_cost=0.5309, reader_cost=0.0002 | ETA 01:31:40 2020-11-13 02:25:27 [INFO] [TRAIN] epoch=45, iter=29650/40000, loss=0.2298, lr=0.002962, batch_cost=0.5287, reader_cost=0.0002 | ETA 01:31:12 2020-11-13 02:25:32 [INFO] [TRAIN] epoch=45, iter=29660/40000, loss=0.1626, lr=0.002960, batch_cost=0.5264, reader_cost=0.0002 | ETA 01:30:43 2020-11-13 02:25:37 [INFO] [TRAIN] epoch=45, iter=29670/40000, loss=0.1713, lr=0.002957, batch_cost=0.5216, reader_cost=0.0002 | ETA 01:29:48 2020-11-13 02:25:42 [INFO] [TRAIN] epoch=45, iter=29680/40000, loss=0.1563, lr=0.002955, batch_cost=0.5208, reader_cost=0.0002 | ETA 01:29:34 2020-11-13 02:25:48 [INFO] [TRAIN] epoch=45, iter=29690/40000, loss=0.1848, lr=0.002952, batch_cost=0.5215, reader_cost=0.0002 | ETA 01:29:36 2020-11-13 02:25:53 [INFO] [TRAIN] epoch=45, iter=29700/40000, loss=0.1923, lr=0.002949, batch_cost=0.5213, reader_cost=0.0002 | ETA 01:29:29 2020-11-13 02:25:58 [INFO] [TRAIN] epoch=45, iter=29710/40000, loss=0.1531, lr=0.002947, batch_cost=0.5250, reader_cost=0.0002 | ETA 01:30:02 2020-11-13 02:26:03 [INFO] [TRAIN] epoch=45, iter=29720/40000, loss=0.1906, lr=0.002944, batch_cost=0.5297, reader_cost=0.0002 | ETA 01:30:45 2020-11-13 02:26:09 [INFO] [TRAIN] epoch=45, iter=29730/40000, loss=0.1551, lr=0.002942, batch_cost=0.5287, reader_cost=0.0002 | ETA 01:30:29 2020-11-13 02:26:15 [INFO] [TRAIN] epoch=45, iter=29740/40000, loss=0.3296, lr=0.002939, batch_cost=0.6785, reader_cost=0.0002 | ETA 01:56:01 2020-11-13 02:26:24 [INFO] [TRAIN] epoch=46, iter=29750/40000, loss=0.1695, lr=0.002937, batch_cost=0.8534, reader_cost=0.0942 | ETA 02:25:47 2020-11-13 02:26:29 [INFO] [TRAIN] epoch=46, iter=29760/40000, loss=0.1288, lr=0.002934, batch_cost=0.5129, reader_cost=0.0004 | ETA 01:27:32 2020-11-13 02:26:34 [INFO] [TRAIN] epoch=46, iter=29770/40000, loss=0.2353, lr=0.002931, batch_cost=0.5263, reader_cost=0.0002 | ETA 01:29:44 2020-11-13 02:26:40 [INFO] [TRAIN] epoch=46, iter=29780/40000, loss=0.1817, lr=0.002929, batch_cost=0.5597, reader_cost=0.0002 | ETA 01:35:19 2020-11-13 02:26:46 [INFO] [TRAIN] epoch=46, iter=29790/40000, loss=0.1789, lr=0.002926, batch_cost=0.5714, reader_cost=0.0002 | ETA 01:37:13 2020-11-13 02:26:51 [INFO] [TRAIN] epoch=46, iter=29800/40000, loss=0.1952, lr=0.002924, batch_cost=0.5205, reader_cost=0.0002 | ETA 01:28:29 2020-11-13 02:26:56 [INFO] [TRAIN] epoch=46, iter=29810/40000, loss=0.2231, lr=0.002921, batch_cost=0.5329, reader_cost=0.0002 | ETA 01:30:30 2020-11-13 02:27:02 [INFO] [TRAIN] epoch=46, iter=29820/40000, loss=0.1687, lr=0.002918, batch_cost=0.5366, reader_cost=0.0002 | ETA 01:31:03 2020-11-13 02:27:07 [INFO] [TRAIN] epoch=46, iter=29830/40000, loss=0.1675, lr=0.002916, batch_cost=0.5516, reader_cost=0.0002 | ETA 01:33:29 2020-11-13 02:27:12 [INFO] [TRAIN] epoch=46, iter=29840/40000, loss=0.2410, lr=0.002913, batch_cost=0.5300, reader_cost=0.0002 | ETA 01:29:44 2020-11-13 02:27:18 [INFO] [TRAIN] epoch=46, iter=29850/40000, loss=0.1926, lr=0.002911, batch_cost=0.5419, reader_cost=0.0002 | ETA 01:31:40 2020-11-13 02:27:24 [INFO] [TRAIN] epoch=46, iter=29860/40000, loss=0.1770, lr=0.002908, batch_cost=0.5694, reader_cost=0.0047 | ETA 01:36:13 2020-11-13 02:27:29 [INFO] [TRAIN] epoch=46, iter=29870/40000, loss=0.2366, lr=0.002906, batch_cost=0.5184, reader_cost=0.0014 | ETA 01:27:31 2020-11-13 02:27:34 [INFO] [TRAIN] epoch=46, iter=29880/40000, loss=0.1989, lr=0.002903, batch_cost=0.5390, reader_cost=0.0035 | ETA 01:30:54 2020-11-13 02:27:40 [INFO] [TRAIN] epoch=46, iter=29890/40000, loss=0.2294, lr=0.002900, batch_cost=0.5413, reader_cost=0.0099 | ETA 01:31:12 2020-11-13 02:27:45 [INFO] [TRAIN] epoch=46, iter=29900/40000, loss=0.2941, lr=0.002898, batch_cost=0.5627, reader_cost=0.0002 | ETA 01:34:43 2020-11-13 02:27:51 [INFO] [TRAIN] epoch=46, iter=29910/40000, loss=0.2956, lr=0.002895, batch_cost=0.5462, reader_cost=0.0002 | ETA 01:31:51 2020-11-13 02:27:56 [INFO] [TRAIN] epoch=46, iter=29920/40000, loss=0.2567, lr=0.002893, batch_cost=0.5325, reader_cost=0.0002 | ETA 01:29:28 2020-11-13 02:28:01 [INFO] [TRAIN] epoch=46, iter=29930/40000, loss=0.1795, lr=0.002890, batch_cost=0.5337, reader_cost=0.0002 | ETA 01:29:34 2020-11-13 02:28:06 [INFO] [TRAIN] epoch=46, iter=29940/40000, loss=0.1537, lr=0.002888, batch_cost=0.5215, reader_cost=0.0002 | ETA 01:27:26 2020-11-13 02:28:12 [INFO] [TRAIN] epoch=46, iter=29950/40000, loss=0.1816, lr=0.002885, batch_cost=0.5269, reader_cost=0.0002 | ETA 01:28:15 2020-11-13 02:28:17 [INFO] [TRAIN] epoch=46, iter=29960/40000, loss=0.1611, lr=0.002882, batch_cost=0.5236, reader_cost=0.0002 | ETA 01:27:37 2020-11-13 02:28:22 [INFO] [TRAIN] epoch=46, iter=29970/40000, loss=0.1679, lr=0.002880, batch_cost=0.5209, reader_cost=0.0002 | ETA 01:27:04 2020-11-13 02:28:27 [INFO] [TRAIN] epoch=46, iter=29980/40000, loss=0.1454, lr=0.002877, batch_cost=0.5109, reader_cost=0.0002 | ETA 01:25:18 2020-11-13 02:28:33 [INFO] [TRAIN] epoch=46, iter=29990/40000, loss=0.1308, lr=0.002875, batch_cost=0.5505, reader_cost=0.0002 | ETA 01:31:50 2020-11-13 02:28:38 [INFO] [TRAIN] epoch=46, iter=30000/40000, loss=0.2067, lr=0.002872, batch_cost=0.5444, reader_cost=0.0002 | ETA 01:30:43 2020-11-13 02:28:39 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 02:29:31 [INFO] [EVAL] #Images=1449 mIoU=0.7124 Acc=0.9340 Kappa=0.8522 2020-11-13 02:29:31 [INFO] [EVAL] Class IoU: [0.9292 0.8454 0.4082 0.8222 0.6411 0.7739 0.8826 0.8056 0.8584 0.3444 0.7987 0.4455 0.7994 0.7507 0.8109 0.8295 0.5785 0.8244 0.3613 0.8056 0.6437] 2020-11-13 02:29:31 [INFO] [EVAL] Class Acc: [0.9545 0.8973 0.4303 0.866 0.7609 0.8699 0.9641 0.892 0.938 0.6569 0.9494 0.7852 0.8944 0.8292 0.9246 0.9101 0.8412 0.9217 0.8191 0.8718 0.7659] 2020-11-13 02:29:33 [INFO] [EVAL] The model with the best validation mIoU (0.7124) was saved at iter 30000. 2020-11-13 02:29:38 [INFO] [TRAIN] epoch=46, iter=30010/40000, loss=0.1817, lr=0.002869, batch_cost=0.5653, reader_cost=0.0004 | ETA 01:34:06 2020-11-13 02:29:44 [INFO] [TRAIN] epoch=46, iter=30020/40000, loss=0.2012, lr=0.002867, batch_cost=0.5711, reader_cost=0.0002 | ETA 01:34:59 2020-11-13 02:29:50 [INFO] [TRAIN] epoch=46, iter=30030/40000, loss=0.1973, lr=0.002864, batch_cost=0.5768, reader_cost=0.0002 | ETA 01:35:50 2020-11-13 02:29:56 [INFO] [TRAIN] epoch=46, iter=30040/40000, loss=0.3234, lr=0.002862, batch_cost=0.5744, reader_cost=0.0002 | ETA 01:35:21 2020-11-13 02:30:01 [INFO] [TRAIN] epoch=46, iter=30050/40000, loss=0.1931, lr=0.002859, batch_cost=0.5798, reader_cost=0.0002 | ETA 01:36:08 2020-11-13 02:30:07 [INFO] [TRAIN] epoch=46, iter=30060/40000, loss=0.2203, lr=0.002856, batch_cost=0.5937, reader_cost=0.0002 | ETA 01:38:21 2020-11-13 02:30:13 [INFO] [TRAIN] epoch=46, iter=30070/40000, loss=0.2100, lr=0.002854, batch_cost=0.5829, reader_cost=0.0002 | ETA 01:36:27 2020-11-13 02:30:19 [INFO] [TRAIN] epoch=46, iter=30080/40000, loss=0.1894, lr=0.002851, batch_cost=0.5818, reader_cost=0.0002 | ETA 01:36:11 2020-11-13 02:30:25 [INFO] [TRAIN] epoch=46, iter=30090/40000, loss=0.2285, lr=0.002849, batch_cost=0.5857, reader_cost=0.0002 | ETA 01:36:44 2020-11-13 02:30:31 [INFO] [TRAIN] epoch=46, iter=30100/40000, loss=0.1918, lr=0.002846, batch_cost=0.5834, reader_cost=0.0002 | ETA 01:36:15 2020-11-13 02:30:37 [INFO] [TRAIN] epoch=46, iter=30110/40000, loss=0.2338, lr=0.002844, batch_cost=0.5815, reader_cost=0.0002 | ETA 01:35:50 2020-11-13 02:30:42 [INFO] [TRAIN] epoch=46, iter=30120/40000, loss=0.2166, lr=0.002841, batch_cost=0.5778, reader_cost=0.0002 | ETA 01:35:08 2020-11-13 02:30:48 [INFO] [TRAIN] epoch=46, iter=30130/40000, loss=0.3063, lr=0.002838, batch_cost=0.5798, reader_cost=0.0002 | ETA 01:35:22 2020-11-13 02:30:54 [INFO] [TRAIN] epoch=46, iter=30140/40000, loss=0.1739, lr=0.002836, batch_cost=0.5778, reader_cost=0.0002 | ETA 01:34:57 2020-11-13 02:31:00 [INFO] [TRAIN] epoch=46, iter=30150/40000, loss=0.2409, lr=0.002833, batch_cost=0.5737, reader_cost=0.0002 | ETA 01:34:10 2020-11-13 02:31:06 [INFO] [TRAIN] epoch=46, iter=30160/40000, loss=0.2777, lr=0.002831, batch_cost=0.5830, reader_cost=0.0002 | ETA 01:35:37 2020-11-13 02:31:11 [INFO] [TRAIN] epoch=46, iter=30170/40000, loss=0.3184, lr=0.002828, batch_cost=0.5884, reader_cost=0.0002 | ETA 01:36:24 2020-11-13 02:31:17 [INFO] [TRAIN] epoch=46, iter=30180/40000, loss=0.3195, lr=0.002825, batch_cost=0.5867, reader_cost=0.0002 | ETA 01:36:00 2020-11-13 02:31:23 [INFO] [TRAIN] epoch=46, iter=30190/40000, loss=0.1899, lr=0.002823, batch_cost=0.5831, reader_cost=0.0002 | ETA 01:35:19 2020-11-13 02:31:29 [INFO] [TRAIN] epoch=46, iter=30200/40000, loss=0.1629, lr=0.002820, batch_cost=0.5740, reader_cost=0.0002 | ETA 01:33:44 2020-11-13 02:31:35 [INFO] [TRAIN] epoch=46, iter=30210/40000, loss=0.2573, lr=0.002818, batch_cost=0.5901, reader_cost=0.0002 | ETA 01:36:16 2020-11-13 02:31:40 [INFO] [TRAIN] epoch=46, iter=30220/40000, loss=0.1601, lr=0.002815, batch_cost=0.5695, reader_cost=0.0016 | ETA 01:32:49 2020-11-13 02:31:46 [INFO] [TRAIN] epoch=46, iter=30230/40000, loss=0.2560, lr=0.002812, batch_cost=0.5770, reader_cost=0.0021 | ETA 01:33:57 2020-11-13 02:31:52 [INFO] [TRAIN] epoch=46, iter=30240/40000, loss=0.1749, lr=0.002810, batch_cost=0.5859, reader_cost=0.0002 | ETA 01:35:18 2020-11-13 02:31:58 [INFO] [TRAIN] epoch=46, iter=30250/40000, loss=0.2521, lr=0.002807, batch_cost=0.5825, reader_cost=0.0002 | ETA 01:34:39 2020-11-13 02:32:04 [INFO] [TRAIN] epoch=46, iter=30260/40000, loss=0.2132, lr=0.002805, batch_cost=0.6048, reader_cost=0.0002 | ETA 01:38:10 2020-11-13 02:32:10 [INFO] [TRAIN] epoch=46, iter=30270/40000, loss=0.2090, lr=0.002802, batch_cost=0.5987, reader_cost=0.0002 | ETA 01:37:05 2020-11-13 02:32:16 [INFO] [TRAIN] epoch=46, iter=30280/40000, loss=0.3759, lr=0.002800, batch_cost=0.6133, reader_cost=0.0020 | ETA 01:39:21 2020-11-13 02:32:22 [INFO] [TRAIN] epoch=46, iter=30290/40000, loss=0.2193, lr=0.002797, batch_cost=0.5905, reader_cost=0.0001 | ETA 01:35:34 2020-11-13 02:32:28 [INFO] [TRAIN] epoch=46, iter=30300/40000, loss=0.1690, lr=0.002794, batch_cost=0.6017, reader_cost=0.0002 | ETA 01:37:16 2020-11-13 02:32:34 [INFO] [TRAIN] epoch=46, iter=30310/40000, loss=0.2374, lr=0.002792, batch_cost=0.5977, reader_cost=0.0001 | ETA 01:36:32 2020-11-13 02:32:40 [INFO] [TRAIN] epoch=46, iter=30320/40000, loss=0.2103, lr=0.002789, batch_cost=0.6018, reader_cost=0.0002 | ETA 01:37:05 2020-11-13 02:32:46 [INFO] [TRAIN] epoch=46, iter=30330/40000, loss=0.2040, lr=0.002787, batch_cost=0.5829, reader_cost=0.0001 | ETA 01:33:56 2020-11-13 02:32:51 [INFO] [TRAIN] epoch=46, iter=30340/40000, loss=0.1900, lr=0.002784, batch_cost=0.5669, reader_cost=0.0001 | ETA 01:31:16 2020-11-13 02:32:57 [INFO] [TRAIN] epoch=46, iter=30350/40000, loss=0.2426, lr=0.002781, batch_cost=0.5702, reader_cost=0.0001 | ETA 01:31:42 2020-11-13 02:33:03 [INFO] [TRAIN] epoch=46, iter=30360/40000, loss=0.2103, lr=0.002779, batch_cost=0.5693, reader_cost=0.0001 | ETA 01:31:27 2020-11-13 02:33:09 [INFO] [TRAIN] epoch=46, iter=30370/40000, loss=0.2556, lr=0.002776, batch_cost=0.5699, reader_cost=0.0001 | ETA 01:31:27 2020-11-13 02:33:14 [INFO] [TRAIN] epoch=46, iter=30380/40000, loss=0.2554, lr=0.002774, batch_cost=0.5740, reader_cost=0.0001 | ETA 01:32:01 2020-11-13 02:33:20 [INFO] [TRAIN] epoch=46, iter=30390/40000, loss=0.2336, lr=0.002771, batch_cost=0.5728, reader_cost=0.0001 | ETA 01:31:44 2020-11-13 02:33:26 [INFO] [TRAIN] epoch=46, iter=30400/40000, loss=0.1760, lr=0.002768, batch_cost=0.5702, reader_cost=0.0004 | ETA 01:31:13 2020-11-13 02:33:33 [INFO] [TRAIN] epoch=47, iter=30410/40000, loss=0.1427, lr=0.002766, batch_cost=0.6822, reader_cost=0.1003 | ETA 01:49:01 2020-11-13 02:33:38 [INFO] [TRAIN] epoch=47, iter=30420/40000, loss=0.2314, lr=0.002763, batch_cost=0.5748, reader_cost=0.0005 | ETA 01:31:46 2020-11-13 02:33:44 [INFO] [TRAIN] epoch=47, iter=30430/40000, loss=0.1526, lr=0.002761, batch_cost=0.5773, reader_cost=0.0002 | ETA 01:32:04 2020-11-13 02:33:50 [INFO] [TRAIN] epoch=47, iter=30440/40000, loss=0.1783, lr=0.002758, batch_cost=0.5731, reader_cost=0.0002 | ETA 01:31:18 2020-11-13 02:33:56 [INFO] [TRAIN] epoch=47, iter=30450/40000, loss=0.1844, lr=0.002755, batch_cost=0.5766, reader_cost=0.0002 | ETA 01:31:46 2020-11-13 02:34:01 [INFO] [TRAIN] epoch=47, iter=30460/40000, loss=0.3311, lr=0.002753, batch_cost=0.5762, reader_cost=0.0002 | ETA 01:31:36 2020-11-13 02:34:07 [INFO] [TRAIN] epoch=47, iter=30470/40000, loss=0.1752, lr=0.002750, batch_cost=0.5768, reader_cost=0.0002 | ETA 01:31:36 2020-11-13 02:34:13 [INFO] [TRAIN] epoch=47, iter=30480/40000, loss=0.2060, lr=0.002748, batch_cost=0.5745, reader_cost=0.0002 | ETA 01:31:08 2020-11-13 02:34:19 [INFO] [TRAIN] epoch=47, iter=30490/40000, loss=0.3233, lr=0.002745, batch_cost=0.5802, reader_cost=0.0002 | ETA 01:31:57 2020-11-13 02:34:25 [INFO] [TRAIN] epoch=47, iter=30500/40000, loss=0.2830, lr=0.002742, batch_cost=0.5866, reader_cost=0.0002 | ETA 01:32:52 2020-11-13 02:34:30 [INFO] [TRAIN] epoch=47, iter=30510/40000, loss=0.2816, lr=0.002740, batch_cost=0.5746, reader_cost=0.0002 | ETA 01:30:53 2020-11-13 02:34:36 [INFO] [TRAIN] epoch=47, iter=30520/40000, loss=0.2993, lr=0.002737, batch_cost=0.5763, reader_cost=0.0002 | ETA 01:31:03 2020-11-13 02:34:42 [INFO] [TRAIN] epoch=47, iter=30530/40000, loss=0.2128, lr=0.002735, batch_cost=0.5844, reader_cost=0.0002 | ETA 01:32:14 2020-11-13 02:34:48 [INFO] [TRAIN] epoch=47, iter=30540/40000, loss=0.1051, lr=0.002732, batch_cost=0.5752, reader_cost=0.0002 | ETA 01:30:41 2020-11-13 02:34:53 [INFO] [TRAIN] epoch=47, iter=30550/40000, loss=0.1842, lr=0.002729, batch_cost=0.5779, reader_cost=0.0002 | ETA 01:31:01 2020-11-13 02:34:59 [INFO] [TRAIN] epoch=47, iter=30560/40000, loss=0.2538, lr=0.002727, batch_cost=0.5742, reader_cost=0.0002 | ETA 01:30:20 2020-11-13 02:35:05 [INFO] [TRAIN] epoch=47, iter=30570/40000, loss=0.2215, lr=0.002724, batch_cost=0.5768, reader_cost=0.0002 | ETA 01:30:39 2020-11-13 02:35:11 [INFO] [TRAIN] epoch=47, iter=30580/40000, loss=0.2003, lr=0.002722, batch_cost=0.5731, reader_cost=0.0002 | ETA 01:29:58 2020-11-13 02:35:16 [INFO] [TRAIN] epoch=47, iter=30590/40000, loss=0.1633, lr=0.002719, batch_cost=0.5817, reader_cost=0.0002 | ETA 01:31:14 2020-11-13 02:35:22 [INFO] [TRAIN] epoch=47, iter=30600/40000, loss=0.2214, lr=0.002716, batch_cost=0.5770, reader_cost=0.0002 | ETA 01:30:23 2020-11-13 02:35:28 [INFO] [TRAIN] epoch=47, iter=30610/40000, loss=0.1644, lr=0.002714, batch_cost=0.5737, reader_cost=0.0002 | ETA 01:29:47 2020-11-13 02:35:34 [INFO] [TRAIN] epoch=47, iter=30620/40000, loss=0.2079, lr=0.002711, batch_cost=0.5770, reader_cost=0.0002 | ETA 01:30:11 2020-11-13 02:35:40 [INFO] [TRAIN] epoch=47, iter=30630/40000, loss=0.1953, lr=0.002709, batch_cost=0.5787, reader_cost=0.0002 | ETA 01:30:22 2020-11-13 02:35:45 [INFO] [TRAIN] epoch=47, iter=30640/40000, loss=0.1777, lr=0.002706, batch_cost=0.5756, reader_cost=0.0002 | ETA 01:29:47 2020-11-13 02:35:51 [INFO] [TRAIN] epoch=47, iter=30650/40000, loss=0.1689, lr=0.002703, batch_cost=0.5842, reader_cost=0.0002 | ETA 01:31:02 2020-11-13 02:35:57 [INFO] [TRAIN] epoch=47, iter=30660/40000, loss=0.1966, lr=0.002701, batch_cost=0.5752, reader_cost=0.0002 | ETA 01:29:32 2020-11-13 02:36:03 [INFO] [TRAIN] epoch=47, iter=30670/40000, loss=0.1530, lr=0.002698, batch_cost=0.5757, reader_cost=0.0002 | ETA 01:29:31 2020-11-13 02:36:08 [INFO] [TRAIN] epoch=47, iter=30680/40000, loss=0.2683, lr=0.002696, batch_cost=0.5792, reader_cost=0.0002 | ETA 01:29:58 2020-11-13 02:36:14 [INFO] [TRAIN] epoch=47, iter=30690/40000, loss=0.1785, lr=0.002693, batch_cost=0.5872, reader_cost=0.0002 | ETA 01:31:06 2020-11-13 02:36:20 [INFO] [TRAIN] epoch=47, iter=30700/40000, loss=0.3173, lr=0.002690, batch_cost=0.5815, reader_cost=0.0002 | ETA 01:30:07 2020-11-13 02:36:25 [INFO] [TRAIN] epoch=47, iter=30710/40000, loss=0.1857, lr=0.002688, batch_cost=0.5123, reader_cost=0.0002 | ETA 01:19:19 2020-11-13 02:36:31 [INFO] [TRAIN] epoch=47, iter=30720/40000, loss=0.1970, lr=0.002685, batch_cost=0.5391, reader_cost=0.0002 | ETA 01:23:22 2020-11-13 02:36:36 [INFO] [TRAIN] epoch=47, iter=30730/40000, loss=0.2334, lr=0.002683, batch_cost=0.5329, reader_cost=0.0002 | ETA 01:22:20 2020-11-13 02:36:41 [INFO] [TRAIN] epoch=47, iter=30740/40000, loss=0.2190, lr=0.002680, batch_cost=0.5425, reader_cost=0.0002 | ETA 01:23:43 2020-11-13 02:36:47 [INFO] [TRAIN] epoch=47, iter=30750/40000, loss=0.2407, lr=0.002677, batch_cost=0.5572, reader_cost=0.0002 | ETA 01:25:54 2020-11-13 02:36:52 [INFO] [TRAIN] epoch=47, iter=30760/40000, loss=0.2245, lr=0.002675, batch_cost=0.5390, reader_cost=0.0002 | ETA 01:23:00 2020-11-13 02:36:58 [INFO] [TRAIN] epoch=47, iter=30770/40000, loss=0.1885, lr=0.002672, batch_cost=0.5289, reader_cost=0.0002 | ETA 01:21:22 2020-11-13 02:37:03 [INFO] [TRAIN] epoch=47, iter=30780/40000, loss=0.1477, lr=0.002670, batch_cost=0.5444, reader_cost=0.0002 | ETA 01:23:39 2020-11-13 02:37:09 [INFO] [TRAIN] epoch=47, iter=30790/40000, loss=0.1456, lr=0.002667, batch_cost=0.5563, reader_cost=0.0002 | ETA 01:25:23 2020-11-13 02:37:14 [INFO] [TRAIN] epoch=47, iter=30800/40000, loss=0.2243, lr=0.002664, batch_cost=0.5398, reader_cost=0.0002 | ETA 01:22:46 2020-11-13 02:37:20 [INFO] [TRAIN] epoch=47, iter=30810/40000, loss=0.1869, lr=0.002662, batch_cost=0.5608, reader_cost=0.0002 | ETA 01:25:53 2020-11-13 02:37:25 [INFO] [TRAIN] epoch=47, iter=30820/40000, loss=0.1629, lr=0.002659, batch_cost=0.5341, reader_cost=0.0002 | ETA 01:21:42 2020-11-13 02:37:30 [INFO] [TRAIN] epoch=47, iter=30830/40000, loss=0.1737, lr=0.002657, batch_cost=0.5320, reader_cost=0.0002 | ETA 01:21:18 2020-11-13 02:37:36 [INFO] [TRAIN] epoch=47, iter=30840/40000, loss=0.2060, lr=0.002654, batch_cost=0.5329, reader_cost=0.0002 | ETA 01:21:21 2020-11-13 02:37:41 [INFO] [TRAIN] epoch=47, iter=30850/40000, loss=0.2244, lr=0.002651, batch_cost=0.5293, reader_cost=0.0002 | ETA 01:20:43 2020-11-13 02:37:46 [INFO] [TRAIN] epoch=47, iter=30860/40000, loss=0.1608, lr=0.002649, batch_cost=0.5356, reader_cost=0.0002 | ETA 01:21:35 2020-11-13 02:37:52 [INFO] [TRAIN] epoch=47, iter=30870/40000, loss=0.2160, lr=0.002646, batch_cost=0.5318, reader_cost=0.0002 | ETA 01:20:55 2020-11-13 02:37:57 [INFO] [TRAIN] epoch=47, iter=30880/40000, loss=0.2321, lr=0.002644, batch_cost=0.5388, reader_cost=0.0002 | ETA 01:21:53 2020-11-13 02:38:02 [INFO] [TRAIN] epoch=47, iter=30890/40000, loss=0.2051, lr=0.002641, batch_cost=0.5391, reader_cost=0.0002 | ETA 01:21:50 2020-11-13 02:38:08 [INFO] [TRAIN] epoch=47, iter=30900/40000, loss=0.1712, lr=0.002638, batch_cost=0.5375, reader_cost=0.0002 | ETA 01:21:31 2020-11-13 02:38:13 [INFO] [TRAIN] epoch=47, iter=30910/40000, loss=0.2194, lr=0.002636, batch_cost=0.5377, reader_cost=0.0002 | ETA 01:21:28 2020-11-13 02:38:19 [INFO] [TRAIN] epoch=47, iter=30920/40000, loss=0.2005, lr=0.002633, batch_cost=0.5403, reader_cost=0.0002 | ETA 01:21:46 2020-11-13 02:38:24 [INFO] [TRAIN] epoch=47, iter=30930/40000, loss=0.1891, lr=0.002630, batch_cost=0.5266, reader_cost=0.0002 | ETA 01:19:36 2020-11-13 02:38:29 [INFO] [TRAIN] epoch=47, iter=30940/40000, loss=0.1843, lr=0.002628, batch_cost=0.5221, reader_cost=0.0002 | ETA 01:18:50 2020-11-13 02:38:34 [INFO] [TRAIN] epoch=47, iter=30950/40000, loss=0.1804, lr=0.002625, batch_cost=0.5259, reader_cost=0.0002 | ETA 01:19:19 2020-11-13 02:38:39 [INFO] [TRAIN] epoch=47, iter=30960/40000, loss=0.2880, lr=0.002623, batch_cost=0.5156, reader_cost=0.0002 | ETA 01:17:40 2020-11-13 02:38:45 [INFO] [TRAIN] epoch=47, iter=30970/40000, loss=0.1662, lr=0.002620, batch_cost=0.5477, reader_cost=0.0002 | ETA 01:22:25 2020-11-13 02:38:50 [INFO] [TRAIN] epoch=47, iter=30980/40000, loss=0.1754, lr=0.002617, batch_cost=0.5520, reader_cost=0.0002 | ETA 01:22:59 2020-11-13 02:38:56 [INFO] [TRAIN] epoch=47, iter=30990/40000, loss=0.2498, lr=0.002615, batch_cost=0.5578, reader_cost=0.0002 | ETA 01:23:45 2020-11-13 02:39:02 [INFO] [TRAIN] epoch=47, iter=31000/40000, loss=0.2213, lr=0.002612, batch_cost=0.5779, reader_cost=0.0002 | ETA 01:26:41 2020-11-13 02:39:08 [INFO] [TRAIN] epoch=47, iter=31010/40000, loss=0.1681, lr=0.002610, batch_cost=0.5823, reader_cost=0.0002 | ETA 01:27:14 2020-11-13 02:39:14 [INFO] [TRAIN] epoch=47, iter=31020/40000, loss=0.1946, lr=0.002607, batch_cost=0.5853, reader_cost=0.0001 | ETA 01:27:36 2020-11-13 02:39:19 [INFO] [TRAIN] epoch=47, iter=31030/40000, loss=0.2353, lr=0.002604, batch_cost=0.5605, reader_cost=0.0002 | ETA 01:23:47 2020-11-13 02:39:24 [INFO] [TRAIN] epoch=47, iter=31040/40000, loss=0.2031, lr=0.002602, batch_cost=0.5307, reader_cost=0.0002 | ETA 01:19:15 2020-11-13 02:39:30 [INFO] [TRAIN] epoch=47, iter=31050/40000, loss=0.1853, lr=0.002599, batch_cost=0.5212, reader_cost=0.0002 | ETA 01:17:44 2020-11-13 02:39:35 [INFO] [TRAIN] epoch=47, iter=31060/40000, loss=0.1849, lr=0.002597, batch_cost=0.5253, reader_cost=0.0009 | ETA 01:18:15 2020-11-13 02:39:41 [INFO] [TRAIN] epoch=48, iter=31070/40000, loss=0.2112, lr=0.002594, batch_cost=0.5991, reader_cost=0.0762 | ETA 01:29:10 2020-11-13 02:39:46 [INFO] [TRAIN] epoch=48, iter=31080/40000, loss=0.1191, lr=0.002591, batch_cost=0.5169, reader_cost=0.0004 | ETA 01:16:50 2020-11-13 02:39:51 [INFO] [TRAIN] epoch=48, iter=31090/40000, loss=0.2074, lr=0.002589, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:15:42 2020-11-13 02:39:56 [INFO] [TRAIN] epoch=48, iter=31100/40000, loss=0.3110, lr=0.002586, batch_cost=0.5151, reader_cost=0.0002 | ETA 01:16:24 2020-11-13 02:40:01 [INFO] [TRAIN] epoch=48, iter=31110/40000, loss=0.1784, lr=0.002583, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:15:32 2020-11-13 02:40:06 [INFO] [TRAIN] epoch=48, iter=31120/40000, loss=0.3441, lr=0.002581, batch_cost=0.5098, reader_cost=0.0002 | ETA 01:15:26 2020-11-13 02:40:12 [INFO] [TRAIN] epoch=48, iter=31130/40000, loss=0.1966, lr=0.002578, batch_cost=0.5062, reader_cost=0.0002 | ETA 01:14:50 2020-11-13 02:40:17 [INFO] [TRAIN] epoch=48, iter=31140/40000, loss=0.1337, lr=0.002576, batch_cost=0.5151, reader_cost=0.0002 | ETA 01:16:03 2020-11-13 02:40:22 [INFO] [TRAIN] epoch=48, iter=31150/40000, loss=0.2117, lr=0.002573, batch_cost=0.5179, reader_cost=0.0002 | ETA 01:16:23 2020-11-13 02:40:27 [INFO] [TRAIN] epoch=48, iter=31160/40000, loss=0.2119, lr=0.002570, batch_cost=0.5152, reader_cost=0.0002 | ETA 01:15:54 2020-11-13 02:40:32 [INFO] [TRAIN] epoch=48, iter=31170/40000, loss=0.2311, lr=0.002568, batch_cost=0.5232, reader_cost=0.0002 | ETA 01:16:59 2020-11-13 02:40:37 [INFO] [TRAIN] epoch=48, iter=31180/40000, loss=0.1798, lr=0.002565, batch_cost=0.5113, reader_cost=0.0002 | ETA 01:15:09 2020-11-13 02:40:43 [INFO] [TRAIN] epoch=48, iter=31190/40000, loss=0.1241, lr=0.002563, batch_cost=0.5119, reader_cost=0.0002 | ETA 01:15:10 2020-11-13 02:40:48 [INFO] [TRAIN] epoch=48, iter=31200/40000, loss=0.1711, lr=0.002560, batch_cost=0.5170, reader_cost=0.0002 | ETA 01:15:49 2020-11-13 02:40:53 [INFO] [TRAIN] epoch=48, iter=31210/40000, loss=0.1495, lr=0.002557, batch_cost=0.5122, reader_cost=0.0002 | ETA 01:15:02 2020-11-13 02:40:58 [INFO] [TRAIN] epoch=48, iter=31220/40000, loss=0.4124, lr=0.002555, batch_cost=0.5079, reader_cost=0.0002 | ETA 01:14:19 2020-11-13 02:41:03 [INFO] [TRAIN] epoch=48, iter=31230/40000, loss=0.1288, lr=0.002552, batch_cost=0.5114, reader_cost=0.0002 | ETA 01:14:45 2020-11-13 02:41:08 [INFO] [TRAIN] epoch=48, iter=31240/40000, loss=0.1950, lr=0.002549, batch_cost=0.5159, reader_cost=0.0002 | ETA 01:15:19 2020-11-13 02:41:13 [INFO] [TRAIN] epoch=48, iter=31250/40000, loss=0.1977, lr=0.002547, batch_cost=0.5195, reader_cost=0.0002 | ETA 01:15:45 2020-11-13 02:41:18 [INFO] [TRAIN] epoch=48, iter=31260/40000, loss=0.1525, lr=0.002544, batch_cost=0.5145, reader_cost=0.0002 | ETA 01:14:57 2020-11-13 02:41:24 [INFO] [TRAIN] epoch=48, iter=31270/40000, loss=0.1835, lr=0.002542, batch_cost=0.5124, reader_cost=0.0002 | ETA 01:14:32 2020-11-13 02:41:29 [INFO] [TRAIN] epoch=48, iter=31280/40000, loss=0.1858, lr=0.002539, batch_cost=0.5115, reader_cost=0.0002 | ETA 01:14:19 2020-11-13 02:41:34 [INFO] [TRAIN] epoch=48, iter=31290/40000, loss=0.2195, lr=0.002536, batch_cost=0.5237, reader_cost=0.0002 | ETA 01:16:01 2020-11-13 02:41:39 [INFO] [TRAIN] epoch=48, iter=31300/40000, loss=0.2227, lr=0.002534, batch_cost=0.5119, reader_cost=0.0001 | ETA 01:14:13 2020-11-13 02:41:44 [INFO] [TRAIN] epoch=48, iter=31310/40000, loss=0.2066, lr=0.002531, batch_cost=0.5368, reader_cost=0.0002 | ETA 01:17:45 2020-11-13 02:41:50 [INFO] [TRAIN] epoch=48, iter=31320/40000, loss=0.1663, lr=0.002528, batch_cost=0.5273, reader_cost=0.0002 | ETA 01:16:17 2020-11-13 02:41:55 [INFO] [TRAIN] epoch=48, iter=31330/40000, loss=0.3236, lr=0.002526, batch_cost=0.5351, reader_cost=0.0002 | ETA 01:17:19 2020-11-13 02:42:00 [INFO] [TRAIN] epoch=48, iter=31340/40000, loss=0.1834, lr=0.002523, batch_cost=0.5013, reader_cost=0.0002 | ETA 01:12:21 2020-11-13 02:42:05 [INFO] [TRAIN] epoch=48, iter=31350/40000, loss=0.1526, lr=0.002521, batch_cost=0.5068, reader_cost=0.0002 | ETA 01:13:03 2020-11-13 02:42:10 [INFO] [TRAIN] epoch=48, iter=31360/40000, loss=0.1877, lr=0.002518, batch_cost=0.5006, reader_cost=0.0002 | ETA 01:12:05 2020-11-13 02:42:15 [INFO] [TRAIN] epoch=48, iter=31370/40000, loss=0.2401, lr=0.002515, batch_cost=0.5068, reader_cost=0.0002 | ETA 01:12:54 2020-11-13 02:42:20 [INFO] [TRAIN] epoch=48, iter=31380/40000, loss=0.1934, lr=0.002513, batch_cost=0.5096, reader_cost=0.0002 | ETA 01:13:12 2020-11-13 02:42:25 [INFO] [TRAIN] epoch=48, iter=31390/40000, loss=0.2102, lr=0.002510, batch_cost=0.5124, reader_cost=0.0002 | ETA 01:13:31 2020-11-13 02:42:31 [INFO] [TRAIN] epoch=48, iter=31400/40000, loss=0.1570, lr=0.002507, batch_cost=0.5050, reader_cost=0.0002 | ETA 01:12:22 2020-11-13 02:42:36 [INFO] [TRAIN] epoch=48, iter=31410/40000, loss=0.2361, lr=0.002505, batch_cost=0.5383, reader_cost=0.0002 | ETA 01:17:04 2020-11-13 02:42:41 [INFO] [TRAIN] epoch=48, iter=31420/40000, loss=0.2940, lr=0.002502, batch_cost=0.4999, reader_cost=0.0002 | ETA 01:11:28 2020-11-13 02:42:46 [INFO] [TRAIN] epoch=48, iter=31430/40000, loss=0.2186, lr=0.002500, batch_cost=0.5034, reader_cost=0.0002 | ETA 01:11:53 2020-11-13 02:42:51 [INFO] [TRAIN] epoch=48, iter=31440/40000, loss=0.2592, lr=0.002497, batch_cost=0.4999, reader_cost=0.0002 | ETA 01:11:19 2020-11-13 02:42:56 [INFO] [TRAIN] epoch=48, iter=31450/40000, loss=0.1699, lr=0.002494, batch_cost=0.5049, reader_cost=0.0002 | ETA 01:11:57 2020-11-13 02:43:01 [INFO] [TRAIN] epoch=48, iter=31460/40000, loss=0.1690, lr=0.002492, batch_cost=0.5258, reader_cost=0.0002 | ETA 01:14:50 2020-11-13 02:43:06 [INFO] [TRAIN] epoch=48, iter=31470/40000, loss=0.1623, lr=0.002489, batch_cost=0.5028, reader_cost=0.0002 | ETA 01:11:29 2020-11-13 02:43:11 [INFO] [TRAIN] epoch=48, iter=31480/40000, loss=0.2212, lr=0.002486, batch_cost=0.5017, reader_cost=0.0002 | ETA 01:11:14 2020-11-13 02:43:16 [INFO] [TRAIN] epoch=48, iter=31490/40000, loss=0.1415, lr=0.002484, batch_cost=0.5104, reader_cost=0.0002 | ETA 01:12:23 2020-11-13 02:43:21 [INFO] [TRAIN] epoch=48, iter=31500/40000, loss=0.2343, lr=0.002481, batch_cost=0.5058, reader_cost=0.0002 | ETA 01:11:39 2020-11-13 02:43:27 [INFO] [TRAIN] epoch=48, iter=31510/40000, loss=0.1605, lr=0.002479, batch_cost=0.5294, reader_cost=0.0002 | ETA 01:14:54 2020-11-13 02:43:32 [INFO] [TRAIN] epoch=48, iter=31520/40000, loss=0.1792, lr=0.002476, batch_cost=0.5275, reader_cost=0.0002 | ETA 01:14:32 2020-11-13 02:43:37 [INFO] [TRAIN] epoch=48, iter=31530/40000, loss=0.1612, lr=0.002473, batch_cost=0.5017, reader_cost=0.0002 | ETA 01:10:49 2020-11-13 02:43:42 [INFO] [TRAIN] epoch=48, iter=31540/40000, loss=0.1789, lr=0.002471, batch_cost=0.5026, reader_cost=0.0002 | ETA 01:10:52 2020-11-13 02:43:47 [INFO] [TRAIN] epoch=48, iter=31550/40000, loss=0.1636, lr=0.002468, batch_cost=0.5192, reader_cost=0.0002 | ETA 01:13:06 2020-11-13 02:43:52 [INFO] [TRAIN] epoch=48, iter=31560/40000, loss=0.2083, lr=0.002465, batch_cost=0.5021, reader_cost=0.0002 | ETA 01:10:37 2020-11-13 02:43:57 [INFO] [TRAIN] epoch=48, iter=31570/40000, loss=0.1989, lr=0.002463, batch_cost=0.5036, reader_cost=0.0002 | ETA 01:10:45 2020-11-13 02:44:02 [INFO] [TRAIN] epoch=48, iter=31580/40000, loss=0.2771, lr=0.002460, batch_cost=0.5034, reader_cost=0.0002 | ETA 01:10:38 2020-11-13 02:44:07 [INFO] [TRAIN] epoch=48, iter=31590/40000, loss=0.1819, lr=0.002458, batch_cost=0.5019, reader_cost=0.0002 | ETA 01:10:21 2020-11-13 02:44:12 [INFO] [TRAIN] epoch=48, iter=31600/40000, loss=0.2163, lr=0.002455, batch_cost=0.5043, reader_cost=0.0002 | ETA 01:10:36 2020-11-13 02:44:18 [INFO] [TRAIN] epoch=48, iter=31610/40000, loss=0.1769, lr=0.002452, batch_cost=0.5105, reader_cost=0.0002 | ETA 01:11:23 2020-11-13 02:44:23 [INFO] [TRAIN] epoch=48, iter=31620/40000, loss=0.1237, lr=0.002450, batch_cost=0.5064, reader_cost=0.0002 | ETA 01:10:43 2020-11-13 02:44:28 [INFO] [TRAIN] epoch=48, iter=31630/40000, loss=0.2095, lr=0.002447, batch_cost=0.5042, reader_cost=0.0002 | ETA 01:10:20 2020-11-13 02:44:33 [INFO] [TRAIN] epoch=48, iter=31640/40000, loss=0.1779, lr=0.002444, batch_cost=0.5094, reader_cost=0.0002 | ETA 01:10:58 2020-11-13 02:44:38 [INFO] [TRAIN] epoch=48, iter=31650/40000, loss=0.1802, lr=0.002442, batch_cost=0.5041, reader_cost=0.0002 | ETA 01:10:09 2020-11-13 02:44:43 [INFO] [TRAIN] epoch=48, iter=31660/40000, loss=0.1621, lr=0.002439, batch_cost=0.5097, reader_cost=0.0002 | ETA 01:10:51 2020-11-13 02:44:48 [INFO] [TRAIN] epoch=48, iter=31670/40000, loss=0.1893, lr=0.002437, batch_cost=0.5103, reader_cost=0.0002 | ETA 01:10:50 2020-11-13 02:44:53 [INFO] [TRAIN] epoch=48, iter=31680/40000, loss=0.2728, lr=0.002434, batch_cost=0.5201, reader_cost=0.0002 | ETA 01:12:07 2020-11-13 02:44:58 [INFO] [TRAIN] epoch=48, iter=31690/40000, loss=0.2274, lr=0.002431, batch_cost=0.5097, reader_cost=0.0002 | ETA 01:10:35 2020-11-13 02:45:03 [INFO] [TRAIN] epoch=48, iter=31700/40000, loss=0.1856, lr=0.002429, batch_cost=0.5185, reader_cost=0.0002 | ETA 01:11:43 2020-11-13 02:45:09 [INFO] [TRAIN] epoch=48, iter=31710/40000, loss=0.1991, lr=0.002426, batch_cost=0.5112, reader_cost=0.0002 | ETA 01:10:37 2020-11-13 02:45:14 [INFO] [TRAIN] epoch=48, iter=31720/40000, loss=0.2184, lr=0.002423, batch_cost=0.5273, reader_cost=0.0002 | ETA 01:12:45 2020-11-13 02:45:20 [INFO] [TRAIN] epoch=49, iter=31730/40000, loss=0.1513, lr=0.002421, batch_cost=0.6383, reader_cost=0.0848 | ETA 01:27:58 2020-11-13 02:45:26 [INFO] [TRAIN] epoch=49, iter=31740/40000, loss=0.2072, lr=0.002418, batch_cost=0.5822, reader_cost=0.0005 | ETA 01:20:09 2020-11-13 02:45:32 [INFO] [TRAIN] epoch=49, iter=31750/40000, loss=0.2153, lr=0.002415, batch_cost=0.5900, reader_cost=0.0002 | ETA 01:21:07 2020-11-13 02:45:38 [INFO] [TRAIN] epoch=49, iter=31760/40000, loss=0.1891, lr=0.002413, batch_cost=0.5857, reader_cost=0.0002 | ETA 01:20:26 2020-11-13 02:45:44 [INFO] [TRAIN] epoch=49, iter=31770/40000, loss=0.2208, lr=0.002410, batch_cost=0.5859, reader_cost=0.0002 | ETA 01:20:22 2020-11-13 02:45:50 [INFO] [TRAIN] epoch=49, iter=31780/40000, loss=0.1714, lr=0.002408, batch_cost=0.5880, reader_cost=0.0002 | ETA 01:20:33 2020-11-13 02:45:55 [INFO] [TRAIN] epoch=49, iter=31790/40000, loss=0.1356, lr=0.002405, batch_cost=0.5818, reader_cost=0.0002 | ETA 01:19:36 2020-11-13 02:46:01 [INFO] [TRAIN] epoch=49, iter=31800/40000, loss=0.1563, lr=0.002402, batch_cost=0.5758, reader_cost=0.0002 | ETA 01:18:41 2020-11-13 02:46:07 [INFO] [TRAIN] epoch=49, iter=31810/40000, loss=0.1701, lr=0.002400, batch_cost=0.5812, reader_cost=0.0002 | ETA 01:19:20 2020-11-13 02:46:17 [INFO] [TRAIN] epoch=49, iter=31820/40000, loss=0.1619, lr=0.002397, batch_cost=1.0339, reader_cost=0.0002 | ETA 02:20:57 2020-11-13 02:46:26 [INFO] [TRAIN] epoch=49, iter=31830/40000, loss=0.2613, lr=0.002394, batch_cost=0.8780, reader_cost=0.0002 | ETA 01:59:32 2020-11-13 02:46:35 [INFO] [TRAIN] epoch=49, iter=31840/40000, loss=0.1776, lr=0.002392, batch_cost=0.8763, reader_cost=0.0002 | ETA 01:59:10 2020-11-13 02:46:44 [INFO] [TRAIN] epoch=49, iter=31850/40000, loss=0.1457, lr=0.002389, batch_cost=0.8773, reader_cost=0.0002 | ETA 01:59:10 2020-11-13 02:46:52 [INFO] [TRAIN] epoch=49, iter=31860/40000, loss=0.1841, lr=0.002386, batch_cost=0.8742, reader_cost=0.0002 | ETA 01:58:36 2020-11-13 02:47:01 [INFO] [TRAIN] epoch=49, iter=31870/40000, loss=0.3993, lr=0.002384, batch_cost=0.8736, reader_cost=0.0002 | ETA 01:58:22 2020-11-13 02:47:10 [INFO] [TRAIN] epoch=49, iter=31880/40000, loss=0.1848, lr=0.002381, batch_cost=0.8744, reader_cost=0.0002 | ETA 01:58:20 2020-11-13 02:47:19 [INFO] [TRAIN] epoch=49, iter=31890/40000, loss=0.1716, lr=0.002379, batch_cost=0.8753, reader_cost=0.0002 | ETA 01:58:18 2020-11-13 02:47:27 [INFO] [TRAIN] epoch=49, iter=31900/40000, loss=0.1998, lr=0.002376, batch_cost=0.8748, reader_cost=0.0002 | ETA 01:58:06 2020-11-13 02:47:36 [INFO] [TRAIN] epoch=49, iter=31910/40000, loss=0.1587, lr=0.002373, batch_cost=0.8817, reader_cost=0.0002 | ETA 01:58:52 2020-11-13 02:47:45 [INFO] [TRAIN] epoch=49, iter=31920/40000, loss=0.1753, lr=0.002371, batch_cost=0.8757, reader_cost=0.0002 | ETA 01:57:55 2020-11-13 02:47:54 [INFO] [TRAIN] epoch=49, iter=31930/40000, loss=0.1410, lr=0.002368, batch_cost=0.8759, reader_cost=0.0002 | ETA 01:57:48 2020-11-13 02:48:02 [INFO] [TRAIN] epoch=49, iter=31940/40000, loss=0.1747, lr=0.002365, batch_cost=0.8734, reader_cost=0.0002 | ETA 01:57:19 2020-11-13 02:48:11 [INFO] [TRAIN] epoch=49, iter=31950/40000, loss=0.1796, lr=0.002363, batch_cost=0.8746, reader_cost=0.0002 | ETA 01:57:20 2020-11-13 02:48:20 [INFO] [TRAIN] epoch=49, iter=31960/40000, loss=0.1311, lr=0.002360, batch_cost=0.8765, reader_cost=0.0002 | ETA 01:57:26 2020-11-13 02:48:29 [INFO] [TRAIN] epoch=49, iter=31970/40000, loss=0.1264, lr=0.002357, batch_cost=0.8763, reader_cost=0.0002 | ETA 01:57:16 2020-11-13 02:48:37 [INFO] [TRAIN] epoch=49, iter=31980/40000, loss=0.1765, lr=0.002355, batch_cost=0.8749, reader_cost=0.0002 | ETA 01:56:56 2020-11-13 02:48:46 [INFO] [TRAIN] epoch=49, iter=31990/40000, loss=0.1529, lr=0.002352, batch_cost=0.8739, reader_cost=0.0002 | ETA 01:56:39 2020-11-13 02:48:55 [INFO] [TRAIN] epoch=49, iter=32000/40000, loss=0.2075, lr=0.002350, batch_cost=0.8724, reader_cost=0.0002 | ETA 01:56:19 2020-11-13 02:48:55 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 02:49:48 [INFO] [EVAL] #Images=1449 mIoU=0.7225 Acc=0.9359 Kappa=0.8570 2020-11-13 02:49:48 [INFO] [EVAL] Class IoU: [0.9329 0.8498 0.4275 0.8302 0.7099 0.7517 0.8972 0.8285 0.8741 0.3902 0.7752 0.366 0.7461 0.7997 0.7582 0.8378 0.6487 0.7709 0.4638 0.7857 0.7274] 2020-11-13 02:49:48 [INFO] [EVAL] Class Acc: [0.9573 0.9043 0.4473 0.9583 0.8383 0.9283 0.9464 0.9036 0.9375 0.5758 0.9287 0.9377 0.7956 0.9323 0.859 0.9306 0.7823 0.9361 0.6971 0.9153 0.8896] 2020-11-13 02:49:50 [INFO] [EVAL] The model with the best validation mIoU (0.7225) was saved at iter 32000. 2020-11-13 02:49:56 [INFO] [TRAIN] epoch=49, iter=32010/40000, loss=0.2248, lr=0.002347, batch_cost=0.5796, reader_cost=0.0004 | ETA 01:17:11 2020-11-13 02:50:02 [INFO] [TRAIN] epoch=49, iter=32020/40000, loss=0.1964, lr=0.002344, batch_cost=0.5971, reader_cost=0.0001 | ETA 01:19:24 2020-11-13 02:50:08 [INFO] [TRAIN] epoch=49, iter=32030/40000, loss=0.2137, lr=0.002342, batch_cost=0.6016, reader_cost=0.0002 | ETA 01:19:54 2020-11-13 02:50:14 [INFO] [TRAIN] epoch=49, iter=32040/40000, loss=0.1660, lr=0.002339, batch_cost=0.5796, reader_cost=0.0002 | ETA 01:16:53 2020-11-13 02:50:19 [INFO] [TRAIN] epoch=49, iter=32050/40000, loss=0.1958, lr=0.002336, batch_cost=0.5838, reader_cost=0.0002 | ETA 01:17:20 2020-11-13 02:50:25 [INFO] [TRAIN] epoch=49, iter=32060/40000, loss=0.2611, lr=0.002334, batch_cost=0.5787, reader_cost=0.0002 | ETA 01:16:34 2020-11-13 02:50:31 [INFO] [TRAIN] epoch=49, iter=32070/40000, loss=0.1967, lr=0.002331, batch_cost=0.5772, reader_cost=0.0002 | ETA 01:16:17 2020-11-13 02:50:37 [INFO] [TRAIN] epoch=49, iter=32080/40000, loss=0.2314, lr=0.002328, batch_cost=0.5792, reader_cost=0.0002 | ETA 01:16:27 2020-11-13 02:50:43 [INFO] [TRAIN] epoch=49, iter=32090/40000, loss=0.3112, lr=0.002326, batch_cost=0.5817, reader_cost=0.0002 | ETA 01:16:41 2020-11-13 02:50:48 [INFO] [TRAIN] epoch=49, iter=32100/40000, loss=0.2424, lr=0.002323, batch_cost=0.5819, reader_cost=0.0002 | ETA 01:16:36 2020-11-13 02:50:54 [INFO] [TRAIN] epoch=49, iter=32110/40000, loss=0.2123, lr=0.002320, batch_cost=0.5901, reader_cost=0.0002 | ETA 01:17:36 2020-11-13 02:51:00 [INFO] [TRAIN] epoch=49, iter=32120/40000, loss=0.1779, lr=0.002318, batch_cost=0.5815, reader_cost=0.0002 | ETA 01:16:22 2020-11-13 02:51:06 [INFO] [TRAIN] epoch=49, iter=32130/40000, loss=0.1587, lr=0.002315, batch_cost=0.5947, reader_cost=0.0002 | ETA 01:18:00 2020-11-13 02:51:12 [INFO] [TRAIN] epoch=49, iter=32140/40000, loss=0.1546, lr=0.002312, batch_cost=0.5911, reader_cost=0.0002 | ETA 01:17:25 2020-11-13 02:51:18 [INFO] [TRAIN] epoch=49, iter=32150/40000, loss=0.1890, lr=0.002310, batch_cost=0.6032, reader_cost=0.0002 | ETA 01:18:54 2020-11-13 02:51:24 [INFO] [TRAIN] epoch=49, iter=32160/40000, loss=0.2884, lr=0.002307, batch_cost=0.5939, reader_cost=0.0002 | ETA 01:17:36 2020-11-13 02:51:30 [INFO] [TRAIN] epoch=49, iter=32170/40000, loss=0.1461, lr=0.002305, batch_cost=0.5690, reader_cost=0.0002 | ETA 01:14:15 2020-11-13 02:51:35 [INFO] [TRAIN] epoch=49, iter=32180/40000, loss=0.1775, lr=0.002302, batch_cost=0.5744, reader_cost=0.0001 | ETA 01:14:51 2020-11-13 02:51:41 [INFO] [TRAIN] epoch=49, iter=32190/40000, loss=0.1688, lr=0.002299, batch_cost=0.5680, reader_cost=0.0002 | ETA 01:13:56 2020-11-13 02:51:47 [INFO] [TRAIN] epoch=49, iter=32200/40000, loss=0.2157, lr=0.002297, batch_cost=0.5734, reader_cost=0.0002 | ETA 01:14:32 2020-11-13 02:51:53 [INFO] [TRAIN] epoch=49, iter=32210/40000, loss=0.1739, lr=0.002294, batch_cost=0.5732, reader_cost=0.0002 | ETA 01:14:25 2020-11-13 02:51:58 [INFO] [TRAIN] epoch=49, iter=32220/40000, loss=0.1550, lr=0.002291, batch_cost=0.5715, reader_cost=0.0002 | ETA 01:14:06 2020-11-13 02:52:04 [INFO] [TRAIN] epoch=49, iter=32230/40000, loss=0.1758, lr=0.002289, batch_cost=0.5771, reader_cost=0.0002 | ETA 01:14:43 2020-11-13 02:52:10 [INFO] [TRAIN] epoch=49, iter=32240/40000, loss=0.2570, lr=0.002286, batch_cost=0.5730, reader_cost=0.0002 | ETA 01:14:06 2020-11-13 02:52:16 [INFO] [TRAIN] epoch=49, iter=32250/40000, loss=0.1918, lr=0.002283, batch_cost=0.5805, reader_cost=0.0011 | ETA 01:14:58 2020-11-13 02:52:21 [INFO] [TRAIN] epoch=49, iter=32260/40000, loss=0.2013, lr=0.002281, batch_cost=0.5859, reader_cost=0.0001 | ETA 01:15:34 2020-11-13 02:52:27 [INFO] [TRAIN] epoch=49, iter=32270/40000, loss=0.1673, lr=0.002278, batch_cost=0.5964, reader_cost=0.0001 | ETA 01:16:50 2020-11-13 02:52:33 [INFO] [TRAIN] epoch=49, iter=32280/40000, loss=0.1440, lr=0.002275, batch_cost=0.5817, reader_cost=0.0001 | ETA 01:14:50 2020-11-13 02:52:39 [INFO] [TRAIN] epoch=49, iter=32290/40000, loss=0.1792, lr=0.002273, batch_cost=0.5853, reader_cost=0.0001 | ETA 01:15:13 2020-11-13 02:52:45 [INFO] [TRAIN] epoch=49, iter=32300/40000, loss=0.1597, lr=0.002270, batch_cost=0.5871, reader_cost=0.0002 | ETA 01:15:20 2020-11-13 02:52:51 [INFO] [TRAIN] epoch=49, iter=32310/40000, loss=0.1786, lr=0.002267, batch_cost=0.5765, reader_cost=0.0001 | ETA 01:13:53 2020-11-13 02:52:57 [INFO] [TRAIN] epoch=49, iter=32320/40000, loss=0.2009, lr=0.002265, batch_cost=0.5890, reader_cost=0.0002 | ETA 01:15:23 2020-11-13 02:53:02 [INFO] [TRAIN] epoch=49, iter=32330/40000, loss=0.1464, lr=0.002262, batch_cost=0.5740, reader_cost=0.0021 | ETA 01:13:22 2020-11-13 02:53:08 [INFO] [TRAIN] epoch=49, iter=32340/40000, loss=0.2063, lr=0.002259, batch_cost=0.5826, reader_cost=0.0002 | ETA 01:14:22 2020-11-13 02:53:14 [INFO] [TRAIN] epoch=49, iter=32350/40000, loss=0.4189, lr=0.002257, batch_cost=0.5762, reader_cost=0.0002 | ETA 01:13:27 2020-11-13 02:53:20 [INFO] [TRAIN] epoch=49, iter=32360/40000, loss=0.2024, lr=0.002254, batch_cost=0.5813, reader_cost=0.0002 | ETA 01:14:01 2020-11-13 02:53:25 [INFO] [TRAIN] epoch=49, iter=32370/40000, loss=0.2120, lr=0.002251, batch_cost=0.5736, reader_cost=0.0001 | ETA 01:12:56 2020-11-13 02:53:31 [INFO] [TRAIN] epoch=49, iter=32380/40000, loss=0.2326, lr=0.002249, batch_cost=0.5746, reader_cost=0.0001 | ETA 01:12:58 2020-11-13 02:53:38 [INFO] [TRAIN] epoch=50, iter=32390/40000, loss=0.1398, lr=0.002246, batch_cost=0.6670, reader_cost=0.0988 | ETA 01:24:35 2020-11-13 02:53:44 [INFO] [TRAIN] epoch=50, iter=32400/40000, loss=0.1334, lr=0.002244, batch_cost=0.5751, reader_cost=0.0004 | ETA 01:12:50 2020-11-13 02:53:49 [INFO] [TRAIN] epoch=50, iter=32410/40000, loss=0.1885, lr=0.002241, batch_cost=0.5705, reader_cost=0.0001 | ETA 01:12:10 2020-11-13 02:53:55 [INFO] [TRAIN] epoch=50, iter=32420/40000, loss=0.2742, lr=0.002238, batch_cost=0.5788, reader_cost=0.0001 | ETA 01:13:07 2020-11-13 02:54:01 [INFO] [TRAIN] epoch=50, iter=32430/40000, loss=0.1982, lr=0.002236, batch_cost=0.5960, reader_cost=0.0002 | ETA 01:15:11 2020-11-13 02:54:07 [INFO] [TRAIN] epoch=50, iter=32440/40000, loss=0.3171, lr=0.002233, batch_cost=0.5838, reader_cost=0.0001 | ETA 01:13:33 2020-11-13 02:54:13 [INFO] [TRAIN] epoch=50, iter=32450/40000, loss=0.1986, lr=0.002230, batch_cost=0.5775, reader_cost=0.0001 | ETA 01:12:39 2020-11-13 02:54:19 [INFO] [TRAIN] epoch=50, iter=32460/40000, loss=0.2297, lr=0.002228, batch_cost=0.5872, reader_cost=0.0002 | ETA 01:13:47 2020-11-13 02:54:24 [INFO] [TRAIN] epoch=50, iter=32470/40000, loss=0.1518, lr=0.002225, batch_cost=0.5783, reader_cost=0.0002 | ETA 01:12:34 2020-11-13 02:54:30 [INFO] [TRAIN] epoch=50, iter=32480/40000, loss=0.1575, lr=0.002222, batch_cost=0.5809, reader_cost=0.0002 | ETA 01:12:48 2020-11-13 02:54:36 [INFO] [TRAIN] epoch=50, iter=32490/40000, loss=0.2249, lr=0.002220, batch_cost=0.5834, reader_cost=0.0002 | ETA 01:13:01 2020-11-13 02:54:42 [INFO] [TRAIN] epoch=50, iter=32500/40000, loss=0.2543, lr=0.002217, batch_cost=0.5811, reader_cost=0.0002 | ETA 01:12:38 2020-11-13 02:54:48 [INFO] [TRAIN] epoch=50, iter=32510/40000, loss=0.2173, lr=0.002214, batch_cost=0.5755, reader_cost=0.0002 | ETA 01:11:50 2020-11-13 02:54:53 [INFO] [TRAIN] epoch=50, iter=32520/40000, loss=0.1771, lr=0.002212, batch_cost=0.5823, reader_cost=0.0002 | ETA 01:12:35 2020-11-13 02:54:59 [INFO] [TRAIN] epoch=50, iter=32530/40000, loss=0.1419, lr=0.002209, batch_cost=0.5872, reader_cost=0.0002 | ETA 01:13:06 2020-11-13 02:55:05 [INFO] [TRAIN] epoch=50, iter=32540/40000, loss=0.1492, lr=0.002206, batch_cost=0.5867, reader_cost=0.0002 | ETA 01:12:56 2020-11-13 02:55:11 [INFO] [TRAIN] epoch=50, iter=32550/40000, loss=0.2599, lr=0.002204, batch_cost=0.5746, reader_cost=0.0002 | ETA 01:11:20 2020-11-13 02:55:17 [INFO] [TRAIN] epoch=50, iter=32560/40000, loss=0.1717, lr=0.002201, batch_cost=0.5883, reader_cost=0.0002 | ETA 01:12:56 2020-11-13 02:55:23 [INFO] [TRAIN] epoch=50, iter=32570/40000, loss=0.1799, lr=0.002198, batch_cost=0.5796, reader_cost=0.0002 | ETA 01:11:46 2020-11-13 02:55:28 [INFO] [TRAIN] epoch=50, iter=32580/40000, loss=0.1563, lr=0.002196, batch_cost=0.5833, reader_cost=0.0002 | ETA 01:12:07 2020-11-13 02:55:34 [INFO] [TRAIN] epoch=50, iter=32590/40000, loss=0.1733, lr=0.002193, batch_cost=0.5808, reader_cost=0.0002 | ETA 01:11:43 2020-11-13 02:55:40 [INFO] [TRAIN] epoch=50, iter=32600/40000, loss=0.1923, lr=0.002190, batch_cost=0.5797, reader_cost=0.0002 | ETA 01:11:29 2020-11-13 02:55:46 [INFO] [TRAIN] epoch=50, iter=32610/40000, loss=0.1832, lr=0.002188, batch_cost=0.5787, reader_cost=0.0002 | ETA 01:11:16 2020-11-13 02:55:51 [INFO] [TRAIN] epoch=50, iter=32620/40000, loss=0.1861, lr=0.002185, batch_cost=0.5710, reader_cost=0.0002 | ETA 01:10:14 2020-11-13 02:55:57 [INFO] [TRAIN] epoch=50, iter=32630/40000, loss=0.1968, lr=0.002182, batch_cost=0.5747, reader_cost=0.0002 | ETA 01:10:35 2020-11-13 02:56:03 [INFO] [TRAIN] epoch=50, iter=32640/40000, loss=0.2137, lr=0.002180, batch_cost=0.5726, reader_cost=0.0028 | ETA 01:10:14 2020-11-13 02:56:09 [INFO] [TRAIN] epoch=50, iter=32650/40000, loss=0.1544, lr=0.002177, batch_cost=0.5787, reader_cost=0.0002 | ETA 01:10:53 2020-11-13 02:56:15 [INFO] [TRAIN] epoch=50, iter=32660/40000, loss=0.2065, lr=0.002174, batch_cost=0.5847, reader_cost=0.0037 | ETA 01:11:32 2020-11-13 02:56:20 [INFO] [TRAIN] epoch=50, iter=32670/40000, loss=0.1884, lr=0.002172, batch_cost=0.5832, reader_cost=0.0002 | ETA 01:11:14 2020-11-13 02:56:26 [INFO] [TRAIN] epoch=50, iter=32680/40000, loss=0.1477, lr=0.002169, batch_cost=0.5870, reader_cost=0.0010 | ETA 01:11:36 2020-11-13 02:56:32 [INFO] [TRAIN] epoch=50, iter=32690/40000, loss=0.1478, lr=0.002166, batch_cost=0.5726, reader_cost=0.0038 | ETA 01:09:45 2020-11-13 02:56:38 [INFO] [TRAIN] epoch=50, iter=32700/40000, loss=0.1829, lr=0.002164, batch_cost=0.5812, reader_cost=0.0002 | ETA 01:10:42 2020-11-13 02:56:44 [INFO] [TRAIN] epoch=50, iter=32710/40000, loss=0.1226, lr=0.002161, batch_cost=0.5706, reader_cost=0.0002 | ETA 01:09:19 2020-11-13 02:56:49 [INFO] [TRAIN] epoch=50, iter=32720/40000, loss=0.1961, lr=0.002158, batch_cost=0.5749, reader_cost=0.0075 | ETA 01:09:45 2020-11-13 02:56:55 [INFO] [TRAIN] epoch=50, iter=32730/40000, loss=0.1667, lr=0.002156, batch_cost=0.5765, reader_cost=0.0028 | ETA 01:09:51 2020-11-13 02:57:01 [INFO] [TRAIN] epoch=50, iter=32740/40000, loss=0.1833, lr=0.002153, batch_cost=0.5694, reader_cost=0.0002 | ETA 01:08:53 2020-11-13 02:57:07 [INFO] [TRAIN] epoch=50, iter=32750/40000, loss=0.1546, lr=0.002150, batch_cost=0.5766, reader_cost=0.0002 | ETA 01:09:40 2020-11-13 02:57:12 [INFO] [TRAIN] epoch=50, iter=32760/40000, loss=0.2253, lr=0.002148, batch_cost=0.5731, reader_cost=0.0002 | ETA 01:09:09 2020-11-13 02:57:18 [INFO] [TRAIN] epoch=50, iter=32770/40000, loss=0.1479, lr=0.002145, batch_cost=0.5775, reader_cost=0.0002 | ETA 01:09:35 2020-11-13 02:57:24 [INFO] [TRAIN] epoch=50, iter=32780/40000, loss=0.1848, lr=0.002142, batch_cost=0.5765, reader_cost=0.0002 | ETA 01:09:22 2020-11-13 02:57:30 [INFO] [TRAIN] epoch=50, iter=32790/40000, loss=0.1668, lr=0.002140, batch_cost=0.5721, reader_cost=0.0002 | ETA 01:08:44 2020-11-13 02:57:35 [INFO] [TRAIN] epoch=50, iter=32800/40000, loss=0.2114, lr=0.002137, batch_cost=0.5757, reader_cost=0.0002 | ETA 01:09:04 2020-11-13 02:57:41 [INFO] [TRAIN] epoch=50, iter=32810/40000, loss=0.1945, lr=0.002134, batch_cost=0.5708, reader_cost=0.0002 | ETA 01:08:24 2020-11-13 02:57:47 [INFO] [TRAIN] epoch=50, iter=32820/40000, loss=0.1831, lr=0.002132, batch_cost=0.5740, reader_cost=0.0002 | ETA 01:08:41 2020-11-13 02:57:52 [INFO] [TRAIN] epoch=50, iter=32830/40000, loss=0.1890, lr=0.002129, batch_cost=0.5709, reader_cost=0.0002 | ETA 01:08:13 2020-11-13 02:57:58 [INFO] [TRAIN] epoch=50, iter=32840/40000, loss=0.2644, lr=0.002126, batch_cost=0.5725, reader_cost=0.0002 | ETA 01:08:19 2020-11-13 02:58:04 [INFO] [TRAIN] epoch=50, iter=32850/40000, loss=0.2428, lr=0.002124, batch_cost=0.5748, reader_cost=0.0002 | ETA 01:08:29 2020-11-13 02:58:10 [INFO] [TRAIN] epoch=50, iter=32860/40000, loss=0.1646, lr=0.002121, batch_cost=0.5678, reader_cost=0.0002 | ETA 01:07:34 2020-11-13 02:58:15 [INFO] [TRAIN] epoch=50, iter=32870/40000, loss=0.2657, lr=0.002118, batch_cost=0.5766, reader_cost=0.0002 | ETA 01:08:31 2020-11-13 02:58:21 [INFO] [TRAIN] epoch=50, iter=32880/40000, loss=0.2584, lr=0.002116, batch_cost=0.5765, reader_cost=0.0002 | ETA 01:08:24 2020-11-13 02:58:27 [INFO] [TRAIN] epoch=50, iter=32890/40000, loss=0.2138, lr=0.002113, batch_cost=0.5722, reader_cost=0.0002 | ETA 01:07:48 2020-11-13 02:58:33 [INFO] [TRAIN] epoch=50, iter=32900/40000, loss=0.2371, lr=0.002110, batch_cost=0.5752, reader_cost=0.0002 | ETA 01:08:04 2020-11-13 02:58:38 [INFO] [TRAIN] epoch=50, iter=32910/40000, loss=0.1543, lr=0.002108, batch_cost=0.5758, reader_cost=0.0002 | ETA 01:08:02 2020-11-13 02:58:44 [INFO] [TRAIN] epoch=50, iter=32920/40000, loss=0.1396, lr=0.002105, batch_cost=0.5746, reader_cost=0.0002 | ETA 01:07:47 2020-11-13 02:58:50 [INFO] [TRAIN] epoch=50, iter=32930/40000, loss=0.1676, lr=0.002102, batch_cost=0.5691, reader_cost=0.0002 | ETA 01:07:03 2020-11-13 02:58:56 [INFO] [TRAIN] epoch=50, iter=32940/40000, loss=0.1149, lr=0.002100, batch_cost=0.5731, reader_cost=0.0002 | ETA 01:07:26 2020-11-13 02:59:01 [INFO] [TRAIN] epoch=50, iter=32950/40000, loss=0.2843, lr=0.002097, batch_cost=0.5685, reader_cost=0.0002 | ETA 01:06:47 2020-11-13 02:59:07 [INFO] [TRAIN] epoch=50, iter=32960/40000, loss=0.1334, lr=0.002094, batch_cost=0.5718, reader_cost=0.0002 | ETA 01:07:05 2020-11-13 02:59:13 [INFO] [TRAIN] epoch=50, iter=32970/40000, loss=0.1829, lr=0.002092, batch_cost=0.5784, reader_cost=0.0002 | ETA 01:07:46 2020-11-13 02:59:19 [INFO] [TRAIN] epoch=50, iter=32980/40000, loss=0.1725, lr=0.002089, batch_cost=0.5808, reader_cost=0.0002 | ETA 01:07:57 2020-11-13 02:59:24 [INFO] [TRAIN] epoch=50, iter=32990/40000, loss=0.1792, lr=0.002086, batch_cost=0.5844, reader_cost=0.0002 | ETA 01:08:16 2020-11-13 02:59:30 [INFO] [TRAIN] epoch=50, iter=33000/40000, loss=0.1535, lr=0.002083, batch_cost=0.5783, reader_cost=0.0002 | ETA 01:07:28 2020-11-13 02:59:36 [INFO] [TRAIN] epoch=50, iter=33010/40000, loss=0.2402, lr=0.002081, batch_cost=0.5850, reader_cost=0.0002 | ETA 01:08:09 2020-11-13 02:59:42 [INFO] [TRAIN] epoch=50, iter=33020/40000, loss=0.3086, lr=0.002078, batch_cost=0.5769, reader_cost=0.0002 | ETA 01:07:06 2020-11-13 02:59:48 [INFO] [TRAIN] epoch=50, iter=33030/40000, loss=0.1702, lr=0.002075, batch_cost=0.5817, reader_cost=0.0002 | ETA 01:07:34 2020-11-13 02:59:53 [INFO] [TRAIN] epoch=50, iter=33040/40000, loss=0.1938, lr=0.002073, batch_cost=0.5784, reader_cost=0.0002 | ETA 01:07:05 2020-11-13 02:59:59 [INFO] [TRAIN] epoch=50, iter=33050/40000, loss=0.1437, lr=0.002070, batch_cost=0.5670, reader_cost=0.0001 | ETA 01:05:40 2020-11-13 03:00:06 [INFO] [TRAIN] epoch=51, iter=33060/40000, loss=0.1208, lr=0.002067, batch_cost=0.6936, reader_cost=0.0881 | ETA 01:20:13 2020-11-13 03:00:12 [INFO] [TRAIN] epoch=51, iter=33070/40000, loss=0.1298, lr=0.002065, batch_cost=0.5758, reader_cost=0.0004 | ETA 01:06:30 2020-11-13 03:00:18 [INFO] [TRAIN] epoch=51, iter=33080/40000, loss=0.2368, lr=0.002062, batch_cost=0.5820, reader_cost=0.0002 | ETA 01:07:07 2020-11-13 03:00:23 [INFO] [TRAIN] epoch=51, iter=33090/40000, loss=0.2020, lr=0.002059, batch_cost=0.5767, reader_cost=0.0002 | ETA 01:06:25 2020-11-13 03:00:29 [INFO] [TRAIN] epoch=51, iter=33100/40000, loss=0.2389, lr=0.002057, batch_cost=0.5745, reader_cost=0.0002 | ETA 01:06:03 2020-11-13 03:00:35 [INFO] [TRAIN] epoch=51, iter=33110/40000, loss=0.2031, lr=0.002054, batch_cost=0.5792, reader_cost=0.0002 | ETA 01:06:30 2020-11-13 03:00:41 [INFO] [TRAIN] epoch=51, iter=33120/40000, loss=0.1998, lr=0.002051, batch_cost=0.5746, reader_cost=0.0001 | ETA 01:05:52 2020-11-13 03:00:46 [INFO] [TRAIN] epoch=51, iter=33130/40000, loss=0.1659, lr=0.002049, batch_cost=0.5793, reader_cost=0.0001 | ETA 01:06:19 2020-11-13 03:00:52 [INFO] [TRAIN] epoch=51, iter=33140/40000, loss=0.1441, lr=0.002046, batch_cost=0.6052, reader_cost=0.0002 | ETA 01:09:11 2020-11-13 03:00:58 [INFO] [TRAIN] epoch=51, iter=33150/40000, loss=0.2515, lr=0.002043, batch_cost=0.5867, reader_cost=0.0001 | ETA 01:06:58 2020-11-13 03:01:04 [INFO] [TRAIN] epoch=51, iter=33160/40000, loss=0.1904, lr=0.002041, batch_cost=0.6129, reader_cost=0.0002 | ETA 01:09:52 2020-11-13 03:01:10 [INFO] [TRAIN] epoch=51, iter=33170/40000, loss=0.1882, lr=0.002038, batch_cost=0.5940, reader_cost=0.0001 | ETA 01:07:37 2020-11-13 03:01:16 [INFO] [TRAIN] epoch=51, iter=33180/40000, loss=0.2245, lr=0.002035, batch_cost=0.5871, reader_cost=0.0001 | ETA 01:06:43 2020-11-13 03:01:22 [INFO] [TRAIN] epoch=51, iter=33190/40000, loss=0.1614, lr=0.002033, batch_cost=0.5951, reader_cost=0.0002 | ETA 01:07:32 2020-11-13 03:01:28 [INFO] [TRAIN] epoch=51, iter=33200/40000, loss=0.2333, lr=0.002030, batch_cost=0.5947, reader_cost=0.0002 | ETA 01:07:23 2020-11-13 03:01:34 [INFO] [TRAIN] epoch=51, iter=33210/40000, loss=0.1431, lr=0.002027, batch_cost=0.6020, reader_cost=0.0001 | ETA 01:08:07 2020-11-13 03:01:40 [INFO] [TRAIN] epoch=51, iter=33220/40000, loss=0.1678, lr=0.002024, batch_cost=0.6110, reader_cost=0.0001 | ETA 01:09:02 2020-11-13 03:01:47 [INFO] [TRAIN] epoch=51, iter=33230/40000, loss=0.1220, lr=0.002022, batch_cost=0.6272, reader_cost=0.0002 | ETA 01:10:46 2020-11-13 03:01:53 [INFO] [TRAIN] epoch=51, iter=33240/40000, loss=0.2452, lr=0.002019, batch_cost=0.6023, reader_cost=0.0001 | ETA 01:07:51 2020-11-13 03:01:59 [INFO] [TRAIN] epoch=51, iter=33250/40000, loss=0.1680, lr=0.002016, batch_cost=0.6255, reader_cost=0.0001 | ETA 01:10:22 2020-11-13 03:02:05 [INFO] [TRAIN] epoch=51, iter=33260/40000, loss=0.1847, lr=0.002014, batch_cost=0.6093, reader_cost=0.0001 | ETA 01:08:26 2020-11-13 03:02:11 [INFO] [TRAIN] epoch=51, iter=33270/40000, loss=0.1316, lr=0.002011, batch_cost=0.6210, reader_cost=0.0001 | ETA 01:09:39 2020-11-13 03:02:17 [INFO] [TRAIN] epoch=51, iter=33280/40000, loss=0.1428, lr=0.002008, batch_cost=0.6207, reader_cost=0.0001 | ETA 01:09:31 2020-11-13 03:02:24 [INFO] [TRAIN] epoch=51, iter=33290/40000, loss=0.1503, lr=0.002006, batch_cost=0.6358, reader_cost=0.0002 | ETA 01:11:06 2020-11-13 03:02:30 [INFO] [TRAIN] epoch=51, iter=33300/40000, loss=0.1586, lr=0.002003, batch_cost=0.6137, reader_cost=0.0002 | ETA 01:08:31 2020-11-13 03:02:36 [INFO] [TRAIN] epoch=51, iter=33310/40000, loss=0.1679, lr=0.002000, batch_cost=0.6368, reader_cost=0.0002 | ETA 01:11:00 2020-11-13 03:02:42 [INFO] [TRAIN] epoch=51, iter=33320/40000, loss=0.2492, lr=0.001998, batch_cost=0.6253, reader_cost=0.0002 | ETA 01:09:36 2020-11-13 03:02:48 [INFO] [TRAIN] epoch=51, iter=33330/40000, loss=0.2246, lr=0.001995, batch_cost=0.5773, reader_cost=0.0001 | ETA 01:04:10 2020-11-13 03:02:54 [INFO] [TRAIN] epoch=51, iter=33340/40000, loss=0.1536, lr=0.001992, batch_cost=0.5519, reader_cost=0.0002 | ETA 01:01:15 2020-11-13 03:02:59 [INFO] [TRAIN] epoch=51, iter=33350/40000, loss=0.2940, lr=0.001990, batch_cost=0.5563, reader_cost=0.0002 | ETA 01:01:39 2020-11-13 03:03:05 [INFO] [TRAIN] epoch=51, iter=33360/40000, loss=0.1946, lr=0.001987, batch_cost=0.5660, reader_cost=0.0002 | ETA 01:02:38 2020-11-13 03:03:10 [INFO] [TRAIN] epoch=51, iter=33370/40000, loss=0.1580, lr=0.001984, batch_cost=0.5471, reader_cost=0.0002 | ETA 01:00:27 2020-11-13 03:03:16 [INFO] [TRAIN] epoch=51, iter=33380/40000, loss=0.1388, lr=0.001981, batch_cost=0.5268, reader_cost=0.0002 | ETA 00:58:07 2020-11-13 03:03:21 [INFO] [TRAIN] epoch=51, iter=33390/40000, loss=0.1779, lr=0.001979, batch_cost=0.5180, reader_cost=0.0002 | ETA 00:57:03 2020-11-13 03:03:26 [INFO] [TRAIN] epoch=51, iter=33400/40000, loss=0.1628, lr=0.001976, batch_cost=0.5561, reader_cost=0.0001 | ETA 01:01:10 2020-11-13 03:03:32 [INFO] [TRAIN] epoch=51, iter=33410/40000, loss=0.2482, lr=0.001973, batch_cost=0.5262, reader_cost=0.0002 | ETA 00:57:47 2020-11-13 03:03:37 [INFO] [TRAIN] epoch=51, iter=33420/40000, loss=0.1825, lr=0.001971, batch_cost=0.5276, reader_cost=0.0001 | ETA 00:57:51 2020-11-13 03:03:42 [INFO] [TRAIN] epoch=51, iter=33430/40000, loss=0.1438, lr=0.001968, batch_cost=0.5212, reader_cost=0.0002 | ETA 00:57:04 2020-11-13 03:03:47 [INFO] [TRAIN] epoch=51, iter=33440/40000, loss=0.2217, lr=0.001965, batch_cost=0.5267, reader_cost=0.0002 | ETA 00:57:35 2020-11-13 03:03:53 [INFO] [TRAIN] epoch=51, iter=33450/40000, loss=0.1458, lr=0.001963, batch_cost=0.5446, reader_cost=0.0002 | ETA 00:59:26 2020-11-13 03:03:58 [INFO] [TRAIN] epoch=51, iter=33460/40000, loss=0.1677, lr=0.001960, batch_cost=0.5214, reader_cost=0.0002 | ETA 00:56:50 2020-11-13 03:04:04 [INFO] [TRAIN] epoch=51, iter=33470/40000, loss=0.1290, lr=0.001957, batch_cost=0.5386, reader_cost=0.0002 | ETA 00:58:36 2020-11-13 03:04:09 [INFO] [TRAIN] epoch=51, iter=33480/40000, loss=0.2066, lr=0.001954, batch_cost=0.5240, reader_cost=0.0001 | ETA 00:56:56 2020-11-13 03:04:14 [INFO] [TRAIN] epoch=51, iter=33490/40000, loss=0.1511, lr=0.001952, batch_cost=0.5522, reader_cost=0.0001 | ETA 00:59:54 2020-11-13 03:04:19 [INFO] [TRAIN] epoch=51, iter=33500/40000, loss=0.1864, lr=0.001949, batch_cost=0.5161, reader_cost=0.0002 | ETA 00:55:54 2020-11-13 03:04:25 [INFO] [TRAIN] epoch=51, iter=33510/40000, loss=0.1639, lr=0.001946, batch_cost=0.5205, reader_cost=0.0001 | ETA 00:56:17 2020-11-13 03:04:31 [INFO] [TRAIN] epoch=51, iter=33520/40000, loss=0.2158, lr=0.001944, batch_cost=0.5995, reader_cost=0.0002 | ETA 01:04:44 2020-11-13 03:04:36 [INFO] [TRAIN] epoch=51, iter=33530/40000, loss=0.2086, lr=0.001941, batch_cost=0.5623, reader_cost=0.0002 | ETA 01:00:37 2020-11-13 03:04:42 [INFO] [TRAIN] epoch=51, iter=33540/40000, loss=0.1961, lr=0.001938, batch_cost=0.5242, reader_cost=0.0001 | ETA 00:56:26 2020-11-13 03:04:47 [INFO] [TRAIN] epoch=51, iter=33550/40000, loss=0.1512, lr=0.001936, batch_cost=0.5379, reader_cost=0.0002 | ETA 00:57:49 2020-11-13 03:04:52 [INFO] [TRAIN] epoch=51, iter=33560/40000, loss=0.1086, lr=0.001933, batch_cost=0.5508, reader_cost=0.0002 | ETA 00:59:07 2020-11-13 03:04:58 [INFO] [TRAIN] epoch=51, iter=33570/40000, loss=0.1571, lr=0.001930, batch_cost=0.5446, reader_cost=0.0002 | ETA 00:58:22 2020-11-13 03:05:04 [INFO] [TRAIN] epoch=51, iter=33580/40000, loss=0.1246, lr=0.001927, batch_cost=0.5650, reader_cost=0.0002 | ETA 01:00:27 2020-11-13 03:05:09 [INFO] [TRAIN] epoch=51, iter=33590/40000, loss=0.1384, lr=0.001925, batch_cost=0.5166, reader_cost=0.0001 | ETA 00:55:11 2020-11-13 03:05:14 [INFO] [TRAIN] epoch=51, iter=33600/40000, loss=0.1391, lr=0.001922, batch_cost=0.5570, reader_cost=0.0002 | ETA 00:59:25 2020-11-13 03:05:20 [INFO] [TRAIN] epoch=51, iter=33610/40000, loss=0.1624, lr=0.001919, batch_cost=0.5406, reader_cost=0.0002 | ETA 00:57:34 2020-11-13 03:05:25 [INFO] [TRAIN] epoch=51, iter=33620/40000, loss=0.1368, lr=0.001917, batch_cost=0.5464, reader_cost=0.0002 | ETA 00:58:06 2020-11-13 03:05:30 [INFO] [TRAIN] epoch=51, iter=33630/40000, loss=0.1304, lr=0.001914, batch_cost=0.5254, reader_cost=0.0002 | ETA 00:55:46 2020-11-13 03:05:36 [INFO] [TRAIN] epoch=51, iter=33640/40000, loss=0.1714, lr=0.001911, batch_cost=0.5415, reader_cost=0.0002 | ETA 00:57:23 2020-11-13 03:05:41 [INFO] [TRAIN] epoch=51, iter=33650/40000, loss=0.1616, lr=0.001909, batch_cost=0.5361, reader_cost=0.0002 | ETA 00:56:44 2020-11-13 03:05:46 [INFO] [TRAIN] epoch=51, iter=33660/40000, loss=0.1489, lr=0.001906, batch_cost=0.5301, reader_cost=0.0001 | ETA 00:56:00 2020-11-13 03:05:52 [INFO] [TRAIN] epoch=51, iter=33670/40000, loss=0.1509, lr=0.001903, batch_cost=0.5097, reader_cost=0.0001 | ETA 00:53:46 2020-11-13 03:05:57 [INFO] [TRAIN] epoch=51, iter=33680/40000, loss=0.2276, lr=0.001900, batch_cost=0.5393, reader_cost=0.0002 | ETA 00:56:48 2020-11-13 03:06:02 [INFO] [TRAIN] epoch=51, iter=33690/40000, loss=0.2241, lr=0.001898, batch_cost=0.5376, reader_cost=0.0002 | ETA 00:56:32 2020-11-13 03:06:08 [INFO] [TRAIN] epoch=51, iter=33700/40000, loss=0.1381, lr=0.001895, batch_cost=0.5658, reader_cost=0.0002 | ETA 00:59:24 2020-11-13 03:06:13 [INFO] [TRAIN] epoch=51, iter=33710/40000, loss=0.1645, lr=0.001892, batch_cost=0.5283, reader_cost=0.0001 | ETA 00:55:22 2020-11-13 03:06:25 [INFO] [TRAIN] epoch=52, iter=33720/40000, loss=0.1385, lr=0.001890, batch_cost=1.2188, reader_cost=0.0899 | ETA 02:07:34 2020-11-13 03:06:34 [INFO] [TRAIN] epoch=52, iter=33730/40000, loss=0.1535, lr=0.001887, batch_cost=0.8635, reader_cost=0.0004 | ETA 01:30:13 2020-11-13 03:06:43 [INFO] [TRAIN] epoch=52, iter=33740/40000, loss=0.1524, lr=0.001884, batch_cost=0.8619, reader_cost=0.0002 | ETA 01:29:55 2020-11-13 03:06:51 [INFO] [TRAIN] epoch=52, iter=33750/40000, loss=0.2889, lr=0.001881, batch_cost=0.8641, reader_cost=0.0002 | ETA 01:30:00 2020-11-13 03:07:00 [INFO] [TRAIN] epoch=52, iter=33760/40000, loss=0.1720, lr=0.001879, batch_cost=0.8677, reader_cost=0.0002 | ETA 01:30:14 2020-11-13 03:07:07 [INFO] [TRAIN] epoch=52, iter=33770/40000, loss=0.2100, lr=0.001876, batch_cost=0.7048, reader_cost=0.0002 | ETA 01:13:10 2020-11-13 03:07:13 [INFO] [TRAIN] epoch=52, iter=33780/40000, loss=0.1950, lr=0.001873, batch_cost=0.5462, reader_cost=0.0002 | ETA 00:56:37 2020-11-13 03:07:18 [INFO] [TRAIN] epoch=52, iter=33790/40000, loss=0.1733, lr=0.001871, batch_cost=0.5588, reader_cost=0.0002 | ETA 00:57:49 2020-11-13 03:07:24 [INFO] [TRAIN] epoch=52, iter=33800/40000, loss=0.2281, lr=0.001868, batch_cost=0.5569, reader_cost=0.0002 | ETA 00:57:32 2020-11-13 03:07:29 [INFO] [TRAIN] epoch=52, iter=33810/40000, loss=0.1705, lr=0.001865, batch_cost=0.5590, reader_cost=0.0002 | ETA 00:57:39 2020-11-13 03:07:35 [INFO] [TRAIN] epoch=52, iter=33820/40000, loss=0.1539, lr=0.001863, batch_cost=0.5490, reader_cost=0.0002 | ETA 00:56:32 2020-11-13 03:07:40 [INFO] [TRAIN] epoch=52, iter=33830/40000, loss=0.1638, lr=0.001860, batch_cost=0.5426, reader_cost=0.0002 | ETA 00:55:47 2020-11-13 03:07:46 [INFO] [TRAIN] epoch=52, iter=33840/40000, loss=0.1162, lr=0.001857, batch_cost=0.5412, reader_cost=0.0002 | ETA 00:55:34 2020-11-13 03:07:51 [INFO] [TRAIN] epoch=52, iter=33850/40000, loss=0.1752, lr=0.001854, batch_cost=0.5390, reader_cost=0.0002 | ETA 00:55:14 2020-11-13 03:07:56 [INFO] [TRAIN] epoch=52, iter=33860/40000, loss=0.1586, lr=0.001852, batch_cost=0.5363, reader_cost=0.0002 | ETA 00:54:53 2020-11-13 03:08:02 [INFO] [TRAIN] epoch=52, iter=33870/40000, loss=0.1753, lr=0.001849, batch_cost=0.5812, reader_cost=0.0002 | ETA 00:59:22 2020-11-13 03:08:08 [INFO] [TRAIN] epoch=52, iter=33880/40000, loss=0.1335, lr=0.001846, batch_cost=0.5601, reader_cost=0.0002 | ETA 00:57:07 2020-11-13 03:08:14 [INFO] [TRAIN] epoch=52, iter=33890/40000, loss=0.1547, lr=0.001844, batch_cost=0.5785, reader_cost=0.0002 | ETA 00:58:54 2020-11-13 03:08:19 [INFO] [TRAIN] epoch=52, iter=33900/40000, loss=0.2097, lr=0.001841, batch_cost=0.5691, reader_cost=0.0002 | ETA 00:57:51 2020-11-13 03:08:25 [INFO] [TRAIN] epoch=52, iter=33910/40000, loss=0.1039, lr=0.001838, batch_cost=0.5876, reader_cost=0.0002 | ETA 00:59:38 2020-11-13 03:08:31 [INFO] [TRAIN] epoch=52, iter=33920/40000, loss=0.1409, lr=0.001835, batch_cost=0.5583, reader_cost=0.0002 | ETA 00:56:34 2020-11-13 03:08:36 [INFO] [TRAIN] epoch=52, iter=33930/40000, loss=0.1630, lr=0.001833, batch_cost=0.5667, reader_cost=0.0002 | ETA 00:57:20 2020-11-13 03:08:42 [INFO] [TRAIN] epoch=52, iter=33940/40000, loss=0.1796, lr=0.001830, batch_cost=0.5416, reader_cost=0.0002 | ETA 00:54:42 2020-11-13 03:08:47 [INFO] [TRAIN] epoch=52, iter=33950/40000, loss=0.1622, lr=0.001827, batch_cost=0.5615, reader_cost=0.0002 | ETA 00:56:36 2020-11-13 03:08:53 [INFO] [TRAIN] epoch=52, iter=33960/40000, loss=0.1650, lr=0.001825, batch_cost=0.5578, reader_cost=0.0002 | ETA 00:56:09 2020-11-13 03:08:59 [INFO] [TRAIN] epoch=52, iter=33970/40000, loss=0.1910, lr=0.001822, batch_cost=0.5685, reader_cost=0.0002 | ETA 00:57:08 2020-11-13 03:09:04 [INFO] [TRAIN] epoch=52, iter=33980/40000, loss=0.1973, lr=0.001819, batch_cost=0.5493, reader_cost=0.0002 | ETA 00:55:06 2020-11-13 03:09:10 [INFO] [TRAIN] epoch=52, iter=33990/40000, loss=0.1234, lr=0.001816, batch_cost=0.5460, reader_cost=0.0002 | ETA 00:54:41 2020-11-13 03:09:15 [INFO] [TRAIN] epoch=52, iter=34000/40000, loss=0.1680, lr=0.001814, batch_cost=0.5384, reader_cost=0.0002 | ETA 00:53:50 2020-11-13 03:09:15 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 03:10:06 [INFO] [EVAL] #Images=1449 mIoU=0.7422 Acc=0.9399 Kappa=0.8682 2020-11-13 03:10:06 [INFO] [EVAL] Class IoU: [0.9356 0.8693 0.413 0.8675 0.697 0.7736 0.9014 0.8395 0.8985 0.378 0.7573 0.5864 0.8311 0.823 0.7856 0.8516 0.6416 0.7745 0.5041 0.8026 0.6554] 2020-11-13 03:10:06 [INFO] [EVAL] Class Acc: [0.9662 0.9216 0.4275 0.9152 0.8138 0.8516 0.9756 0.95 0.9503 0.5144 0.8492 0.7571 0.8902 0.9102 0.8745 0.9354 0.7961 0.9572 0.7098 0.9029 0.7918] 2020-11-13 03:10:07 [INFO] [EVAL] The model with the best validation mIoU (0.7422) was saved at iter 34000. 2020-11-13 03:10:13 [INFO] [TRAIN] epoch=52, iter=34010/40000, loss=0.1425, lr=0.001811, batch_cost=0.5735, reader_cost=0.0004 | ETA 00:57:15 2020-11-13 03:10:19 [INFO] [TRAIN] epoch=52, iter=34020/40000, loss=0.1428, lr=0.001808, batch_cost=0.5365, reader_cost=0.0002 | ETA 00:53:28 2020-11-13 03:10:24 [INFO] [TRAIN] epoch=52, iter=34030/40000, loss=0.1190, lr=0.001805, batch_cost=0.5281, reader_cost=0.0002 | ETA 00:52:32 2020-11-13 03:10:29 [INFO] [TRAIN] epoch=52, iter=34040/40000, loss=0.0953, lr=0.001803, batch_cost=0.5231, reader_cost=0.0002 | ETA 00:51:57 2020-11-13 03:10:34 [INFO] [TRAIN] epoch=52, iter=34050/40000, loss=0.1449, lr=0.001800, batch_cost=0.5188, reader_cost=0.0002 | ETA 00:51:27 2020-11-13 03:11:15 [INFO] [TRAIN] epoch=52, iter=34060/40000, loss=0.1471, lr=0.001797, batch_cost=4.0418, reader_cost=0.0002 | ETA 06:40:08 2020-11-13 03:11:44 [INFO] [TRAIN] epoch=52, iter=34070/40000, loss=0.2181, lr=0.001795, batch_cost=2.9386, reader_cost=0.0014 | ETA 04:50:26 2020-11-13 03:11:53 [INFO] [TRAIN] epoch=52, iter=34080/40000, loss=0.1530, lr=0.001792, batch_cost=0.8645, reader_cost=0.0002 | ETA 01:25:17 2020-11-13 03:12:01 [INFO] [TRAIN] epoch=52, iter=34090/40000, loss=0.1941, lr=0.001789, batch_cost=0.8635, reader_cost=0.0002 | ETA 01:25:03 2020-11-13 03:12:10 [INFO] [TRAIN] epoch=52, iter=34100/40000, loss=0.1353, lr=0.001786, batch_cost=0.8717, reader_cost=0.0002 | ETA 01:25:42 2020-11-13 03:12:17 [INFO] [TRAIN] epoch=52, iter=34110/40000, loss=0.1517, lr=0.001784, batch_cost=0.7220, reader_cost=0.0002 | ETA 01:10:52 2020-11-13 03:12:23 [INFO] [TRAIN] epoch=52, iter=34120/40000, loss=0.1263, lr=0.001781, batch_cost=0.5235, reader_cost=0.0002 | ETA 00:51:18 2020-11-13 03:12:28 [INFO] [TRAIN] epoch=52, iter=34130/40000, loss=0.1378, lr=0.001778, batch_cost=0.5047, reader_cost=0.0002 | ETA 00:49:22 2020-11-13 03:12:33 [INFO] [TRAIN] epoch=52, iter=34140/40000, loss=0.1517, lr=0.001775, batch_cost=0.5038, reader_cost=0.0002 | ETA 00:49:12 2020-11-13 03:12:38 [INFO] [TRAIN] epoch=52, iter=34150/40000, loss=0.1689, lr=0.001773, batch_cost=0.5040, reader_cost=0.0002 | ETA 00:49:08 2020-11-13 03:12:43 [INFO] [TRAIN] epoch=52, iter=34160/40000, loss=0.1363, lr=0.001770, batch_cost=0.5010, reader_cost=0.0002 | ETA 00:48:45 2020-11-13 03:12:48 [INFO] [TRAIN] epoch=52, iter=34170/40000, loss=0.2057, lr=0.001767, batch_cost=0.5030, reader_cost=0.0002 | ETA 00:48:52 2020-11-13 03:12:53 [INFO] [TRAIN] epoch=52, iter=34180/40000, loss=0.1827, lr=0.001765, batch_cost=0.5054, reader_cost=0.0002 | ETA 00:49:01 2020-11-13 03:12:58 [INFO] [TRAIN] epoch=52, iter=34190/40000, loss=0.1778, lr=0.001762, batch_cost=0.5062, reader_cost=0.0002 | ETA 00:49:00 2020-11-13 03:13:03 [INFO] [TRAIN] epoch=52, iter=34200/40000, loss=0.2102, lr=0.001759, batch_cost=0.4997, reader_cost=0.0002 | ETA 00:48:18 2020-11-13 03:13:08 [INFO] [TRAIN] epoch=52, iter=34210/40000, loss=0.1445, lr=0.001756, batch_cost=0.5014, reader_cost=0.0002 | ETA 00:48:22 2020-11-13 03:13:13 [INFO] [TRAIN] epoch=52, iter=34220/40000, loss=0.1699, lr=0.001754, batch_cost=0.5048, reader_cost=0.0002 | ETA 00:48:37 2020-11-13 03:13:18 [INFO] [TRAIN] epoch=52, iter=34230/40000, loss=0.1290, lr=0.001751, batch_cost=0.5054, reader_cost=0.0002 | ETA 00:48:36 2020-11-13 03:13:23 [INFO] [TRAIN] epoch=52, iter=34240/40000, loss=0.1653, lr=0.001748, batch_cost=0.5060, reader_cost=0.0002 | ETA 00:48:34 2020-11-13 03:13:28 [INFO] [TRAIN] epoch=52, iter=34250/40000, loss=0.1779, lr=0.001745, batch_cost=0.5016, reader_cost=0.0002 | ETA 00:48:04 2020-11-13 03:13:33 [INFO] [TRAIN] epoch=52, iter=34260/40000, loss=0.1479, lr=0.001743, batch_cost=0.5009, reader_cost=0.0002 | ETA 00:47:55 2020-11-13 03:13:38 [INFO] [TRAIN] epoch=52, iter=34270/40000, loss=0.1687, lr=0.001740, batch_cost=0.4961, reader_cost=0.0002 | ETA 00:47:22 2020-11-13 03:13:43 [INFO] [TRAIN] epoch=52, iter=34280/40000, loss=0.1656, lr=0.001737, batch_cost=0.5009, reader_cost=0.0002 | ETA 00:47:44 2020-11-13 03:13:48 [INFO] [TRAIN] epoch=52, iter=34290/40000, loss=0.1974, lr=0.001735, batch_cost=0.4979, reader_cost=0.0002 | ETA 00:47:23 2020-11-13 03:13:53 [INFO] [TRAIN] epoch=52, iter=34300/40000, loss=0.0984, lr=0.001732, batch_cost=0.5003, reader_cost=0.0002 | ETA 00:47:31 2020-11-13 03:13:58 [INFO] [TRAIN] epoch=52, iter=34310/40000, loss=0.1583, lr=0.001729, batch_cost=0.5005, reader_cost=0.0002 | ETA 00:47:27 2020-11-13 03:14:03 [INFO] [TRAIN] epoch=52, iter=34320/40000, loss=0.1883, lr=0.001726, batch_cost=0.5009, reader_cost=0.0002 | ETA 00:47:25 2020-11-13 03:14:08 [INFO] [TRAIN] epoch=52, iter=34330/40000, loss=0.1800, lr=0.001724, batch_cost=0.4998, reader_cost=0.0002 | ETA 00:47:13 2020-11-13 03:14:13 [INFO] [TRAIN] epoch=52, iter=34340/40000, loss=0.1469, lr=0.001721, batch_cost=0.5008, reader_cost=0.0002 | ETA 00:47:14 2020-11-13 03:14:18 [INFO] [TRAIN] epoch=52, iter=34350/40000, loss=0.1309, lr=0.001718, batch_cost=0.5030, reader_cost=0.0002 | ETA 00:47:22 2020-11-13 03:14:23 [INFO] [TRAIN] epoch=52, iter=34360/40000, loss=0.2077, lr=0.001715, batch_cost=0.5001, reader_cost=0.0002 | ETA 00:47:00 2020-11-13 03:14:28 [INFO] [TRAIN] epoch=52, iter=34370/40000, loss=0.1460, lr=0.001713, batch_cost=0.4907, reader_cost=0.0004 | ETA 00:46:02 2020-11-13 03:14:37 [INFO] [TRAIN] epoch=53, iter=34380/40000, loss=0.1165, lr=0.001710, batch_cost=0.8810, reader_cost=0.0888 | ETA 01:22:31 2020-11-13 03:14:45 [INFO] [TRAIN] epoch=53, iter=34390/40000, loss=0.1536, lr=0.001707, batch_cost=0.8721, reader_cost=0.0004 | ETA 01:21:32 2020-11-13 03:14:54 [INFO] [TRAIN] epoch=53, iter=34400/40000, loss=0.1440, lr=0.001704, batch_cost=0.8709, reader_cost=0.0002 | ETA 01:21:17 2020-11-13 03:15:03 [INFO] [TRAIN] epoch=53, iter=34410/40000, loss=0.1998, lr=0.001702, batch_cost=0.8697, reader_cost=0.0002 | ETA 01:21:01 2020-11-13 03:15:12 [INFO] [TRAIN] epoch=53, iter=34420/40000, loss=0.2465, lr=0.001699, batch_cost=0.8738, reader_cost=0.0002 | ETA 01:21:15 2020-11-13 03:15:20 [INFO] [TRAIN] epoch=53, iter=34430/40000, loss=0.1322, lr=0.001696, batch_cost=0.8662, reader_cost=0.0002 | ETA 01:20:24 2020-11-13 03:15:29 [INFO] [TRAIN] epoch=53, iter=34440/40000, loss=0.1646, lr=0.001693, batch_cost=0.8665, reader_cost=0.0002 | ETA 01:20:17 2020-11-13 03:15:38 [INFO] [TRAIN] epoch=53, iter=34450/40000, loss=0.1124, lr=0.001691, batch_cost=0.8759, reader_cost=0.0002 | ETA 01:21:01 2020-11-13 03:15:46 [INFO] [TRAIN] epoch=53, iter=34460/40000, loss=0.1571, lr=0.001688, batch_cost=0.8641, reader_cost=0.0002 | ETA 01:19:46 2020-11-13 03:15:55 [INFO] [TRAIN] epoch=53, iter=34470/40000, loss=0.1222, lr=0.001685, batch_cost=0.8845, reader_cost=0.0002 | ETA 01:21:31 2020-11-13 03:16:04 [INFO] [TRAIN] epoch=53, iter=34480/40000, loss=0.1384, lr=0.001683, batch_cost=0.8692, reader_cost=0.0002 | ETA 01:19:57 2020-11-13 03:16:13 [INFO] [TRAIN] epoch=53, iter=34490/40000, loss=0.0997, lr=0.001680, batch_cost=0.8693, reader_cost=0.0002 | ETA 01:19:49 2020-11-13 03:16:21 [INFO] [TRAIN] epoch=53, iter=34500/40000, loss=0.1809, lr=0.001677, batch_cost=0.8678, reader_cost=0.0002 | ETA 01:19:32 2020-11-13 03:16:30 [INFO] [TRAIN] epoch=53, iter=34510/40000, loss=0.1425, lr=0.001674, batch_cost=0.8683, reader_cost=0.0002 | ETA 01:19:26 2020-11-13 03:16:39 [INFO] [TRAIN] epoch=53, iter=34520/40000, loss=0.1711, lr=0.001672, batch_cost=0.8672, reader_cost=0.0002 | ETA 01:19:12 2020-11-13 03:16:47 [INFO] [TRAIN] epoch=53, iter=34530/40000, loss=0.1615, lr=0.001669, batch_cost=0.8674, reader_cost=0.0002 | ETA 01:19:04 2020-11-13 03:16:56 [INFO] [TRAIN] epoch=53, iter=34540/40000, loss=0.1289, lr=0.001666, batch_cost=0.8659, reader_cost=0.0002 | ETA 01:18:47 2020-11-13 03:17:05 [INFO] [TRAIN] epoch=53, iter=34550/40000, loss=0.1259, lr=0.001663, batch_cost=0.8670, reader_cost=0.0002 | ETA 01:18:45 2020-11-13 03:17:13 [INFO] [TRAIN] epoch=53, iter=34560/40000, loss=0.1460, lr=0.001661, batch_cost=0.8664, reader_cost=0.0002 | ETA 01:18:33 2020-11-13 03:17:22 [INFO] [TRAIN] epoch=53, iter=34570/40000, loss=0.1443, lr=0.001658, batch_cost=0.8677, reader_cost=0.0002 | ETA 01:18:31 2020-11-13 03:17:31 [INFO] [TRAIN] epoch=53, iter=34580/40000, loss=0.1528, lr=0.001655, batch_cost=0.8689, reader_cost=0.0002 | ETA 01:18:29 2020-11-13 03:17:39 [INFO] [TRAIN] epoch=53, iter=34590/40000, loss=0.1619, lr=0.001652, batch_cost=0.8656, reader_cost=0.0002 | ETA 01:18:03 2020-11-13 03:17:48 [INFO] [TRAIN] epoch=53, iter=34600/40000, loss=0.2258, lr=0.001650, batch_cost=0.8673, reader_cost=0.0002 | ETA 01:18:03 2020-11-13 03:17:57 [INFO] [TRAIN] epoch=53, iter=34610/40000, loss=0.1371, lr=0.001647, batch_cost=0.8652, reader_cost=0.0002 | ETA 01:17:43 2020-11-13 03:18:05 [INFO] [TRAIN] epoch=53, iter=34620/40000, loss=0.1486, lr=0.001644, batch_cost=0.8649, reader_cost=0.0002 | ETA 01:17:32 2020-11-13 03:18:14 [INFO] [TRAIN] epoch=53, iter=34630/40000, loss=0.1594, lr=0.001641, batch_cost=0.8673, reader_cost=0.0002 | ETA 01:17:37 2020-11-13 03:18:23 [INFO] [TRAIN] epoch=53, iter=34640/40000, loss=0.2205, lr=0.001639, batch_cost=0.8712, reader_cost=0.0002 | ETA 01:17:49 2020-11-13 03:18:31 [INFO] [TRAIN] epoch=53, iter=34650/40000, loss=0.2054, lr=0.001636, batch_cost=0.8714, reader_cost=0.0002 | ETA 01:17:42 2020-11-13 03:18:40 [INFO] [TRAIN] epoch=53, iter=34660/40000, loss=0.1626, lr=0.001633, batch_cost=0.8661, reader_cost=0.0002 | ETA 01:17:05 2020-11-13 03:18:49 [INFO] [TRAIN] epoch=53, iter=34670/40000, loss=0.1262, lr=0.001630, batch_cost=0.8648, reader_cost=0.0002 | ETA 01:16:49 2020-11-13 03:18:57 [INFO] [TRAIN] epoch=53, iter=34680/40000, loss=0.1710, lr=0.001628, batch_cost=0.8668, reader_cost=0.0002 | ETA 01:16:51 2020-11-13 03:19:06 [INFO] [TRAIN] epoch=53, iter=34690/40000, loss=0.1314, lr=0.001625, batch_cost=0.8662, reader_cost=0.0002 | ETA 01:16:39 2020-11-13 03:19:15 [INFO] [TRAIN] epoch=53, iter=34700/40000, loss=0.1235, lr=0.001622, batch_cost=0.8649, reader_cost=0.0002 | ETA 01:16:23 2020-11-13 03:19:23 [INFO] [TRAIN] epoch=53, iter=34710/40000, loss=0.2053, lr=0.001619, batch_cost=0.8635, reader_cost=0.0002 | ETA 01:16:07 2020-11-13 03:19:32 [INFO] [TRAIN] epoch=53, iter=34720/40000, loss=0.1666, lr=0.001617, batch_cost=0.8658, reader_cost=0.0002 | ETA 01:16:11 2020-11-13 03:19:41 [INFO] [TRAIN] epoch=53, iter=34730/40000, loss=0.1755, lr=0.001614, batch_cost=0.8663, reader_cost=0.0002 | ETA 01:16:05 2020-11-13 03:19:49 [INFO] [TRAIN] epoch=53, iter=34740/40000, loss=0.2227, lr=0.001611, batch_cost=0.8650, reader_cost=0.0002 | ETA 01:15:49 2020-11-13 03:19:58 [INFO] [TRAIN] epoch=53, iter=34750/40000, loss=0.1610, lr=0.001608, batch_cost=0.8681, reader_cost=0.0002 | ETA 01:15:57 2020-11-13 03:20:07 [INFO] [TRAIN] epoch=53, iter=34760/40000, loss=0.1122, lr=0.001606, batch_cost=0.8665, reader_cost=0.0002 | ETA 01:15:40 2020-11-13 03:20:15 [INFO] [TRAIN] epoch=53, iter=34770/40000, loss=0.1790, lr=0.001603, batch_cost=0.8660, reader_cost=0.0002 | ETA 01:15:29 2020-11-13 03:20:24 [INFO] [TRAIN] epoch=53, iter=34780/40000, loss=0.1644, lr=0.001600, batch_cost=0.8639, reader_cost=0.0002 | ETA 01:15:09 2020-11-13 03:20:33 [INFO] [TRAIN] epoch=53, iter=34790/40000, loss=0.1302, lr=0.001597, batch_cost=0.8652, reader_cost=0.0002 | ETA 01:15:07 2020-11-13 03:20:41 [INFO] [TRAIN] epoch=53, iter=34800/40000, loss=0.1939, lr=0.001594, batch_cost=0.8686, reader_cost=0.0002 | ETA 01:15:16 2020-11-13 03:20:50 [INFO] [TRAIN] epoch=53, iter=34810/40000, loss=0.1395, lr=0.001592, batch_cost=0.8665, reader_cost=0.0002 | ETA 01:14:56 2020-11-13 03:20:59 [INFO] [TRAIN] epoch=53, iter=34820/40000, loss=0.1668, lr=0.001589, batch_cost=0.8667, reader_cost=0.0002 | ETA 01:14:49 2020-11-13 03:21:07 [INFO] [TRAIN] epoch=53, iter=34830/40000, loss=0.1419, lr=0.001586, batch_cost=0.8654, reader_cost=0.0002 | ETA 01:14:34 2020-11-13 03:21:16 [INFO] [TRAIN] epoch=53, iter=34840/40000, loss=0.1574, lr=0.001583, batch_cost=0.8694, reader_cost=0.0002 | ETA 01:14:46 2020-11-13 03:21:25 [INFO] [TRAIN] epoch=53, iter=34850/40000, loss=0.1261, lr=0.001581, batch_cost=0.8650, reader_cost=0.0002 | ETA 01:14:14 2020-11-13 03:21:33 [INFO] [TRAIN] epoch=53, iter=34860/40000, loss=0.1261, lr=0.001578, batch_cost=0.8683, reader_cost=0.0002 | ETA 01:14:23 2020-11-13 03:21:42 [INFO] [TRAIN] epoch=53, iter=34870/40000, loss=0.1734, lr=0.001575, batch_cost=0.8668, reader_cost=0.0002 | ETA 01:14:06 2020-11-13 03:21:51 [INFO] [TRAIN] epoch=53, iter=34880/40000, loss=0.1393, lr=0.001572, batch_cost=0.8659, reader_cost=0.0002 | ETA 01:13:53 2020-11-13 03:21:59 [INFO] [TRAIN] epoch=53, iter=34890/40000, loss=0.1787, lr=0.001570, batch_cost=0.8660, reader_cost=0.0002 | ETA 01:13:45 2020-11-13 03:22:08 [INFO] [TRAIN] epoch=53, iter=34900/40000, loss=0.2088, lr=0.001567, batch_cost=0.8660, reader_cost=0.0002 | ETA 01:13:36 2020-11-13 03:22:17 [INFO] [TRAIN] epoch=53, iter=34910/40000, loss=0.1182, lr=0.001564, batch_cost=0.8662, reader_cost=0.0002 | ETA 01:13:28 2020-11-13 03:22:25 [INFO] [TRAIN] epoch=53, iter=34920/40000, loss=0.1563, lr=0.001561, batch_cost=0.8648, reader_cost=0.0002 | ETA 01:13:13 2020-11-13 03:22:34 [INFO] [TRAIN] epoch=53, iter=34930/40000, loss=0.1806, lr=0.001559, batch_cost=0.8674, reader_cost=0.0002 | ETA 01:13:17 2020-11-13 03:22:43 [INFO] [TRAIN] epoch=53, iter=34940/40000, loss=0.2107, lr=0.001556, batch_cost=0.8673, reader_cost=0.0002 | ETA 01:13:08 2020-11-13 03:22:51 [INFO] [TRAIN] epoch=53, iter=34950/40000, loss=0.1843, lr=0.001553, batch_cost=0.8673, reader_cost=0.0002 | ETA 01:12:59 2020-11-13 03:23:00 [INFO] [TRAIN] epoch=53, iter=34960/40000, loss=0.1776, lr=0.001550, batch_cost=0.8666, reader_cost=0.0002 | ETA 01:12:47 2020-11-13 03:23:09 [INFO] [TRAIN] epoch=53, iter=34970/40000, loss=0.1623, lr=0.001548, batch_cost=0.8659, reader_cost=0.0002 | ETA 01:12:35 2020-11-13 03:23:17 [INFO] [TRAIN] epoch=53, iter=34980/40000, loss=0.1777, lr=0.001545, batch_cost=0.8669, reader_cost=0.0002 | ETA 01:12:31 2020-11-13 03:23:26 [INFO] [TRAIN] epoch=53, iter=34990/40000, loss=0.1311, lr=0.001542, batch_cost=0.8660, reader_cost=0.0002 | ETA 01:12:18 2020-11-13 03:23:35 [INFO] [TRAIN] epoch=53, iter=35000/40000, loss=0.1755, lr=0.001539, batch_cost=0.8651, reader_cost=0.0002 | ETA 01:12:05 2020-11-13 03:23:43 [INFO] [TRAIN] epoch=53, iter=35010/40000, loss=0.1266, lr=0.001536, batch_cost=0.8672, reader_cost=0.0002 | ETA 01:12:07 2020-11-13 03:23:52 [INFO] [TRAIN] epoch=53, iter=35020/40000, loss=0.1610, lr=0.001534, batch_cost=0.8676, reader_cost=0.0002 | ETA 01:12:00 2020-11-13 03:24:00 [INFO] [TRAIN] epoch=53, iter=35030/40000, loss=0.1536, lr=0.001531, batch_cost=0.8559, reader_cost=0.0001 | ETA 01:10:54 2020-11-13 03:24:11 [INFO] [TRAIN] epoch=54, iter=35040/40000, loss=0.1911, lr=0.001528, batch_cost=1.0815, reader_cost=0.0817 | ETA 01:29:24 2020-11-13 03:24:20 [INFO] [TRAIN] epoch=54, iter=35050/40000, loss=0.1574, lr=0.001525, batch_cost=0.8641, reader_cost=0.0004 | ETA 01:11:17 2020-11-13 03:24:29 [INFO] [TRAIN] epoch=54, iter=35060/40000, loss=0.1649, lr=0.001523, batch_cost=0.8657, reader_cost=0.0002 | ETA 01:11:16 2020-11-13 03:24:37 [INFO] [TRAIN] epoch=54, iter=35070/40000, loss=0.2447, lr=0.001520, batch_cost=0.8685, reader_cost=0.0002 | ETA 01:11:21 2020-11-13 03:24:46 [INFO] [TRAIN] epoch=54, iter=35080/40000, loss=0.1432, lr=0.001517, batch_cost=0.8690, reader_cost=0.0002 | ETA 01:11:15 2020-11-13 03:24:55 [INFO] [TRAIN] epoch=54, iter=35090/40000, loss=0.1280, lr=0.001514, batch_cost=0.8689, reader_cost=0.0001 | ETA 01:11:06 2020-11-13 03:25:03 [INFO] [TRAIN] epoch=54, iter=35100/40000, loss=0.1655, lr=0.001511, batch_cost=0.8684, reader_cost=0.0002 | ETA 01:10:55 2020-11-13 03:25:12 [INFO] [TRAIN] epoch=54, iter=35110/40000, loss=0.1491, lr=0.001509, batch_cost=0.8669, reader_cost=0.0001 | ETA 01:10:39 2020-11-13 03:25:21 [INFO] [TRAIN] epoch=54, iter=35120/40000, loss=0.1215, lr=0.001506, batch_cost=0.8662, reader_cost=0.0002 | ETA 01:10:26 2020-11-13 03:25:29 [INFO] [TRAIN] epoch=54, iter=35130/40000, loss=0.1616, lr=0.001503, batch_cost=0.8665, reader_cost=0.0002 | ETA 01:10:19 2020-11-13 03:25:38 [INFO] [TRAIN] epoch=54, iter=35140/40000, loss=0.2293, lr=0.001500, batch_cost=0.8683, reader_cost=0.0002 | ETA 01:10:20 2020-11-13 03:25:47 [INFO] [TRAIN] epoch=54, iter=35150/40000, loss=0.1485, lr=0.001498, batch_cost=0.8672, reader_cost=0.0002 | ETA 01:10:05 2020-11-13 03:25:55 [INFO] [TRAIN] epoch=54, iter=35160/40000, loss=0.1187, lr=0.001495, batch_cost=0.8677, reader_cost=0.0002 | ETA 01:09:59 2020-11-13 03:26:04 [INFO] [TRAIN] epoch=54, iter=35170/40000, loss=0.2794, lr=0.001492, batch_cost=0.8682, reader_cost=0.0002 | ETA 01:09:53 2020-11-13 03:26:13 [INFO] [TRAIN] epoch=54, iter=35180/40000, loss=0.1210, lr=0.001489, batch_cost=0.8743, reader_cost=0.0002 | ETA 01:10:14 2020-11-13 03:26:21 [INFO] [TRAIN] epoch=54, iter=35190/40000, loss=0.1624, lr=0.001486, batch_cost=0.8674, reader_cost=0.0002 | ETA 01:09:32 2020-11-13 03:26:30 [INFO] [TRAIN] epoch=54, iter=35200/40000, loss=0.1914, lr=0.001484, batch_cost=0.8671, reader_cost=0.0002 | ETA 01:09:21 2020-11-13 03:26:39 [INFO] [TRAIN] epoch=54, iter=35210/40000, loss=0.1787, lr=0.001481, batch_cost=0.8686, reader_cost=0.0002 | ETA 01:09:20 2020-11-13 03:26:48 [INFO] [TRAIN] epoch=54, iter=35220/40000, loss=0.1993, lr=0.001478, batch_cost=0.8745, reader_cost=0.0002 | ETA 01:09:40 2020-11-13 03:26:56 [INFO] [TRAIN] epoch=54, iter=35230/40000, loss=0.1299, lr=0.001475, batch_cost=0.8694, reader_cost=0.0002 | ETA 01:09:07 2020-11-13 03:27:05 [INFO] [TRAIN] epoch=54, iter=35240/40000, loss=0.1592, lr=0.001473, batch_cost=0.8701, reader_cost=0.0002 | ETA 01:09:01 2020-11-13 03:27:14 [INFO] [TRAIN] epoch=54, iter=35250/40000, loss=0.1274, lr=0.001470, batch_cost=0.8665, reader_cost=0.0002 | ETA 01:08:36 2020-11-13 03:27:22 [INFO] [TRAIN] epoch=54, iter=35260/40000, loss=0.1531, lr=0.001467, batch_cost=0.8690, reader_cost=0.0002 | ETA 01:08:38 2020-11-13 03:27:31 [INFO] [TRAIN] epoch=54, iter=35270/40000, loss=0.1851, lr=0.001464, batch_cost=0.8664, reader_cost=0.0002 | ETA 01:08:18 2020-11-13 03:27:40 [INFO] [TRAIN] epoch=54, iter=35280/40000, loss=0.1156, lr=0.001461, batch_cost=0.8654, reader_cost=0.0002 | ETA 01:08:04 2020-11-13 03:27:45 [INFO] [TRAIN] epoch=54, iter=35290/40000, loss=0.2199, lr=0.001459, batch_cost=0.5711, reader_cost=0.0002 | ETA 00:44:49 2020-11-13 03:27:50 [INFO] [TRAIN] epoch=54, iter=35300/40000, loss=0.1354, lr=0.001456, batch_cost=0.5046, reader_cost=0.0002 | ETA 00:39:31 2020-11-13 03:27:56 [INFO] [TRAIN] epoch=54, iter=35310/40000, loss=0.1432, lr=0.001453, batch_cost=0.5103, reader_cost=0.0002 | ETA 00:39:53 2020-11-13 03:28:01 [INFO] [TRAIN] epoch=54, iter=35320/40000, loss=0.1479, lr=0.001450, batch_cost=0.5081, reader_cost=0.0002 | ETA 00:39:37 2020-11-13 03:28:06 [INFO] [TRAIN] epoch=54, iter=35330/40000, loss=0.1819, lr=0.001447, batch_cost=0.5110, reader_cost=0.0002 | ETA 00:39:46 2020-11-13 03:28:11 [INFO] [TRAIN] epoch=54, iter=35340/40000, loss=0.1884, lr=0.001445, batch_cost=0.5065, reader_cost=0.0002 | ETA 00:39:20 2020-11-13 03:28:16 [INFO] [TRAIN] epoch=54, iter=35350/40000, loss=0.1684, lr=0.001442, batch_cost=0.5152, reader_cost=0.0002 | ETA 00:39:55 2020-11-13 03:28:21 [INFO] [TRAIN] epoch=54, iter=35360/40000, loss=0.1543, lr=0.001439, batch_cost=0.5119, reader_cost=0.0002 | ETA 00:39:35 2020-11-13 03:28:26 [INFO] [TRAIN] epoch=54, iter=35370/40000, loss=0.1597, lr=0.001436, batch_cost=0.5108, reader_cost=0.0002 | ETA 00:39:25 2020-11-13 03:28:31 [INFO] [TRAIN] epoch=54, iter=35380/40000, loss=0.1268, lr=0.001434, batch_cost=0.5137, reader_cost=0.0002 | ETA 00:39:33 2020-11-13 03:28:36 [INFO] [TRAIN] epoch=54, iter=35390/40000, loss=0.1919, lr=0.001431, batch_cost=0.5110, reader_cost=0.0002 | ETA 00:39:15 2020-11-13 03:28:41 [INFO] [TRAIN] epoch=54, iter=35400/40000, loss=0.1329, lr=0.001428, batch_cost=0.5069, reader_cost=0.0002 | ETA 00:38:51 2020-11-13 03:28:47 [INFO] [TRAIN] epoch=54, iter=35410/40000, loss=0.1495, lr=0.001425, batch_cost=0.5068, reader_cost=0.0002 | ETA 00:38:46 2020-11-13 03:28:52 [INFO] [TRAIN] epoch=54, iter=35420/40000, loss=0.1412, lr=0.001422, batch_cost=0.5070, reader_cost=0.0002 | ETA 00:38:42 2020-11-13 03:28:57 [INFO] [TRAIN] epoch=54, iter=35430/40000, loss=0.1535, lr=0.001420, batch_cost=0.5054, reader_cost=0.0002 | ETA 00:38:29 2020-11-13 03:29:02 [INFO] [TRAIN] epoch=54, iter=35440/40000, loss=0.0976, lr=0.001417, batch_cost=0.5046, reader_cost=0.0002 | ETA 00:38:20 2020-11-13 03:29:07 [INFO] [TRAIN] epoch=54, iter=35450/40000, loss=0.1750, lr=0.001414, batch_cost=0.5196, reader_cost=0.0002 | ETA 00:39:24 2020-11-13 03:29:12 [INFO] [TRAIN] epoch=54, iter=35460/40000, loss=0.1436, lr=0.001411, batch_cost=0.5364, reader_cost=0.0002 | ETA 00:40:35 2020-11-13 03:29:18 [INFO] [TRAIN] epoch=54, iter=35470/40000, loss=0.1956, lr=0.001408, batch_cost=0.5500, reader_cost=0.0002 | ETA 00:41:31 2020-11-13 03:29:23 [INFO] [TRAIN] epoch=54, iter=35480/40000, loss=0.1906, lr=0.001406, batch_cost=0.5203, reader_cost=0.0002 | ETA 00:39:11 2020-11-13 03:29:28 [INFO] [TRAIN] epoch=54, iter=35490/40000, loss=0.1118, lr=0.001403, batch_cost=0.5220, reader_cost=0.0002 | ETA 00:39:14 2020-11-13 03:29:33 [INFO] [TRAIN] epoch=54, iter=35500/40000, loss=0.1073, lr=0.001400, batch_cost=0.5258, reader_cost=0.0002 | ETA 00:39:26 2020-11-13 03:29:39 [INFO] [TRAIN] epoch=54, iter=35510/40000, loss=0.1546, lr=0.001397, batch_cost=0.5211, reader_cost=0.0002 | ETA 00:38:59 2020-11-13 03:29:44 [INFO] [TRAIN] epoch=54, iter=35520/40000, loss=0.2180, lr=0.001394, batch_cost=0.5522, reader_cost=0.0002 | ETA 00:41:13 2020-11-13 03:29:49 [INFO] [TRAIN] epoch=54, iter=35530/40000, loss=0.1565, lr=0.001392, batch_cost=0.5291, reader_cost=0.0002 | ETA 00:39:24 2020-11-13 03:29:55 [INFO] [TRAIN] epoch=54, iter=35540/40000, loss=0.1871, lr=0.001389, batch_cost=0.5505, reader_cost=0.0002 | ETA 00:40:55 2020-11-13 03:30:00 [INFO] [TRAIN] epoch=54, iter=35550/40000, loss=0.1557, lr=0.001386, batch_cost=0.5415, reader_cost=0.0002 | ETA 00:40:09 2020-11-13 03:30:06 [INFO] [TRAIN] epoch=54, iter=35560/40000, loss=0.1504, lr=0.001383, batch_cost=0.5520, reader_cost=0.0002 | ETA 00:40:50 2020-11-13 03:30:11 [INFO] [TRAIN] epoch=54, iter=35570/40000, loss=0.1309, lr=0.001380, batch_cost=0.5391, reader_cost=0.0002 | ETA 00:39:48 2020-11-13 03:30:17 [INFO] [TRAIN] epoch=54, iter=35580/40000, loss=0.1956, lr=0.001378, batch_cost=0.5551, reader_cost=0.0002 | ETA 00:40:53 2020-11-13 03:30:22 [INFO] [TRAIN] epoch=54, iter=35590/40000, loss=0.1944, lr=0.001375, batch_cost=0.5360, reader_cost=0.0002 | ETA 00:39:23 2020-11-13 03:30:28 [INFO] [TRAIN] epoch=54, iter=35600/40000, loss=0.1538, lr=0.001372, batch_cost=0.5556, reader_cost=0.0002 | ETA 00:40:44 2020-11-13 03:30:33 [INFO] [TRAIN] epoch=54, iter=35610/40000, loss=0.1093, lr=0.001369, batch_cost=0.5430, reader_cost=0.0002 | ETA 00:39:43 2020-11-13 03:30:39 [INFO] [TRAIN] epoch=54, iter=35620/40000, loss=0.0938, lr=0.001366, batch_cost=0.5506, reader_cost=0.0002 | ETA 00:40:11 2020-11-13 03:30:44 [INFO] [TRAIN] epoch=54, iter=35630/40000, loss=0.1894, lr=0.001364, batch_cost=0.5474, reader_cost=0.0002 | ETA 00:39:52 2020-11-13 03:30:50 [INFO] [TRAIN] epoch=54, iter=35640/40000, loss=0.1807, lr=0.001361, batch_cost=0.5354, reader_cost=0.0002 | ETA 00:38:54 2020-11-13 03:30:55 [INFO] [TRAIN] epoch=54, iter=35650/40000, loss=0.1386, lr=0.001358, batch_cost=0.5277, reader_cost=0.0002 | ETA 00:38:15 2020-11-13 03:31:00 [INFO] [TRAIN] epoch=54, iter=35660/40000, loss=0.1807, lr=0.001355, batch_cost=0.5343, reader_cost=0.0002 | ETA 00:38:39 2020-11-13 03:31:05 [INFO] [TRAIN] epoch=54, iter=35670/40000, loss=0.1507, lr=0.001352, batch_cost=0.5282, reader_cost=0.0002 | ETA 00:38:06 2020-11-13 03:31:11 [INFO] [TRAIN] epoch=54, iter=35680/40000, loss=0.1457, lr=0.001349, batch_cost=0.5271, reader_cost=0.0002 | ETA 00:37:57 2020-11-13 03:31:16 [INFO] [TRAIN] epoch=54, iter=35690/40000, loss=0.1639, lr=0.001347, batch_cost=0.5140, reader_cost=0.0002 | ETA 00:36:55 2020-11-13 03:31:22 [INFO] [TRAIN] epoch=55, iter=35700/40000, loss=0.1956, lr=0.001344, batch_cost=0.6440, reader_cost=0.0848 | ETA 00:46:09 2020-11-13 03:31:27 [INFO] [TRAIN] epoch=55, iter=35710/40000, loss=0.1796, lr=0.001341, batch_cost=0.5171, reader_cost=0.0005 | ETA 00:36:58 2020-11-13 03:31:33 [INFO] [TRAIN] epoch=55, iter=35720/40000, loss=0.2088, lr=0.001338, batch_cost=0.5278, reader_cost=0.0002 | ETA 00:37:38 2020-11-13 03:31:38 [INFO] [TRAIN] epoch=55, iter=35730/40000, loss=0.1836, lr=0.001335, batch_cost=0.5195, reader_cost=0.0002 | ETA 00:36:58 2020-11-13 03:31:43 [INFO] [TRAIN] epoch=55, iter=35740/40000, loss=0.1541, lr=0.001333, batch_cost=0.5213, reader_cost=0.0002 | ETA 00:37:00 2020-11-13 03:31:48 [INFO] [TRAIN] epoch=55, iter=35750/40000, loss=0.1031, lr=0.001330, batch_cost=0.5179, reader_cost=0.0002 | ETA 00:36:40 2020-11-13 03:31:54 [INFO] [TRAIN] epoch=55, iter=35760/40000, loss=0.1999, lr=0.001327, batch_cost=0.5211, reader_cost=0.0002 | ETA 00:36:49 2020-11-13 03:31:59 [INFO] [TRAIN] epoch=55, iter=35770/40000, loss=0.1643, lr=0.001324, batch_cost=0.5156, reader_cost=0.0002 | ETA 00:36:20 2020-11-13 03:32:04 [INFO] [TRAIN] epoch=55, iter=35780/40000, loss=0.1334, lr=0.001321, batch_cost=0.5247, reader_cost=0.0002 | ETA 00:36:54 2020-11-13 03:32:09 [INFO] [TRAIN] epoch=55, iter=35790/40000, loss=0.1594, lr=0.001319, batch_cost=0.5167, reader_cost=0.0002 | ETA 00:36:15 2020-11-13 03:32:14 [INFO] [TRAIN] epoch=55, iter=35800/40000, loss=0.1369, lr=0.001316, batch_cost=0.5247, reader_cost=0.0002 | ETA 00:36:43 2020-11-13 03:32:20 [INFO] [TRAIN] epoch=55, iter=35810/40000, loss=0.0963, lr=0.001313, batch_cost=0.5196, reader_cost=0.0002 | ETA 00:36:17 2020-11-13 03:32:25 [INFO] [TRAIN] epoch=55, iter=35820/40000, loss=0.2205, lr=0.001310, batch_cost=0.5203, reader_cost=0.0002 | ETA 00:36:14 2020-11-13 03:32:30 [INFO] [TRAIN] epoch=55, iter=35830/40000, loss=0.2194, lr=0.001307, batch_cost=0.5152, reader_cost=0.0002 | ETA 00:35:48 2020-11-13 03:32:35 [INFO] [TRAIN] epoch=55, iter=35840/40000, loss=0.1390, lr=0.001304, batch_cost=0.5237, reader_cost=0.0002 | ETA 00:36:18 2020-11-13 03:32:40 [INFO] [TRAIN] epoch=55, iter=35850/40000, loss=0.1135, lr=0.001302, batch_cost=0.5161, reader_cost=0.0002 | ETA 00:35:41 2020-11-13 03:32:46 [INFO] [TRAIN] epoch=55, iter=35860/40000, loss=0.1744, lr=0.001299, batch_cost=0.5216, reader_cost=0.0002 | ETA 00:35:59 2020-11-13 03:32:51 [INFO] [TRAIN] epoch=55, iter=35870/40000, loss=0.1577, lr=0.001296, batch_cost=0.5109, reader_cost=0.0002 | ETA 00:35:09 2020-11-13 03:32:56 [INFO] [TRAIN] epoch=55, iter=35880/40000, loss=0.1284, lr=0.001293, batch_cost=0.5195, reader_cost=0.0002 | ETA 00:35:40 2020-11-13 03:33:01 [INFO] [TRAIN] epoch=55, iter=35890/40000, loss=0.2035, lr=0.001290, batch_cost=0.5115, reader_cost=0.0002 | ETA 00:35:02 2020-11-13 03:33:06 [INFO] [TRAIN] epoch=55, iter=35900/40000, loss=0.1499, lr=0.001287, batch_cost=0.5114, reader_cost=0.0002 | ETA 00:34:56 2020-11-13 03:33:11 [INFO] [TRAIN] epoch=55, iter=35910/40000, loss=0.1420, lr=0.001285, batch_cost=0.5000, reader_cost=0.0002 | ETA 00:34:05 2020-11-13 03:33:16 [INFO] [TRAIN] epoch=55, iter=35920/40000, loss=0.1497, lr=0.001282, batch_cost=0.5107, reader_cost=0.0002 | ETA 00:34:43 2020-11-13 03:33:21 [INFO] [TRAIN] epoch=55, iter=35930/40000, loss=0.1338, lr=0.001279, batch_cost=0.5039, reader_cost=0.0002 | ETA 00:34:10 2020-11-13 03:33:26 [INFO] [TRAIN] epoch=55, iter=35940/40000, loss=0.1445, lr=0.001276, batch_cost=0.5047, reader_cost=0.0002 | ETA 00:34:09 2020-11-13 03:33:31 [INFO] [TRAIN] epoch=55, iter=35950/40000, loss=0.1845, lr=0.001273, batch_cost=0.5155, reader_cost=0.0002 | ETA 00:34:47 2020-11-13 03:33:36 [INFO] [TRAIN] epoch=55, iter=35960/40000, loss=0.1221, lr=0.001271, batch_cost=0.5010, reader_cost=0.0002 | ETA 00:33:44 2020-11-13 03:33:42 [INFO] [TRAIN] epoch=55, iter=35970/40000, loss=0.1304, lr=0.001268, batch_cost=0.5069, reader_cost=0.0002 | ETA 00:34:02 2020-11-13 03:33:47 [INFO] [TRAIN] epoch=55, iter=35980/40000, loss=0.1023, lr=0.001265, batch_cost=0.5029, reader_cost=0.0002 | ETA 00:33:41 2020-11-13 03:33:52 [INFO] [TRAIN] epoch=55, iter=35990/40000, loss=0.1316, lr=0.001262, batch_cost=0.5068, reader_cost=0.0002 | ETA 00:33:52 2020-11-13 03:33:57 [INFO] [TRAIN] epoch=55, iter=36000/40000, loss=0.1446, lr=0.001259, batch_cost=0.5016, reader_cost=0.0002 | ETA 00:33:26 2020-11-13 03:33:57 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 03:34:47 [INFO] [EVAL] #Images=1449 mIoU=0.7458 Acc=0.9426 Kappa=0.8710 2020-11-13 03:34:47 [INFO] [EVAL] Class IoU: [0.9374 0.8573 0.4291 0.8727 0.6767 0.7945 0.8899 0.851 0.8831 0.3918 0.8107 0.4949 0.8286 0.8129 0.8186 0.8508 0.6232 0.8369 0.4742 0.8282 0.7 ] 2020-11-13 03:34:47 [INFO] [EVAL] Class Acc: [0.9575 0.9418 0.4479 0.9563 0.8067 0.9019 0.9842 0.9218 0.9382 0.652 0.9065 0.8489 0.921 0.9015 0.8884 0.9359 0.8239 0.962 0.7916 0.934 0.8868] 2020-11-13 03:34:49 [INFO] [EVAL] The model with the best validation mIoU (0.7458) was saved at iter 36000. 2020-11-13 03:34:54 [INFO] [TRAIN] epoch=55, iter=36010/40000, loss=0.1912, lr=0.001256, batch_cost=0.5534, reader_cost=0.0004 | ETA 00:36:47 2020-11-13 03:35:00 [INFO] [TRAIN] epoch=55, iter=36020/40000, loss=0.1012, lr=0.001254, batch_cost=0.5386, reader_cost=0.0002 | ETA 00:35:43 2020-11-13 03:35:05 [INFO] [TRAIN] epoch=55, iter=36030/40000, loss=0.1472, lr=0.001251, batch_cost=0.5541, reader_cost=0.0002 | ETA 00:36:39 2020-11-13 03:35:11 [INFO] [TRAIN] epoch=55, iter=36040/40000, loss=0.2148, lr=0.001248, batch_cost=0.5353, reader_cost=0.0001 | ETA 00:35:19 2020-11-13 03:35:16 [INFO] [TRAIN] epoch=55, iter=36050/40000, loss=0.1312, lr=0.001245, batch_cost=0.5582, reader_cost=0.0001 | ETA 00:36:44 2020-11-13 03:35:22 [INFO] [TRAIN] epoch=55, iter=36060/40000, loss=0.1181, lr=0.001242, batch_cost=0.5392, reader_cost=0.0001 | ETA 00:35:24 2020-11-13 03:35:27 [INFO] [TRAIN] epoch=55, iter=36070/40000, loss=0.0979, lr=0.001239, batch_cost=0.5529, reader_cost=0.0001 | ETA 00:36:12 2020-11-13 03:35:33 [INFO] [TRAIN] epoch=55, iter=36080/40000, loss=0.1473, lr=0.001237, batch_cost=0.5398, reader_cost=0.0001 | ETA 00:35:16 2020-11-13 03:35:38 [INFO] [TRAIN] epoch=55, iter=36090/40000, loss=0.1554, lr=0.001234, batch_cost=0.5449, reader_cost=0.0001 | ETA 00:35:30 2020-11-13 03:35:44 [INFO] [TRAIN] epoch=55, iter=36100/40000, loss=0.1908, lr=0.001231, batch_cost=0.5405, reader_cost=0.0002 | ETA 00:35:07 2020-11-13 03:35:49 [INFO] [TRAIN] epoch=55, iter=36110/40000, loss=0.1325, lr=0.001228, batch_cost=0.5526, reader_cost=0.0002 | ETA 00:35:49 2020-11-13 03:35:54 [INFO] [TRAIN] epoch=55, iter=36120/40000, loss=0.2186, lr=0.001225, batch_cost=0.5414, reader_cost=0.0001 | ETA 00:35:00 2020-11-13 03:36:00 [INFO] [TRAIN] epoch=55, iter=36130/40000, loss=0.1461, lr=0.001222, batch_cost=0.5447, reader_cost=0.0001 | ETA 00:35:07 2020-11-13 03:36:05 [INFO] [TRAIN] epoch=55, iter=36140/40000, loss=0.1124, lr=0.001219, batch_cost=0.5424, reader_cost=0.0002 | ETA 00:34:53 2020-11-13 03:36:11 [INFO] [TRAIN] epoch=55, iter=36150/40000, loss=0.1949, lr=0.001217, batch_cost=0.5600, reader_cost=0.0002 | ETA 00:35:56 2020-11-13 03:36:16 [INFO] [TRAIN] epoch=55, iter=36160/40000, loss=0.2087, lr=0.001214, batch_cost=0.5416, reader_cost=0.0002 | ETA 00:34:39 2020-11-13 03:36:22 [INFO] [TRAIN] epoch=55, iter=36170/40000, loss=0.1995, lr=0.001211, batch_cost=0.5209, reader_cost=0.0002 | ETA 00:33:14 2020-11-13 03:36:27 [INFO] [TRAIN] epoch=55, iter=36180/40000, loss=0.1455, lr=0.001208, batch_cost=0.5121, reader_cost=0.0001 | ETA 00:32:36 2020-11-13 03:36:32 [INFO] [TRAIN] epoch=55, iter=36190/40000, loss=0.1521, lr=0.001205, batch_cost=0.5180, reader_cost=0.0001 | ETA 00:32:53 2020-11-13 03:36:37 [INFO] [TRAIN] epoch=55, iter=36200/40000, loss=0.2005, lr=0.001202, batch_cost=0.5279, reader_cost=0.0002 | ETA 00:33:25 2020-11-13 03:36:42 [INFO] [TRAIN] epoch=55, iter=36210/40000, loss=0.2239, lr=0.001200, batch_cost=0.5181, reader_cost=0.0002 | ETA 00:32:43 2020-11-13 03:36:47 [INFO] [TRAIN] epoch=55, iter=36220/40000, loss=0.1898, lr=0.001197, batch_cost=0.5108, reader_cost=0.0002 | ETA 00:32:10 2020-11-13 03:36:53 [INFO] [TRAIN] epoch=55, iter=36230/40000, loss=0.1324, lr=0.001194, batch_cost=0.5084, reader_cost=0.0002 | ETA 00:31:56 2020-11-13 03:36:58 [INFO] [TRAIN] epoch=55, iter=36240/40000, loss=0.1808, lr=0.001191, batch_cost=0.5087, reader_cost=0.0002 | ETA 00:31:52 2020-11-13 03:37:03 [INFO] [TRAIN] epoch=55, iter=36250/40000, loss=0.2181, lr=0.001188, batch_cost=0.5053, reader_cost=0.0002 | ETA 00:31:34 2020-11-13 03:37:08 [INFO] [TRAIN] epoch=55, iter=36260/40000, loss=0.1049, lr=0.001185, batch_cost=0.5134, reader_cost=0.0002 | ETA 00:32:00 2020-11-13 03:37:13 [INFO] [TRAIN] epoch=55, iter=36270/40000, loss=0.1434, lr=0.001182, batch_cost=0.5220, reader_cost=0.0002 | ETA 00:32:27 2020-11-13 03:37:18 [INFO] [TRAIN] epoch=55, iter=36280/40000, loss=0.1230, lr=0.001180, batch_cost=0.5255, reader_cost=0.0002 | ETA 00:32:34 2020-11-13 03:37:23 [INFO] [TRAIN] epoch=55, iter=36290/40000, loss=0.1190, lr=0.001177, batch_cost=0.5151, reader_cost=0.0002 | ETA 00:31:50 2020-11-13 03:37:28 [INFO] [TRAIN] epoch=55, iter=36300/40000, loss=0.1403, lr=0.001174, batch_cost=0.5087, reader_cost=0.0002 | ETA 00:31:22 2020-11-13 03:37:34 [INFO] [TRAIN] epoch=55, iter=36310/40000, loss=0.1240, lr=0.001171, batch_cost=0.5096, reader_cost=0.0001 | ETA 00:31:20 2020-11-13 03:37:39 [INFO] [TRAIN] epoch=55, iter=36320/40000, loss=0.1894, lr=0.001168, batch_cost=0.5073, reader_cost=0.0002 | ETA 00:31:06 2020-11-13 03:37:44 [INFO] [TRAIN] epoch=55, iter=36330/40000, loss=0.1564, lr=0.001165, batch_cost=0.5332, reader_cost=0.0002 | ETA 00:32:36 2020-11-13 03:37:49 [INFO] [TRAIN] epoch=55, iter=36340/40000, loss=0.1043, lr=0.001162, batch_cost=0.5212, reader_cost=0.0002 | ETA 00:31:47 2020-11-13 03:37:54 [INFO] [TRAIN] epoch=55, iter=36350/40000, loss=0.1177, lr=0.001160, batch_cost=0.5081, reader_cost=0.0002 | ETA 00:30:54 2020-11-13 03:38:01 [INFO] [TRAIN] epoch=56, iter=36360/40000, loss=0.0939, lr=0.001157, batch_cost=0.6413, reader_cost=0.0926 | ETA 00:38:54 2020-11-13 03:38:06 [INFO] [TRAIN] epoch=56, iter=36370/40000, loss=0.1532, lr=0.001154, batch_cost=0.5377, reader_cost=0.0004 | ETA 00:32:32 2020-11-13 03:38:12 [INFO] [TRAIN] epoch=56, iter=36380/40000, loss=0.0919, lr=0.001151, batch_cost=0.5435, reader_cost=0.0002 | ETA 00:32:47 2020-11-13 03:38:17 [INFO] [TRAIN] epoch=56, iter=36390/40000, loss=0.1466, lr=0.001148, batch_cost=0.5496, reader_cost=0.0002 | ETA 00:33:04 2020-11-13 03:38:23 [INFO] [TRAIN] epoch=56, iter=36400/40000, loss=0.1308, lr=0.001145, batch_cost=0.5609, reader_cost=0.0002 | ETA 00:33:39 2020-11-13 03:38:28 [INFO] [TRAIN] epoch=56, iter=36410/40000, loss=0.1600, lr=0.001142, batch_cost=0.5675, reader_cost=0.0002 | ETA 00:33:57 2020-11-13 03:38:34 [INFO] [TRAIN] epoch=56, iter=36420/40000, loss=0.1218, lr=0.001140, batch_cost=0.5635, reader_cost=0.0002 | ETA 00:33:37 2020-11-13 03:38:39 [INFO] [TRAIN] epoch=56, iter=36430/40000, loss=0.1260, lr=0.001137, batch_cost=0.5550, reader_cost=0.0002 | ETA 00:33:01 2020-11-13 03:38:45 [INFO] [TRAIN] epoch=56, iter=36440/40000, loss=0.1205, lr=0.001134, batch_cost=0.5709, reader_cost=0.0002 | ETA 00:33:52 2020-11-13 03:38:51 [INFO] [TRAIN] epoch=56, iter=36450/40000, loss=0.1488, lr=0.001131, batch_cost=0.5559, reader_cost=0.0002 | ETA 00:32:53 2020-11-13 03:38:56 [INFO] [TRAIN] epoch=56, iter=36460/40000, loss=0.1369, lr=0.001128, batch_cost=0.5588, reader_cost=0.0002 | ETA 00:32:58 2020-11-13 03:39:02 [INFO] [TRAIN] epoch=56, iter=36470/40000, loss=0.1257, lr=0.001125, batch_cost=0.5415, reader_cost=0.0002 | ETA 00:31:51 2020-11-13 03:39:07 [INFO] [TRAIN] epoch=56, iter=36480/40000, loss=0.1437, lr=0.001122, batch_cost=0.5554, reader_cost=0.0002 | ETA 00:32:35 2020-11-13 03:39:13 [INFO] [TRAIN] epoch=56, iter=36490/40000, loss=0.1646, lr=0.001120, batch_cost=0.5445, reader_cost=0.0002 | ETA 00:31:51 2020-11-13 03:39:18 [INFO] [TRAIN] epoch=56, iter=36500/40000, loss=0.1043, lr=0.001117, batch_cost=0.5604, reader_cost=0.0002 | ETA 00:32:41 2020-11-13 03:39:24 [INFO] [TRAIN] epoch=56, iter=36510/40000, loss=0.1568, lr=0.001114, batch_cost=0.5463, reader_cost=0.0002 | ETA 00:31:46 2020-11-13 03:39:29 [INFO] [TRAIN] epoch=56, iter=36520/40000, loss=0.2129, lr=0.001111, batch_cost=0.5566, reader_cost=0.0002 | ETA 00:32:16 2020-11-13 03:39:35 [INFO] [TRAIN] epoch=56, iter=36530/40000, loss=0.1616, lr=0.001108, batch_cost=0.5392, reader_cost=0.0002 | ETA 00:31:11 2020-11-13 03:39:40 [INFO] [TRAIN] epoch=56, iter=36540/40000, loss=0.1657, lr=0.001105, batch_cost=0.5488, reader_cost=0.0002 | ETA 00:31:38 2020-11-13 03:39:46 [INFO] [TRAIN] epoch=56, iter=36550/40000, loss=0.1930, lr=0.001102, batch_cost=0.5702, reader_cost=0.0002 | ETA 00:32:47 2020-11-13 03:39:51 [INFO] [TRAIN] epoch=56, iter=36560/40000, loss=0.1380, lr=0.001099, batch_cost=0.5429, reader_cost=0.0002 | ETA 00:31:07 2020-11-13 03:39:57 [INFO] [TRAIN] epoch=56, iter=36570/40000, loss=0.1412, lr=0.001097, batch_cost=0.5370, reader_cost=0.0002 | ETA 00:30:41 2020-11-13 03:40:02 [INFO] [TRAIN] epoch=56, iter=36580/40000, loss=0.1644, lr=0.001094, batch_cost=0.5508, reader_cost=0.0002 | ETA 00:31:23 2020-11-13 03:40:08 [INFO] [TRAIN] epoch=56, iter=36590/40000, loss=0.1113, lr=0.001091, batch_cost=0.5621, reader_cost=0.0002 | ETA 00:31:56 2020-11-13 03:40:14 [INFO] [TRAIN] epoch=56, iter=36600/40000, loss=0.1482, lr=0.001088, batch_cost=0.5963, reader_cost=0.0002 | ETA 00:33:47 2020-11-13 03:40:20 [INFO] [TRAIN] epoch=56, iter=36610/40000, loss=0.1459, lr=0.001085, batch_cost=0.6293, reader_cost=0.0002 | ETA 00:35:33 2020-11-13 03:40:26 [INFO] [TRAIN] epoch=56, iter=36620/40000, loss=0.1333, lr=0.001082, batch_cost=0.5640, reader_cost=0.0002 | ETA 00:31:46 2020-11-13 03:40:32 [INFO] [TRAIN] epoch=56, iter=36630/40000, loss=0.2034, lr=0.001079, batch_cost=0.5765, reader_cost=0.0002 | ETA 00:32:22 2020-11-13 03:40:37 [INFO] [TRAIN] epoch=56, iter=36640/40000, loss=0.1065, lr=0.001076, batch_cost=0.5847, reader_cost=0.0002 | ETA 00:32:44 2020-11-13 03:40:43 [INFO] [TRAIN] epoch=56, iter=36650/40000, loss=0.1240, lr=0.001074, batch_cost=0.6064, reader_cost=0.0002 | ETA 00:33:51 2020-11-13 03:40:49 [INFO] [TRAIN] epoch=56, iter=36660/40000, loss=0.1349, lr=0.001071, batch_cost=0.5631, reader_cost=0.0002 | ETA 00:31:20 2020-11-13 03:40:55 [INFO] [TRAIN] epoch=56, iter=36670/40000, loss=0.1240, lr=0.001068, batch_cost=0.5822, reader_cost=0.0002 | ETA 00:32:18 2020-11-13 03:41:00 [INFO] [TRAIN] epoch=56, iter=36680/40000, loss=0.1693, lr=0.001065, batch_cost=0.5280, reader_cost=0.0002 | ETA 00:29:13 2020-11-13 03:41:06 [INFO] [TRAIN] epoch=56, iter=36690/40000, loss=0.1081, lr=0.001062, batch_cost=0.5632, reader_cost=0.0002 | ETA 00:31:04 2020-11-13 03:41:11 [INFO] [TRAIN] epoch=56, iter=36700/40000, loss=0.1023, lr=0.001059, batch_cost=0.5539, reader_cost=0.0002 | ETA 00:30:27 2020-11-13 03:41:17 [INFO] [TRAIN] epoch=56, iter=36710/40000, loss=0.1509, lr=0.001056, batch_cost=0.5555, reader_cost=0.0002 | ETA 00:30:27 2020-11-13 03:41:22 [INFO] [TRAIN] epoch=56, iter=36720/40000, loss=0.1632, lr=0.001053, batch_cost=0.5484, reader_cost=0.0002 | ETA 00:29:58 2020-11-13 03:41:28 [INFO] [TRAIN] epoch=56, iter=36730/40000, loss=0.1199, lr=0.001050, batch_cost=0.5422, reader_cost=0.0002 | ETA 00:29:33 2020-11-13 03:41:33 [INFO] [TRAIN] epoch=56, iter=36740/40000, loss=0.2080, lr=0.001048, batch_cost=0.5261, reader_cost=0.0002 | ETA 00:28:35 2020-11-13 03:41:38 [INFO] [TRAIN] epoch=56, iter=36750/40000, loss=0.0858, lr=0.001045, batch_cost=0.5193, reader_cost=0.0002 | ETA 00:28:07 2020-11-13 03:41:44 [INFO] [TRAIN] epoch=56, iter=36760/40000, loss=0.1352, lr=0.001042, batch_cost=0.5646, reader_cost=0.0002 | ETA 00:30:29 2020-11-13 03:41:49 [INFO] [TRAIN] epoch=56, iter=36770/40000, loss=0.1020, lr=0.001039, batch_cost=0.5440, reader_cost=0.0002 | ETA 00:29:17 2020-11-13 03:41:55 [INFO] [TRAIN] epoch=56, iter=36780/40000, loss=0.1662, lr=0.001036, batch_cost=0.5274, reader_cost=0.0002 | ETA 00:28:18 2020-11-13 03:42:00 [INFO] [TRAIN] epoch=56, iter=36790/40000, loss=0.1366, lr=0.001033, batch_cost=0.5274, reader_cost=0.0002 | ETA 00:28:12 2020-11-13 03:42:05 [INFO] [TRAIN] epoch=56, iter=36800/40000, loss=0.0938, lr=0.001030, batch_cost=0.5405, reader_cost=0.0002 | ETA 00:28:49 2020-11-13 03:42:11 [INFO] [TRAIN] epoch=56, iter=36810/40000, loss=0.1618, lr=0.001027, batch_cost=0.5296, reader_cost=0.0002 | ETA 00:28:09 2020-11-13 03:42:16 [INFO] [TRAIN] epoch=56, iter=36820/40000, loss=0.1386, lr=0.001024, batch_cost=0.5290, reader_cost=0.0002 | ETA 00:28:02 2020-11-13 03:42:21 [INFO] [TRAIN] epoch=56, iter=36830/40000, loss=0.1515, lr=0.001021, batch_cost=0.5271, reader_cost=0.0002 | ETA 00:27:50 2020-11-13 03:42:26 [INFO] [TRAIN] epoch=56, iter=36840/40000, loss=0.1685, lr=0.001019, batch_cost=0.5264, reader_cost=0.0002 | ETA 00:27:43 2020-11-13 03:42:32 [INFO] [TRAIN] epoch=56, iter=36850/40000, loss=0.1116, lr=0.001016, batch_cost=0.5307, reader_cost=0.0002 | ETA 00:27:51 2020-11-13 03:42:37 [INFO] [TRAIN] epoch=56, iter=36860/40000, loss=0.1532, lr=0.001013, batch_cost=0.5352, reader_cost=0.0002 | ETA 00:28:00 2020-11-13 03:42:42 [INFO] [TRAIN] epoch=56, iter=36870/40000, loss=0.1330, lr=0.001010, batch_cost=0.5286, reader_cost=0.0002 | ETA 00:27:34 2020-11-13 03:42:48 [INFO] [TRAIN] epoch=56, iter=36880/40000, loss=0.1478, lr=0.001007, batch_cost=0.5238, reader_cost=0.0002 | ETA 00:27:14 2020-11-13 03:42:53 [INFO] [TRAIN] epoch=56, iter=36890/40000, loss=0.1236, lr=0.001004, batch_cost=0.5308, reader_cost=0.0002 | ETA 00:27:30 2020-11-13 03:42:58 [INFO] [TRAIN] epoch=56, iter=36900/40000, loss=0.1493, lr=0.001001, batch_cost=0.5181, reader_cost=0.0002 | ETA 00:26:46 2020-11-13 03:43:04 [INFO] [TRAIN] epoch=56, iter=36910/40000, loss=0.1589, lr=0.000998, batch_cost=0.5353, reader_cost=0.0002 | ETA 00:27:34 2020-11-13 03:43:09 [INFO] [TRAIN] epoch=56, iter=36920/40000, loss=0.1104, lr=0.000995, batch_cost=0.5533, reader_cost=0.0019 | ETA 00:28:24 2020-11-13 03:43:14 [INFO] [TRAIN] epoch=56, iter=36930/40000, loss=0.1141, lr=0.000992, batch_cost=0.5451, reader_cost=0.0002 | ETA 00:27:53 2020-11-13 03:43:20 [INFO] [TRAIN] epoch=56, iter=36940/40000, loss=0.1287, lr=0.000990, batch_cost=0.5353, reader_cost=0.0002 | ETA 00:27:17 2020-11-13 03:43:25 [INFO] [TRAIN] epoch=56, iter=36950/40000, loss=0.1197, lr=0.000987, batch_cost=0.5334, reader_cost=0.0002 | ETA 00:27:06 2020-11-13 03:43:31 [INFO] [TRAIN] epoch=56, iter=36960/40000, loss=0.1158, lr=0.000984, batch_cost=0.5407, reader_cost=0.0002 | ETA 00:27:23 2020-11-13 03:43:36 [INFO] [TRAIN] epoch=56, iter=36970/40000, loss=0.1593, lr=0.000981, batch_cost=0.5461, reader_cost=0.0002 | ETA 00:27:34 2020-11-13 03:43:41 [INFO] [TRAIN] epoch=56, iter=36980/40000, loss=0.1308, lr=0.000978, batch_cost=0.5346, reader_cost=0.0002 | ETA 00:26:54 2020-11-13 03:43:47 [INFO] [TRAIN] epoch=56, iter=36990/40000, loss=0.1412, lr=0.000975, batch_cost=0.5367, reader_cost=0.0002 | ETA 00:26:55 2020-11-13 03:43:52 [INFO] [TRAIN] epoch=56, iter=37000/40000, loss=0.1372, lr=0.000972, batch_cost=0.5340, reader_cost=0.0002 | ETA 00:26:41 2020-11-13 03:43:57 [INFO] [TRAIN] epoch=56, iter=37010/40000, loss=0.1363, lr=0.000969, batch_cost=0.5221, reader_cost=0.0002 | ETA 00:26:01 2020-11-13 03:44:04 [INFO] [TRAIN] epoch=57, iter=37020/40000, loss=0.1320, lr=0.000966, batch_cost=0.6451, reader_cost=0.0930 | ETA 00:32:02 2020-11-13 03:44:09 [INFO] [TRAIN] epoch=57, iter=37030/40000, loss=0.2125, lr=0.000963, batch_cost=0.5694, reader_cost=0.0012 | ETA 00:28:11 2020-11-13 03:44:15 [INFO] [TRAIN] epoch=57, iter=37040/40000, loss=0.1224, lr=0.000960, batch_cost=0.5502, reader_cost=0.0002 | ETA 00:27:08 2020-11-13 03:44:20 [INFO] [TRAIN] epoch=57, iter=37050/40000, loss=0.1466, lr=0.000957, batch_cost=0.5460, reader_cost=0.0002 | ETA 00:26:50 2020-11-13 03:44:26 [INFO] [TRAIN] epoch=57, iter=37060/40000, loss=0.1380, lr=0.000955, batch_cost=0.5301, reader_cost=0.0002 | ETA 00:25:58 2020-11-13 03:44:31 [INFO] [TRAIN] epoch=57, iter=37070/40000, loss=0.1610, lr=0.000952, batch_cost=0.5336, reader_cost=0.0002 | ETA 00:26:03 2020-11-13 03:44:36 [INFO] [TRAIN] epoch=57, iter=37080/40000, loss=0.1139, lr=0.000949, batch_cost=0.5309, reader_cost=0.0002 | ETA 00:25:50 2020-11-13 03:44:42 [INFO] [TRAIN] epoch=57, iter=37090/40000, loss=0.1635, lr=0.000946, batch_cost=0.5268, reader_cost=0.0002 | ETA 00:25:33 2020-11-13 03:44:47 [INFO] [TRAIN] epoch=57, iter=37100/40000, loss=0.2083, lr=0.000943, batch_cost=0.5483, reader_cost=0.0002 | ETA 00:26:30 2020-11-13 03:44:52 [INFO] [TRAIN] epoch=57, iter=37110/40000, loss=0.1421, lr=0.000940, batch_cost=0.5266, reader_cost=0.0002 | ETA 00:25:21 2020-11-13 03:44:58 [INFO] [TRAIN] epoch=57, iter=37120/40000, loss=0.1347, lr=0.000937, batch_cost=0.5159, reader_cost=0.0002 | ETA 00:24:45 2020-11-13 03:45:03 [INFO] [TRAIN] epoch=57, iter=37130/40000, loss=0.1529, lr=0.000934, batch_cost=0.5374, reader_cost=0.0002 | ETA 00:25:42 2020-11-13 03:45:08 [INFO] [TRAIN] epoch=57, iter=37140/40000, loss=0.1089, lr=0.000931, batch_cost=0.5395, reader_cost=0.0002 | ETA 00:25:42 2020-11-13 03:45:14 [INFO] [TRAIN] epoch=57, iter=37150/40000, loss=0.2297, lr=0.000928, batch_cost=0.5293, reader_cost=0.0002 | ETA 00:25:08 2020-11-13 03:45:19 [INFO] [TRAIN] epoch=57, iter=37160/40000, loss=0.1064, lr=0.000925, batch_cost=0.5198, reader_cost=0.0002 | ETA 00:24:36 2020-11-13 03:45:24 [INFO] [TRAIN] epoch=57, iter=37170/40000, loss=0.1545, lr=0.000922, batch_cost=0.5160, reader_cost=0.0002 | ETA 00:24:20 2020-11-13 03:45:29 [INFO] [TRAIN] epoch=57, iter=37180/40000, loss=0.1163, lr=0.000919, batch_cost=0.5220, reader_cost=0.0002 | ETA 00:24:32 2020-11-13 03:45:35 [INFO] [TRAIN] epoch=57, iter=37190/40000, loss=0.1148, lr=0.000916, batch_cost=0.5464, reader_cost=0.0002 | ETA 00:25:35 2020-11-13 03:45:40 [INFO] [TRAIN] epoch=57, iter=37200/40000, loss=0.1318, lr=0.000914, batch_cost=0.5612, reader_cost=0.0002 | ETA 00:26:11 2020-11-13 03:45:46 [INFO] [TRAIN] epoch=57, iter=37210/40000, loss=0.1567, lr=0.000911, batch_cost=0.5474, reader_cost=0.0002 | ETA 00:25:27 2020-11-13 03:45:51 [INFO] [TRAIN] epoch=57, iter=37220/40000, loss=0.1344, lr=0.000908, batch_cost=0.5380, reader_cost=0.0002 | ETA 00:24:55 2020-11-13 03:45:57 [INFO] [TRAIN] epoch=57, iter=37230/40000, loss=0.1113, lr=0.000905, batch_cost=0.5579, reader_cost=0.0002 | ETA 00:25:45 2020-11-13 03:46:02 [INFO] [TRAIN] epoch=57, iter=37240/40000, loss=0.1443, lr=0.000902, batch_cost=0.5629, reader_cost=0.0002 | ETA 00:25:53 2020-11-13 03:46:08 [INFO] [TRAIN] epoch=57, iter=37250/40000, loss=0.1486, lr=0.000899, batch_cost=0.5263, reader_cost=0.0002 | ETA 00:24:07 2020-11-13 03:46:13 [INFO] [TRAIN] epoch=57, iter=37260/40000, loss=0.1054, lr=0.000896, batch_cost=0.5240, reader_cost=0.0002 | ETA 00:23:55 2020-11-13 03:46:18 [INFO] [TRAIN] epoch=57, iter=37270/40000, loss=0.1701, lr=0.000893, batch_cost=0.5204, reader_cost=0.0002 | ETA 00:23:40 2020-11-13 03:46:23 [INFO] [TRAIN] epoch=57, iter=37280/40000, loss=0.1181, lr=0.000890, batch_cost=0.5250, reader_cost=0.0002 | ETA 00:23:48 2020-11-13 03:46:29 [INFO] [TRAIN] epoch=57, iter=37290/40000, loss=0.2124, lr=0.000887, batch_cost=0.5231, reader_cost=0.0002 | ETA 00:23:37 2020-11-13 03:46:34 [INFO] [TRAIN] epoch=57, iter=37300/40000, loss=0.1431, lr=0.000884, batch_cost=0.5333, reader_cost=0.0002 | ETA 00:23:59 2020-11-13 03:46:39 [INFO] [TRAIN] epoch=57, iter=37310/40000, loss=0.1353, lr=0.000881, batch_cost=0.5306, reader_cost=0.0002 | ETA 00:23:47 2020-11-13 03:46:45 [INFO] [TRAIN] epoch=57, iter=37320/40000, loss=0.1150, lr=0.000878, batch_cost=0.5375, reader_cost=0.0002 | ETA 00:24:00 2020-11-13 03:46:50 [INFO] [TRAIN] epoch=57, iter=37330/40000, loss=0.1533, lr=0.000875, batch_cost=0.5437, reader_cost=0.0002 | ETA 00:24:11 2020-11-13 03:46:55 [INFO] [TRAIN] epoch=57, iter=37340/40000, loss=0.1292, lr=0.000872, batch_cost=0.5371, reader_cost=0.0002 | ETA 00:23:48 2020-11-13 03:47:01 [INFO] [TRAIN] epoch=57, iter=37350/40000, loss=0.1593, lr=0.000869, batch_cost=0.5396, reader_cost=0.0002 | ETA 00:23:49 2020-11-13 03:47:06 [INFO] [TRAIN] epoch=57, iter=37360/40000, loss=0.1183, lr=0.000866, batch_cost=0.5271, reader_cost=0.0002 | ETA 00:23:11 2020-11-13 03:47:11 [INFO] [TRAIN] epoch=57, iter=37370/40000, loss=0.1514, lr=0.000863, batch_cost=0.5328, reader_cost=0.0002 | ETA 00:23:21 2020-11-13 03:47:17 [INFO] [TRAIN] epoch=57, iter=37380/40000, loss=0.1367, lr=0.000861, batch_cost=0.5313, reader_cost=0.0002 | ETA 00:23:11 2020-11-13 03:47:22 [INFO] [TRAIN] epoch=57, iter=37390/40000, loss=0.1061, lr=0.000858, batch_cost=0.5273, reader_cost=0.0002 | ETA 00:22:56 2020-11-13 03:47:27 [INFO] [TRAIN] epoch=57, iter=37400/40000, loss=0.1928, lr=0.000855, batch_cost=0.5233, reader_cost=0.0002 | ETA 00:22:40 2020-11-13 03:47:32 [INFO] [TRAIN] epoch=57, iter=37410/40000, loss=0.1389, lr=0.000852, batch_cost=0.5281, reader_cost=0.0002 | ETA 00:22:47 2020-11-13 03:47:38 [INFO] [TRAIN] epoch=57, iter=37420/40000, loss=0.1808, lr=0.000849, batch_cost=0.5390, reader_cost=0.0002 | ETA 00:23:10 2020-11-13 03:47:43 [INFO] [TRAIN] epoch=57, iter=37430/40000, loss=0.1629, lr=0.000846, batch_cost=0.5361, reader_cost=0.0002 | ETA 00:22:57 2020-11-13 03:47:49 [INFO] [TRAIN] epoch=57, iter=37440/40000, loss=0.1477, lr=0.000843, batch_cost=0.5388, reader_cost=0.0002 | ETA 00:22:59 2020-11-13 03:47:54 [INFO] [TRAIN] epoch=57, iter=37450/40000, loss=0.1139, lr=0.000840, batch_cost=0.5310, reader_cost=0.0002 | ETA 00:22:34 2020-11-13 03:47:59 [INFO] [TRAIN] epoch=57, iter=37460/40000, loss=0.2146, lr=0.000837, batch_cost=0.5344, reader_cost=0.0002 | ETA 00:22:37 2020-11-13 03:48:05 [INFO] [TRAIN] epoch=57, iter=37470/40000, loss=0.1345, lr=0.000834, batch_cost=0.5312, reader_cost=0.0002 | ETA 00:22:23 2020-11-13 03:48:10 [INFO] [TRAIN] epoch=57, iter=37480/40000, loss=0.1320, lr=0.000831, batch_cost=0.5475, reader_cost=0.0002 | ETA 00:22:59 2020-11-13 03:48:16 [INFO] [TRAIN] epoch=57, iter=37490/40000, loss=0.1355, lr=0.000828, batch_cost=0.5502, reader_cost=0.0002 | ETA 00:23:01 2020-11-13 03:48:21 [INFO] [TRAIN] epoch=57, iter=37500/40000, loss=0.1187, lr=0.000825, batch_cost=0.5362, reader_cost=0.0002 | ETA 00:22:20 2020-11-13 03:48:26 [INFO] [TRAIN] epoch=57, iter=37510/40000, loss=0.1930, lr=0.000822, batch_cost=0.5330, reader_cost=0.0002 | ETA 00:22:07 2020-11-13 03:48:32 [INFO] [TRAIN] epoch=57, iter=37520/40000, loss=0.1189, lr=0.000819, batch_cost=0.5271, reader_cost=0.0002 | ETA 00:21:47 2020-11-13 03:48:37 [INFO] [TRAIN] epoch=57, iter=37530/40000, loss=0.1253, lr=0.000816, batch_cost=0.5219, reader_cost=0.0002 | ETA 00:21:29 2020-11-13 03:48:42 [INFO] [TRAIN] epoch=57, iter=37540/40000, loss=0.1558, lr=0.000813, batch_cost=0.5361, reader_cost=0.0002 | ETA 00:21:58 2020-11-13 03:48:47 [INFO] [TRAIN] epoch=57, iter=37550/40000, loss=0.1776, lr=0.000810, batch_cost=0.5206, reader_cost=0.0002 | ETA 00:21:15 2020-11-13 03:48:53 [INFO] [TRAIN] epoch=57, iter=37560/40000, loss=0.1451, lr=0.000807, batch_cost=0.5251, reader_cost=0.0002 | ETA 00:21:21 2020-11-13 03:48:58 [INFO] [TRAIN] epoch=57, iter=37570/40000, loss=0.1036, lr=0.000804, batch_cost=0.5196, reader_cost=0.0002 | ETA 00:21:02 2020-11-13 03:49:03 [INFO] [TRAIN] epoch=57, iter=37580/40000, loss=0.1294, lr=0.000801, batch_cost=0.5241, reader_cost=0.0002 | ETA 00:21:08 2020-11-13 03:49:08 [INFO] [TRAIN] epoch=57, iter=37590/40000, loss=0.1477, lr=0.000798, batch_cost=0.5272, reader_cost=0.0002 | ETA 00:21:10 2020-11-13 03:49:14 [INFO] [TRAIN] epoch=57, iter=37600/40000, loss=0.1398, lr=0.000795, batch_cost=0.5391, reader_cost=0.0002 | ETA 00:21:33 2020-11-13 03:49:19 [INFO] [TRAIN] epoch=57, iter=37610/40000, loss=0.1746, lr=0.000792, batch_cost=0.5360, reader_cost=0.0002 | ETA 00:21:21 2020-11-13 03:49:24 [INFO] [TRAIN] epoch=57, iter=37620/40000, loss=0.1244, lr=0.000789, batch_cost=0.5356, reader_cost=0.0002 | ETA 00:21:14 2020-11-13 03:49:30 [INFO] [TRAIN] epoch=57, iter=37630/40000, loss=0.1387, lr=0.000786, batch_cost=0.5395, reader_cost=0.0002 | ETA 00:21:18 2020-11-13 03:49:35 [INFO] [TRAIN] epoch=57, iter=37640/40000, loss=0.0888, lr=0.000783, batch_cost=0.5395, reader_cost=0.0002 | ETA 00:21:13 2020-11-13 03:49:41 [INFO] [TRAIN] epoch=57, iter=37650/40000, loss=0.1078, lr=0.000780, batch_cost=0.5367, reader_cost=0.0002 | ETA 00:21:01 2020-11-13 03:49:46 [INFO] [TRAIN] epoch=57, iter=37660/40000, loss=0.1336, lr=0.000777, batch_cost=0.5462, reader_cost=0.0002 | ETA 00:21:18 2020-11-13 03:49:51 [INFO] [TRAIN] epoch=57, iter=37670/40000, loss=0.1636, lr=0.000774, batch_cost=0.5398, reader_cost=0.0002 | ETA 00:20:57 2020-11-13 03:49:58 [INFO] [TRAIN] epoch=58, iter=37680/40000, loss=0.0985, lr=0.000771, batch_cost=0.6246, reader_cost=0.0936 | ETA 00:24:09 2020-11-13 03:50:03 [INFO] [TRAIN] epoch=58, iter=37690/40000, loss=0.1799, lr=0.000768, batch_cost=0.5353, reader_cost=0.0004 | ETA 00:20:36 2020-11-13 03:50:08 [INFO] [TRAIN] epoch=58, iter=37700/40000, loss=0.1349, lr=0.000765, batch_cost=0.5409, reader_cost=0.0002 | ETA 00:20:44 2020-11-13 03:50:14 [INFO] [TRAIN] epoch=58, iter=37710/40000, loss=0.1433, lr=0.000762, batch_cost=0.5614, reader_cost=0.0002 | ETA 00:21:25 2020-11-13 03:50:20 [INFO] [TRAIN] epoch=58, iter=37720/40000, loss=0.1107, lr=0.000759, batch_cost=0.5502, reader_cost=0.0002 | ETA 00:20:54 2020-11-13 03:50:25 [INFO] [TRAIN] epoch=58, iter=37730/40000, loss=0.0944, lr=0.000756, batch_cost=0.5506, reader_cost=0.0002 | ETA 00:20:49 2020-11-13 03:50:30 [INFO] [TRAIN] epoch=58, iter=37740/40000, loss=0.1010, lr=0.000753, batch_cost=0.5415, reader_cost=0.0002 | ETA 00:20:23 2020-11-13 03:50:36 [INFO] [TRAIN] epoch=58, iter=37750/40000, loss=0.1439, lr=0.000750, batch_cost=0.5453, reader_cost=0.0002 | ETA 00:20:26 2020-11-13 03:50:41 [INFO] [TRAIN] epoch=58, iter=37760/40000, loss=0.1108, lr=0.000747, batch_cost=0.5463, reader_cost=0.0002 | ETA 00:20:23 2020-11-13 03:50:47 [INFO] [TRAIN] epoch=58, iter=37770/40000, loss=0.1358, lr=0.000744, batch_cost=0.5446, reader_cost=0.0002 | ETA 00:20:14 2020-11-13 03:50:52 [INFO] [TRAIN] epoch=58, iter=37780/40000, loss=0.1103, lr=0.000741, batch_cost=0.5624, reader_cost=0.0002 | ETA 00:20:48 2020-11-13 03:50:58 [INFO] [TRAIN] epoch=58, iter=37790/40000, loss=0.1578, lr=0.000738, batch_cost=0.5494, reader_cost=0.0002 | ETA 00:20:14 2020-11-13 03:51:05 [INFO] [TRAIN] epoch=58, iter=37800/40000, loss=0.1414, lr=0.000735, batch_cost=0.6778, reader_cost=0.0002 | ETA 00:24:51 2020-11-13 03:51:14 [INFO] [TRAIN] epoch=58, iter=37810/40000, loss=0.1209, lr=0.000732, batch_cost=0.8854, reader_cost=0.0002 | ETA 00:32:19 2020-11-13 03:51:22 [INFO] [TRAIN] epoch=58, iter=37820/40000, loss=0.1212, lr=0.000729, batch_cost=0.8808, reader_cost=0.0002 | ETA 00:32:00 2020-11-13 03:51:31 [INFO] [TRAIN] epoch=58, iter=37830/40000, loss=0.1400, lr=0.000726, batch_cost=0.8690, reader_cost=0.0002 | ETA 00:31:25 2020-11-13 03:51:40 [INFO] [TRAIN] epoch=58, iter=37840/40000, loss=0.1401, lr=0.000723, batch_cost=0.8750, reader_cost=0.0002 | ETA 00:31:29 2020-11-13 03:51:49 [INFO] [TRAIN] epoch=58, iter=37850/40000, loss=0.1111, lr=0.000720, batch_cost=0.8713, reader_cost=0.0002 | ETA 00:31:13 2020-11-13 03:51:59 [INFO] [TRAIN] epoch=58, iter=37860/40000, loss=0.1250, lr=0.000717, batch_cost=1.0583, reader_cost=0.0002 | ETA 00:37:44 2020-11-13 03:52:08 [INFO] [TRAIN] epoch=58, iter=37870/40000, loss=0.1349, lr=0.000714, batch_cost=0.8714, reader_cost=0.0002 | ETA 00:30:56 2020-11-13 03:52:17 [INFO] [TRAIN] epoch=58, iter=37880/40000, loss=0.1051, lr=0.000711, batch_cost=0.8778, reader_cost=0.0002 | ETA 00:31:00 2020-11-13 03:52:25 [INFO] [TRAIN] epoch=58, iter=37890/40000, loss=0.1503, lr=0.000708, batch_cost=0.8704, reader_cost=0.0002 | ETA 00:30:36 2020-11-13 03:52:34 [INFO] [TRAIN] epoch=58, iter=37900/40000, loss=0.1301, lr=0.000705, batch_cost=0.8727, reader_cost=0.0002 | ETA 00:30:32 2020-11-13 03:52:43 [INFO] [TRAIN] epoch=58, iter=37910/40000, loss=0.1102, lr=0.000702, batch_cost=0.8730, reader_cost=0.0002 | ETA 00:30:24 2020-11-13 03:52:52 [INFO] [TRAIN] epoch=58, iter=37920/40000, loss=0.1267, lr=0.000699, batch_cost=0.8783, reader_cost=0.0002 | ETA 00:30:26 2020-11-13 03:53:00 [INFO] [TRAIN] epoch=58, iter=37930/40000, loss=0.0941, lr=0.000696, batch_cost=0.8797, reader_cost=0.0002 | ETA 00:30:20 2020-11-13 03:53:09 [INFO] [TRAIN] epoch=58, iter=37940/40000, loss=0.1736, lr=0.000693, batch_cost=0.8743, reader_cost=0.0002 | ETA 00:30:00 2020-11-13 03:53:18 [INFO] [TRAIN] epoch=58, iter=37950/40000, loss=0.1236, lr=0.000690, batch_cost=0.8728, reader_cost=0.0002 | ETA 00:29:49 2020-11-13 03:53:27 [INFO] [TRAIN] epoch=58, iter=37960/40000, loss=0.1348, lr=0.000687, batch_cost=0.8725, reader_cost=0.0002 | ETA 00:29:39 2020-11-13 03:53:35 [INFO] [TRAIN] epoch=58, iter=37970/40000, loss=0.1467, lr=0.000684, batch_cost=0.8719, reader_cost=0.0002 | ETA 00:29:29 2020-11-13 03:53:44 [INFO] [TRAIN] epoch=58, iter=37980/40000, loss=0.1487, lr=0.000681, batch_cost=0.8722, reader_cost=0.0002 | ETA 00:29:21 2020-11-13 03:53:53 [INFO] [TRAIN] epoch=58, iter=37990/40000, loss=0.1485, lr=0.000678, batch_cost=0.8739, reader_cost=0.0002 | ETA 00:29:16 2020-11-13 03:54:01 [INFO] [TRAIN] epoch=58, iter=38000/40000, loss=0.1297, lr=0.000675, batch_cost=0.8713, reader_cost=0.0002 | ETA 00:29:02 2020-11-13 03:54:02 [INFO] Start evaluating (total_samples=1449, total_iters=363)... 2020-11-13 04:19:14 [INFO] [EVAL] #Images=1449 mIoU=0.7539 Acc=0.9443 Kappa=0.8754 2020-11-13 04:19:14 [INFO] [EVAL] Class IoU: [0.9393 0.8796 0.4358 0.8704 0.6992 0.7894 0.9249 0.8609 0.8976 0.433 0.8203 0.4288 0.8314 0.8073 0.8399 0.8549 0.6877 0.8355 0.452 0.8351 0.7087] 2020-11-13 04:19:14 [INFO] [EVAL] Class Acc: [0.9601 0.9331 0.4508 0.9207 0.8098 0.8963 0.9757 0.9327 0.9584 0.6507 0.8993 0.8878 0.9012 0.8745 0.9201 0.9339 0.8363 0.9556 0.7952 0.946 0.8914] 2020-11-13 04:19:16 [INFO] [EVAL] The model with the best validation mIoU (0.7539) was saved at iter 40000.